An efficient and precise (micro)plastic identification method: feature infrared spectra extraction based on EIS-VIP-CARS and ANN modeling
Understanding microplastics' (MPs) ecological impact necessitates their precise identification. To address the issue of the competitive adaptive reweighted sampling (CARS) algorithm extracting numerous feature wavenumber points (FWPs) that often miss transmittance peaks (TPs), resulting in high...
Saved in:
| Published in | Environmental research Vol. 279; no. Pt 2; p. 121916 |
|---|---|
| Main Authors | , , , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Netherlands
Elsevier Inc
15.08.2025
|
| Subjects | |
| Online Access | Get full text |
| ISSN | 0013-9351 1096-0953 1096-0953 |
| DOI | 10.1016/j.envres.2025.121916 |
Cover
| Abstract | Understanding microplastics' (MPs) ecological impact necessitates their precise identification. To address the issue of the competitive adaptive reweighted sampling (CARS) algorithm extracting numerous feature wavenumber points (FWPs) that often miss transmittance peaks (TPs), resulting in high computational load and low accuracy in artificial neural network (ANN) models, this study introduces a novel approach. Initially, the equal interval sampling (EIS) method is employed to capture the main information of the full spectra. Subsequently, the variable importance in projection (VIP) is innovatively integrated into the CARS to formulate the EIS-VIP-CARS method for extracting feature spectra (FS). Using 20 typical MPs as the subjects, this study compares the identification performance of ANN models using full-spectra, EIS, CARS, EIS-CARS, VIP-CARS, and EIS-VIP-CARS. The results show that VIP-CARS extracts 128 FWPs, a reduction of 49.41 % compared to CARS. Moreover, the distribution of these FWPs is more concentrated around the TPs and their vicinity. The accuracy of MPs by the ANN model based on VIP-CARS is generally higher than that of CARS. EIS-VIP-CARS extracts 55 FWPs, representing a reduction of 58.65 % and 57.03 % compared to EIS and VIP-CARS, respectively. The overall distribution of these points closely aligns with the distribution of functional groups. The ANN model based on EIS-VIP-CARS can achieve a similar accuracy for MPs as the model based on EIS, both greater than 99 %, demonstrating good generalization ability. The accuracies of the MNN and convolutional neural network (CNN) models are higher than those of the SNN model, but the modeling time is longer. The ANN model established using the EIS-VIP-CARS is an efficient and precise approach for the identification of MPs in infrared spectroscopy. This study provides technical references for the research on the environmental behavior of MPs and is also of significant importance for the classification and management of plastic waste.
[Display omitted]
•Developed an EIS-VIP-CARS-based feature spectral extraction method.•VIP replaces AVRC in CARS to facilitate the capture of transmittance peaks.•Optimized hyperparameters to enhance the generalization ability of the ANN models.•CNN and MNN exhibit higher accuracies for MPs compared to SNN but require longer modeling times. |
|---|---|
| AbstractList | Understanding microplastics' (MPs) ecological impact necessitates their precise identification. To address the issue of the competitive adaptive reweighted sampling (CARS) algorithm extracting numerous feature wavenumber points (FWPs) that often miss transmittance peaks (TPs), resulting in high computational load and low accuracy in artificial neural network (ANN) models, this study introduces a novel approach. Initially, the equal interval sampling (EIS) method is employed to capture the main information of the full spectra. Subsequently, the variable importance in projection (VIP) is innovatively integrated into the CARS to formulate the EIS-VIP-CARS method for extracting feature spectra (FS). Using 20 typical MPs as the subjects, this study compares the identification performance of ANN models using full-spectra, EIS, CARS, EIS-CARS, VIP-CARS, and EIS-VIP-CARS. The results show that VIP-CARS extracts 128 FWPs, a reduction of 49.41 % compared to CARS. Moreover, the distribution of these FWPs is more concentrated around the TPs and their vicinity. The accuracy of MPs by the ANN model based on VIP-CARS is generally higher than that of CARS. EIS-VIP-CARS extracts 55 FWPs, representing a reduction of 58.65 % and 57.03 % compared to EIS and VIP-CARS, respectively. The overall distribution of these points closely aligns with the distribution of functional groups. The ANN model based on EIS-VIP-CARS can achieve a similar accuracy for MPs as the model based on EIS, both greater than 99 %, demonstrating good generalization ability. The accuracies of the MNN and convolutional neural network (CNN) models are higher than those of the SNN model, but the modeling time is longer. The ANN model established using the EIS-VIP-CARS is an efficient and precise approach for the identification of MPs in infrared spectroscopy. This study provides technical references for the research on the environmental behavior of MPs and is also of significant importance for the classification and management of plastic waste.
[Display omitted]
•Developed an EIS-VIP-CARS-based feature spectral extraction method.•VIP replaces AVRC in CARS to facilitate the capture of transmittance peaks.•Optimized hyperparameters to enhance the generalization ability of the ANN models.•CNN and MNN exhibit higher accuracies for MPs compared to SNN but require longer modeling times. Understanding microplastics' (MPs) ecological impact necessitates their precise identification. To address the issue of the competitive adaptive reweighted sampling (CARS) algorithm extracting numerous feature wavenumber points (FWPs) that often miss transmittance peaks (TPs), resulting in high computational load and low accuracy in artificial neural network (ANN) models, this study introduces a novel approach. Initially, the equal interval sampling (EIS) method is employed to capture the main information of the full spectra. Subsequently, the variable importance in projection (VIP) is innovatively integrated into the CARS to formulate the EIS-VIP-CARS method for extracting feature spectra (FS). Using 20 typical MPs as the subjects, this study compares the identification performance of ANN models using full-spectra, EIS, CARS, EIS-CARS, VIP-CARS, and EIS-VIP-CARS. The results show that VIP-CARS extracts 128 FWPs, a reduction of 49.41 % compared to CARS. Moreover, the distribution of these FWPs is more concentrated around the TPs and their vicinity. The accuracy of MPs by the ANN model based on VIP-CARS is generally higher than that of CARS. EIS-VIP-CARS extracts 55 FWPs, representing a reduction of 58.65 % and 57.03 % compared to EIS and VIP-CARS, respectively. The overall distribution of these points closely aligns with the distribution of functional groups. The ANN model based on EIS-VIP-CARS can achieve a similar accuracy for MPs as the model based on EIS, both greater than 99 %, demonstrating good generalization ability. The accuracies of the MNN and convolutional neural network (CNN) models are higher than those of the SNN model, but the modeling time is longer. The ANN model established using the EIS-VIP-CARS is an efficient and precise approach for the identification of MPs in infrared spectroscopy. This study provides technical references for the research on the environmental behavior of MPs and is also of significant importance for the classification and management of plastic waste. Understanding microplastics' (MPs) ecological impact necessitates their precise identification. To address the issue of the competitive adaptive reweighted sampling (CARS) algorithm extracting numerous feature wavenumber points (FWPs) that often miss transmittance peaks (TPs), resulting in high computational load and low accuracy in artificial neural network (ANN) models, this study introduces a novel approach. Initially, the equal interval sampling (EIS) method is employed to capture the main information of the full spectra. Subsequently, the variable importance in projection (VIP) is innovatively integrated into the CARS to formulate the EIS-VIP-CARS method for extracting feature spectra (FS). Using 20 typical MPs as the subjects, this study compares the identification performance of ANN models using full-spectra, EIS, CARS, EIS-CARS, VIP-CARS, and EIS-VIP-CARS. The results show that VIP-CARS extracts 128 FWPs, a reduction of 49.41% compared to CARS. Moreover, the distribution of these FWPs is more concentrated around the TPs and their vicinity. The accuracy of MPs by the ANN model based on VIP-CARS is generally higher than that of CARS. EIS-VIP-CARS extracts 55 FWPs, representing a reduction of 58.65% and 57.03% compared to EIS and VIP-CARS, respectively. The overall distribution of these points closely aligns with the distribution of functional groups. The ANN model based on EIS-VIP-CARS can achieve a similar accuracy for MPs as the model based on EIS, both greater than 99%, demonstrating good generalization ability. The accuracies of the MNN and convolutional neural network (CNN) models are higher than those of the SNN model, but the modeling time is longer. The ANN model established using the EIS-VIP-CARS is an efficient and precise approach for the identification of MPs in infrared spectroscopy. This study provides technical references for the research on the environmental behavior of MPs and is also of significant importance for the classification and management of plastic waste.Understanding microplastics' (MPs) ecological impact necessitates their precise identification. To address the issue of the competitive adaptive reweighted sampling (CARS) algorithm extracting numerous feature wavenumber points (FWPs) that often miss transmittance peaks (TPs), resulting in high computational load and low accuracy in artificial neural network (ANN) models, this study introduces a novel approach. Initially, the equal interval sampling (EIS) method is employed to capture the main information of the full spectra. Subsequently, the variable importance in projection (VIP) is innovatively integrated into the CARS to formulate the EIS-VIP-CARS method for extracting feature spectra (FS). Using 20 typical MPs as the subjects, this study compares the identification performance of ANN models using full-spectra, EIS, CARS, EIS-CARS, VIP-CARS, and EIS-VIP-CARS. The results show that VIP-CARS extracts 128 FWPs, a reduction of 49.41% compared to CARS. Moreover, the distribution of these FWPs is more concentrated around the TPs and their vicinity. The accuracy of MPs by the ANN model based on VIP-CARS is generally higher than that of CARS. EIS-VIP-CARS extracts 55 FWPs, representing a reduction of 58.65% and 57.03% compared to EIS and VIP-CARS, respectively. The overall distribution of these points closely aligns with the distribution of functional groups. The ANN model based on EIS-VIP-CARS can achieve a similar accuracy for MPs as the model based on EIS, both greater than 99%, demonstrating good generalization ability. The accuracies of the MNN and convolutional neural network (CNN) models are higher than those of the SNN model, but the modeling time is longer. The ANN model established using the EIS-VIP-CARS is an efficient and precise approach for the identification of MPs in infrared spectroscopy. This study provides technical references for the research on the environmental behavior of MPs and is also of significant importance for the classification and management of plastic waste. |
| ArticleNumber | 121916 |
| Author | Li, Jun Ding, Qiang Qiang, Jing Zhang, Shuangsheng Zhou, Junjie Chen, Jian Liu, Hanhu Qian, Kuimei |
| Author_xml | – sequence: 1 givenname: Shuangsheng surname: Zhang fullname: Zhang, Shuangsheng organization: College of Environmental Engineering, Xuzhou University of Technology, Xuzhou, 221018, China – sequence: 2 givenname: Jing surname: Qiang fullname: Qiang, Jing email: qiangjingcumt@163.com organization: School of Mathematics, China University of Mining and Technology, Xuzhou, 221116, China – sequence: 3 givenname: Hanhu surname: Liu fullname: Liu, Hanhu organization: School of Environment Science and Spatial Informatics, China University of Mining and Technology, Xuzhou, 221116, China – sequence: 4 givenname: Junjie orcidid: 0000-0002-6222-4515 surname: Zhou fullname: Zhou, Junjie organization: School of Environmental Science and Engineering, Suzhou University of Science and Technology, Suzhou, 215009, China – sequence: 5 givenname: Jun surname: Li fullname: Li, Jun organization: Huaibei City Drainage Co., Ltd, Huaibei, 235000, China – sequence: 6 givenname: Jian surname: Chen fullname: Chen, Jian organization: Huaibei City Drainage Co., Ltd, Huaibei, 235000, China – sequence: 7 givenname: Qiang surname: Ding fullname: Ding, Qiang organization: Beijing Capital Eco-Environmental Protection Group Co., Ltd, Beijing, 100032, China – sequence: 8 givenname: Kuimei orcidid: 0000-0002-0955-8102 surname: Qian fullname: Qian, Kuimei organization: College of Environmental Engineering, Xuzhou University of Technology, Xuzhou, 221018, China |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/40404082$$D View this record in MEDLINE/PubMed |
| BookMark | eNp9kc9uEzEQxi1URNPCGyDkYzls8J_YrDkgRVGBSFWLaMvV8tpjcLTr3dpOBY_Qt8bpFo5oJI9H_s1Y830n6CiOERB6TcmSEirf7ZYQ7xPkJSNMLCmjispnaEGJkg1Rgh-hBSGUN4oLeoxOct7VkgpOXqDjFTlEyxboYR0xeB9sgFiwiQ5PCWzIgM-GYNP4dupNLsHi4CoQKmhKGCMeoPwc3QfswZR9AhyiTyaBw3kCW5LB8Kue9pHtTK4P9XK-vW6-b782m_W368e_1peXeBgd9CH-eImee9NnePWUT9Htp_ObzZfm4urzdrO-aCynvDStkwKY7FZKCs_k-1YQbzkDZ1vurOwkVcq1IDjnrmOeWqWAqVZ0lCtQHeGn6GyeO6Xxbg-56CFkC31vIoz7rDkjUrVSCVXRN0_ovhvA6SmFwaTf-q98FVjNQFUq5wT-H0KJPrikd3p2SR9c0rNLte3j3AZ1z_sASeeD_hZcqOIX7cbw_wF_ANWwnCY |
| Cites_doi | 10.1007/s00216-018-1156-x 10.1016/j.marpolbul.2011.09.025 10.1016/j.neucom.2022.05.119 10.1109/ACCESS.2021.3063293 10.3389/fmars.2016.00219 10.1021/acs.est.9b01452 10.1016/j.wasman.2016.03.005 10.1039/C6AY02558G 10.1016/j.knosys.2021.107391 10.1016/j.aca.2009.06.046 10.1039/C8RA05637D 10.1016/j.geoderma.2019.06.040 10.1016/j.scitotenv.2021.151030 10.1021/acs.analchem.2c02451 10.1002/app.50423 10.1016/j.neucom.2019.10.008 10.1016/j.polymertesting.2017.12.003 10.1016/j.polymertesting.2007.12.005 10.1126/science.1254065 10.1016/j.jenvman.2023.118756 10.1109/JSTQE.2022.3222065 10.1016/j.chemosphere.2022.136092 10.1016/j.aca.2021.339390 10.1016/j.polymdegradstab.2003.08.009 10.1016/j.seppur.2023.125559 10.1016/j.foodchem.2008.08.042 10.1016/j.watres.2019.06.049 10.1111/jiec.13125 10.1007/BF03218918 10.1016/j.cej.2024.152727 10.3390/rs9101081 10.1016/j.matdes.2009.05.038 10.1016/j.infrared.2019.06.008 10.1016/j.watres.2018.12.050 10.1016/j.aca.2012.11.007 10.1016/j.neuroimage.2010.07.034 10.1016/j.tca.2014.02.007 10.1016/j.polymdegradstab.2022.109863 10.1016/j.patcog.2012.05.009 10.1016/j.jcp.2016.08.036 10.1016/j.marpolbul.2016.03.012 10.1016/j.marpolbul.2017.01.082 10.1021/es400663f 10.1039/D4GC00659C 10.1186/s40494-023-00881-z 10.1007/s00289-021-03856-x 10.1016/j.jaap.2023.106225 10.1016/j.arabjc.2013.07.022 10.1038/s41559-017-0116 10.1016/j.envpol.2023.122548 10.1016/j.tree.2009.10.003 10.1016/j.talanta.2023.124611 10.1016/j.patcog.2017.10.013 10.1021/acs.est.9b01517 10.1002/jrs.5367 10.1016/j.cocom.2022.e00667 10.1016/j.eurpolymj.2017.11.029 10.1016/j.saa.2022.121924 10.1080/10426914.2019.1692355 10.1016/j.envint.2017.02.013 10.1080/01496395.2021.1890775 10.1016/j.scitotenv.2020.142870 10.1016/j.chemolab.2023.104842 10.1016/j.polymdegradstab.2009.04.024 10.1016/j.jece.2022.108130 10.1016/j.neucom.2011.06.026 10.1016/S0169-7439(97)00061-0 10.1039/C4AN00730A 10.1016/j.trac.2014.10.011 10.1016/j.trac.2022.116898 10.1021/envhealth.3c00052 10.1016/j.polymdegradstab.2009.07.027 10.1016/j.psep.2022.11.027 10.1007/s11356-018-2180-2 10.1016/j.jnoncrysol.2018.11.032 10.1002/(SICI)1097-4628(19960531)60:9<1329::AID-APP8>3.0.CO;2-L 10.3390/membranes13040373 10.1039/D3JA00392B 10.1016/j.scitotenv.2021.152365 10.1016/j.cam.2023.115471 10.1016/j.scitotenv.2024.171925 10.1021/es2031505 10.1631/jzus.A2000384 10.1126/science.abb0354 10.1016/j.scitotenv.2016.05.041 10.1016/j.saa.2006.06.012 10.1080/03602559.2010.496399 10.1007/s10462-022-10213-5 10.1007/s13042-013-0226-9 10.1061/(ASCE)MT.1943-5533.0002832 10.1016/j.marpolbul.2011.05.030 10.1109/TKDE.2019.2912815 10.1016/j.saa.2019.02.023 10.1016/j.polymdegradstab.2005.02.028 10.3390/polym15040911 10.1016/j.chemolab.2004.12.011 10.1016/j.vibspec.2019.102984 10.1016/j.aca.2018.11.008 10.1016/j.chemosphere.2022.137559 10.1016/j.jcis.2004.02.001 10.1016/S0376-7388(00)00691-8 10.1007/s00216-020-02506-x 10.1016/j.ecss.2015.12.003 10.1016/j.advengsoft.2022.103358 10.1007/s00217-023-04377-9 10.1016/j.ijbiomac.2018.05.099 10.1016/j.watres.2018.05.060 |
| ContentType | Journal Article |
| Copyright | 2025 Elsevier Inc. Copyright © 2025 Elsevier Inc. All rights reserved. Copyright © 2025. Published by Elsevier Inc. |
| Copyright_xml | – notice: 2025 Elsevier Inc. – notice: Copyright © 2025 Elsevier Inc. All rights reserved. – notice: Copyright © 2025. Published by Elsevier Inc. |
| DBID | AAYXX CITATION CGR CUY CVF ECM EIF NPM 7X8 |
| DOI | 10.1016/j.envres.2025.121916 |
| DatabaseName | CrossRef Medline MEDLINE MEDLINE (Ovid) MEDLINE MEDLINE PubMed MEDLINE - Academic |
| DatabaseTitle | CrossRef MEDLINE Medline Complete MEDLINE with Full Text PubMed MEDLINE (Ovid) MEDLINE - Academic |
| DatabaseTitleList | MEDLINE MEDLINE - Academic |
| Database_xml | – sequence: 1 dbid: NPM name: PubMed url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed sourceTypes: Index Database – sequence: 2 dbid: EIF name: MEDLINE url: https://proxy.k.utb.cz/login?url=https://www.webofscience.com/wos/medline/basic-search sourceTypes: Index Database |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Public Health Environmental Sciences |
| EISSN | 1096-0953 |
| ExternalDocumentID | 40404082 10_1016_j_envres_2025_121916 S0013935125011673 |
| Genre | Journal Article |
| GroupedDBID | --- --K --M -~X .DC .~1 0R~ 1B1 1RT 1~. 1~5 4.4 457 4G. 5GY 5RE 5VS 7-5 71M 8P~ 9JM AAEDT AAEDW AAHBH AAIKJ AAKOC AALRI AAOAW AAQFI AATTM AAXKI AAXUO AAYWO ABFYP ABJNI ABLST ABMAC ACDAQ ACGFS ACNCT ACRLP ACVFH ADBBV ADCNI ADEZE AEBSH AEIPS AEKER AENEX AEUPX AFJKZ AFPUW AFTJW AFXIZ AGCQF AGHFR AGRNS AGUBO AGYEJ AHEUO AHHHB AIEXJ AIGII AIIUN AIKHN AITUG AKBMS AKIFW AKRWK AKYEP ALMA_UNASSIGNED_HOLDINGS AMRAJ ANKPU APXCP AXJTR BKOJK BLECG BLXMC BNPGV C45 CS3 DM4 DU5 EBS EFBJH EFKBS EO8 EO9 EP2 EP3 F5P FDB FIRID FNPLU FYGXN G-Q GBLVA IHE J1W KCYFY KOM L7B LG5 LY8 M41 MO0 N9A O-L O9- OAUVE OVD OZT P-8 P-9 P2P PC. Q38 RNS ROL RPZ SDF SDG SDP SES SEW SPCBC SSJ SSZ T5K TAE TEORI TN5 TWZ UPT WH7 ZCA ZU3 ~02 ~G- ~KM .GJ 29G 3O- 53G AAQXK AAYJJ AAYXX ABEFU ABFNM ABXDB ACLOT ACRPL ADFGL ADMUD ADNMO ADXHL AEGFY AFFNX AGQPQ ASPBG AVWKF AZFZN CAG CITATION COF EFLBG EJD FEDTE FGOYB G-2 HMC HVGLF HZ~ OHT R2- SEN VOH WUQ XOL XPP ZGI ZKB ZMT ZXP ~HD CGR CUY CVF ECM EIF NPM SSH 7X8 |
| ID | FETCH-LOGICAL-c313t-8d65e26b4965f267850fc32edc83dc6b6199d8e5333db2f1c99e2985b139e9b03 |
| IEDL.DBID | .~1 |
| ISSN | 0013-9351 1096-0953 |
| IngestDate | Thu Oct 02 22:45:00 EDT 2025 Mon Jul 21 06:01:03 EDT 2025 Wed Oct 01 05:46:50 EDT 2025 Sat Aug 09 17:31:58 EDT 2025 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | Pt 2 |
| Keywords | CARS PP PS DR FWPs ML HSI PBT EIS PCA POM MPs EVA TSS AVRC PCL Microplastics WPs ANN CNN PLA FTS POPs LDA SVM MNN FS PPO FT RMSECV ABS PPS SNN FGs FTIR PLS TPU SNT GA UMAP SBS Equal interval sampling PTFE CL kNN RMSE VIP score FTTS HLs NPs Feature spectra PC PMMA PE TPs PVA MCS VIP PVC PET PES |
| Language | English |
| License | Copyright © 2025 Elsevier Inc. All rights reserved. |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c313t-8d65e26b4965f267850fc32edc83dc6b6199d8e5333db2f1c99e2985b139e9b03 |
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 |
| ORCID | 0000-0002-0955-8102 0000-0002-6222-4515 |
| PMID | 40404082 |
| PQID | 3206986959 |
| PQPubID | 23479 |
| ParticipantIDs | proquest_miscellaneous_3206986959 pubmed_primary_40404082 crossref_primary_10_1016_j_envres_2025_121916 elsevier_sciencedirect_doi_10_1016_j_envres_2025_121916 |
| ProviderPackageCode | CITATION AAYXX |
| PublicationCentury | 2000 |
| PublicationDate | 2025-08-15 |
| PublicationDateYYYYMMDD | 2025-08-15 |
| PublicationDate_xml | – month: 08 year: 2025 text: 2025-08-15 day: 15 |
| PublicationDecade | 2020 |
| PublicationPlace | Netherlands |
| PublicationPlace_xml | – name: Netherlands |
| PublicationTitle | Environmental research |
| PublicationTitleAlternate | Environ Res |
| PublicationYear | 2025 |
| Publisher | Elsevier Inc |
| Publisher_xml | – name: Elsevier Inc |
| References | Wang, Liu, Chen, Zhu, Qu, Xu (bib101) 2021; 25 Nikbakht, Anitescu, Rabczuk (bib74) 2021; 22 Serrano, Zubeldia, Larranaga, Remiro, Mondragon (bib87) 2004; 83 Deng, Yun, Liang, Yi (bib28) 2014; 139 Zhu, Parker, Wong (bib114) 2023; 337 Han, Li, Wang, Qin, Qin (bib40) 2022; 500 Shurvell (bib92) 2006 Wei, Duan, Zhang, Chen (bib103) 2019; 31 Zhang, Luo, Zhan, Evrendilek, Yang, Zeng, Li, Dong, Huang, Liu (bib113) 2023; 176 Kavda, Golfomitsou, Richardson (bib45) 2023; 11 Lu, Li, Yang, Zhu, Lv (bib64) 2023; 238 Chen, Zhou, Yuan, Huang, Chen, Shi (bib16) 2021; 9 Lei, Bissonnette, Hogan, Bec, Feng, Smith (bib55) 2022; 94 Li, Huang, Song, Zhang, Min (bib57) 2019; 214 Hamad, Khulbe, Matsuura (bib39) 2001; 186 Luna, da Silva Barbosa Ferreira, Siqueira, dos Santos Filho, Araújo (bib65) 2022; 79 Mecozzi, Pietroletti, Monakhova (bib70) 2016; 106 Riba, Cailloux, Cantero, Canals, Maspoch (bib82) 2018; 65 Song, Du, Li, Tang, Huang (bib93) 2020; 412 Brennecke, Duarte, Paiva, Caçador, Canning-Clode (bib11) 2016; 178 Sutherland, Clout, Isabelle, Daszak, Depledge, Fellman, Fleishman, Garthwaite, Gibbons, De (bib97) 2010; 25 Ding, Jiang, Li, Wang, Sun, Wang, Fu, Ding, He (bib30) 2019; 53 Shim, Hong, Eo (bib91) 2017; 9 Law, Thompson (bib52) 2014; 345 Huang, Ouyang, Ning, Wang (bib43) 2006; 91 Campanale, Savino, Massarelli, Uricchio (bib12) 2023; 15 Yan, Cao, Murphy, Qiao (bib109) 2022; 10 Andrady (bib4) 2017; 119 Rocha-Santos, Duarte (bib84) 2015; 65 Shan, Zhao, Zhang, Liu, Wu, Wang (bib88) 2019; 1050 Krishnan, Williams, McIntosh, Abdi (bib49) 2011; 56 Abuqaddom, Mahafzah, Faris (bib1) 2021; 230 Cong, Zhou (bib21) 2023; 56 Boubakri, Elleuch, Guermazi, Ayedi (bib9) 2009; 30 Gu, Ozbakkaloglu (bib38) 2016; 51 Pugmire, Wetteland, Duncan, Lakis, Schwartz (bib79) 2009; 94 Chanda, Adhikari, Ghosh, Chowdhury, Thomas, Datta, Saha (bib13) 2018; 116 Krömer, Snáel, Zelinka (bib50) 2013 Ramesh, Leen, Kumutha, Arof (bib80) 2007; 66 Deshmukh, Peshwe, Pathak, Ekhe (bib29) 2014; 581 Milošević, Medeiros, Piperac, Cvijanović, Soininen, Milosavljević, Predić (bib71) 2022; 815 Da Costa, Santos, Duarte, Rocha-Santos (bib25) 2016; 566 Yadav, Morison, Staiger (bib107) 2009; 94 Svozil, Kvasnicka, Pospichal (bib98) 1997; 39 Paul, Wander, Becker, Goedecke, Braun (bib76) 2019; 26 Sun, Dai, Wang, Van Loosdrecht, Ni (bib96) 2019; 152 Cole, Lindeque, Fileman, Halsband, Goodhead, Moger, Galloway (bib19) 2013; 47 Kamruzzaman, Kalita, Ahmed, ElMasry, Makino (bib44) 2022; 1202 Araujo, Nolasco, Ribeiro, Ribeiro-Claro (bib5) 2018; 142 Chen, Hu (bib15) 2024; 493 Elzein, Nasser-Eddine, Delaite, Bistac, Dumas (bib31) 2004; 273 Su, Zhang, Yu, Zhang, Wang, Wang, Wang, Jiang (bib95) 2023; 344 Chong, Jun (bib17) 2005; 78 Rios, Larios, Marangoni, Oliveira, Cena, do Nascimento Ramos (bib83) 2021; 261 Harris, Potgieter, Ray, Archer, Arif (bib41) 2020; 35 Wong, Yeh (bib105) 2019; 32 Saidi, Khetari, Yahia, Zahran, Hidouri, Ameur (bib86) 2022; 31 Galloway, Cole, Lewis (bib35) 2017; 1 Mohan, Badra (bib72) 2023; 175 Kingma, Ba (bib47) 2014 Gu, Wang, Kuen, Ma, Shahroudy, Shuai, Liu, Wang, Wang, Cai, Chen (bib37) 2018; 77 Gago, Galgani, Maes, Thompson (bib34) 2016; 3 Zada, Leslie, Vethaak, Tinnevelt, Jansen, de Boer, Ariese (bib111) 2018; 49 Zhang, Li, Yang (bib112) 2024; 39 de Calle, Ferreiro, Arnaiz, Sierra (bib27) 2019; 112 Cuthbertson, Lincoln, Miscall, Stanley, Maurya, Asundi, Tassone, Rorrer, Beckham (bib23) 2024; 26 Liu, Huang, Shao, Chen, Li (bib62) 2024; 437 Da Costa, Avellan, Mouneyrac, Duarte, Rocha-Santos (bib24) 2023; 158 Li, Liang, Xu, Cao (bib56) 2009; 648 Shawe-Taylor, Sun (bib90) 2011; 74 Unnikrishnan, Nayak, Mohanty, Sarkhel (bib99) 2010; 49 Wu, Zhu, Wang, Zhao, Yuan, Liang, Li (bib106) 2024; 250 Yan, Peng, Yang, Cao, Xiang, Wu, Fu (bib108) 2022; 197 Fan, Huang, Lin, Li (bib33) 2021; 23 Stubbins, Law, Muñoz, Bianchi, Zhu (bib94) 2021; 373 Bragaglia, McNally, Lamastra, Cherubini, Nanni (bib10) 2021; 138 Liu, Wen, Huang, Xiong, Wen, Li, Huang, Zhu, Ai, Wu (bib63) 2019; 105 Chen, Zhao, Chaitep, Guo (bib14) 2009; 113 Luo, Su, Xu, Xu, Wang, Wu, Chen, Wu (bib67) 2022; 29 Sharma, Paliwal (bib89) 2015; 6 Wang, Ding, Yu, Ma, Zhang, Ge, Teng, Li, Liang, Lizaga, Chen, Guo (bib102) 2019; 353 Saadiah, Zhang, Nagao, Muzakir, Samsudin (bib85) 2019; 511 Ai, Liu, Liao, Du, Cai, Liao, Shi, Lin, Junaid, Yue, Wang (bib2) 2022; 807 Ren, Liu, Huang, Wang, Lu, Song, Guo (bib81) 2023; 260 Gan, Cui, Jin (bib36) 2023; 313 Cox, Covernton, Davies, Dower, Juanes, Dudas (bib22) 2019; 53 Andrady (bib3) 2011; 62 Lahimer, Ayed, Horriche, Belgaied (bib51) 2017; 10 Poon, Enche Ab Rahim, Ng, Hoo, Abdullah, Nasib, Abdullah (bib77) 2023; 13 Ye, Li, Liu, Wang, Wang, Wang, Hu (bib110) 2022; 57 Kawamura, Tsujimoto, Rabenarivo, Asai, Andriamananjara, Rakotoson (bib46) 2017; 9 Weitz, Blanco, Charon, Dauchet, El Hafi, Eymet, Farges, Fournier, Gautrais (bib104) 2016; 326 Auta, Emenike, Fauziah (bib6) 2017; 102 Cole, Lindeque, Halsband, Galloway (bib20) 2011; 62 Lee, Lee, Jang (bib53) 2008; 27 Li, Yang (bib59) 2023; 285 Li, Tao, Wang, Wang, Li, Song (bib58) 2023; 1 Primpke, Wirth, Lorenz, Gerdts (bib78) 2018; 410 Klöckner, Reemtsma, Wagner (bib48) 2021; 764 Martínez-Rego, Fontenla-Romero, Alonso-Betanzos (bib68) 2012; 45 Datta, Bhowmick, Tripathy, Chaki (bib26) 1996; 60 Nguyen, To, Nguyen, Nguyen (bib73) 2014 Beleites, Neugebauer, Bocklitz, Krafft, Popp (bib8) 2013; 760 Luo, Su, Rabbi, Wan, Xu, Wang, Liu, Xu, Wu (bib66) 2024; 926 Enfrin, Dumée, Lee (bib32) 2019; 161 Zimmerer, Ziegler, Heinrich, Steiner (bib115) 2018; 98 Hidalgo-Ruz, Gutow, Thompson, Thiel (bib42) 2012; 46 Basha, Dubey, Pulabaigari, Mukherjee (bib7) 2020; 378 Lee, Kang, Kim, Yoo, Kim, Huh, Jung, Lee (bib54) 2009; 17 Lin, Liu, Zhang (bib61) 2022; 307 Van Melkebeke, De Somer, Van Laere, Minh, Shirazi, Poelman, Van Geem, De Meester (bib100) 2024; 331 Mecozzi, Nisini (bib69) 2019; 101 Lim, Ahn, Kim (bib60) 2023; 169 Park, Lee, Kim, Kim (bib75) 2018; 8 Araujo (10.1016/j.envres.2025.121916_bib5) 2018; 142 Huang (10.1016/j.envres.2025.121916_bib43) 2006; 91 Primpke (10.1016/j.envres.2025.121916_bib78) 2018; 410 Hidalgo-Ruz (10.1016/j.envres.2025.121916_bib42) 2012; 46 Wang (10.1016/j.envres.2025.121916_bib101) 2021; 25 Kavda (10.1016/j.envres.2025.121916_bib45) 2023; 11 Datta (10.1016/j.envres.2025.121916_bib26) 1996; 60 Cole (10.1016/j.envres.2025.121916_bib20) 2011; 62 Lee (10.1016/j.envres.2025.121916_bib54) 2009; 17 Mohan (10.1016/j.envres.2025.121916_bib72) 2023; 175 Unnikrishnan (10.1016/j.envres.2025.121916_bib99) 2010; 49 Ye (10.1016/j.envres.2025.121916_bib110) 2022; 57 Li (10.1016/j.envres.2025.121916_bib59) 2023; 285 Chanda (10.1016/j.envres.2025.121916_bib13) 2018; 116 de Calle (10.1016/j.envres.2025.121916_bib27) 2019; 112 Kingma (10.1016/j.envres.2025.121916_bib47) 2014 Lin (10.1016/j.envres.2025.121916_bib61) 2022; 307 Lu (10.1016/j.envres.2025.121916_bib64) 2023; 238 Ramesh (10.1016/j.envres.2025.121916_bib80) 2007; 66 Poon (10.1016/j.envres.2025.121916_bib77) 2023; 13 Zimmerer (10.1016/j.envres.2025.121916_bib115) 2018; 98 Fan (10.1016/j.envres.2025.121916_bib33) 2021; 23 Krishnan (10.1016/j.envres.2025.121916_bib49) 2011; 56 Yadav (10.1016/j.envres.2025.121916_bib107) 2009; 94 Shawe-Taylor (10.1016/j.envres.2025.121916_bib90) 2011; 74 Zhang (10.1016/j.envres.2025.121916_bib112) 2024; 39 Rios (10.1016/j.envres.2025.121916_bib83) 2021; 261 Chen (10.1016/j.envres.2025.121916_bib16) 2021; 9 Saidi (10.1016/j.envres.2025.121916_bib86) 2022; 31 Lahimer (10.1016/j.envres.2025.121916_bib51) 2017; 10 Harris (10.1016/j.envres.2025.121916_bib41) 2020; 35 Li (10.1016/j.envres.2025.121916_bib56) 2009; 648 Deng (10.1016/j.envres.2025.121916_bib28) 2014; 139 Chong (10.1016/j.envres.2025.121916_bib17) 2005; 78 Milošević (10.1016/j.envres.2025.121916_bib71) 2022; 815 Song (10.1016/j.envres.2025.121916_bib93) 2020; 412 Law (10.1016/j.envres.2025.121916_bib52) 2014; 345 Zhu (10.1016/j.envres.2025.121916_bib114) 2023; 337 Gago (10.1016/j.envres.2025.121916_bib34) 2016; 3 Luo (10.1016/j.envres.2025.121916_bib66) 2024; 926 Yan (10.1016/j.envres.2025.121916_bib109) 2022; 10 Luo (10.1016/j.envres.2025.121916_bib67) 2022; 29 Da Costa (10.1016/j.envres.2025.121916_bib24) 2023; 158 Da Costa (10.1016/j.envres.2025.121916_bib25) 2016; 566 Ren (10.1016/j.envres.2025.121916_bib81) 2023; 260 Saadiah (10.1016/j.envres.2025.121916_bib85) 2019; 511 Pugmire (10.1016/j.envres.2025.121916_bib79) 2009; 94 Andrady (10.1016/j.envres.2025.121916_bib4) 2017; 119 Bragaglia (10.1016/j.envres.2025.121916_bib10) 2021; 138 Lee (10.1016/j.envres.2025.121916_bib53) 2008; 27 Luna (10.1016/j.envres.2025.121916_bib65) 2022; 79 Wong (10.1016/j.envres.2025.121916_bib105) 2019; 32 Serrano (10.1016/j.envres.2025.121916_bib87) 2004; 83 Gu (10.1016/j.envres.2025.121916_bib37) 2018; 77 Basha (10.1016/j.envres.2025.121916_bib7) 2020; 378 Cox (10.1016/j.envres.2025.121916_bib22) 2019; 53 Andrady (10.1016/j.envres.2025.121916_bib3) 2011; 62 Kawamura (10.1016/j.envres.2025.121916_bib46) 2017; 9 Hamad (10.1016/j.envres.2025.121916_bib39) 2001; 186 Mecozzi (10.1016/j.envres.2025.121916_bib69) 2019; 101 Wu (10.1016/j.envres.2025.121916_bib106) 2024; 250 Brennecke (10.1016/j.envres.2025.121916_bib11) 2016; 178 Gan (10.1016/j.envres.2025.121916_bib36) 2023; 313 Svozil (10.1016/j.envres.2025.121916_bib98) 1997; 39 Campanale (10.1016/j.envres.2025.121916_bib12) 2023; 15 Liu (10.1016/j.envres.2025.121916_bib63) 2019; 105 Sharma (10.1016/j.envres.2025.121916_bib89) 2015; 6 Chen (10.1016/j.envres.2025.121916_bib14) 2009; 113 Park (10.1016/j.envres.2025.121916_bib75) 2018; 8 Auta (10.1016/j.envres.2025.121916_bib6) 2017; 102 Ai (10.1016/j.envres.2025.121916_bib2) 2022; 807 Klöckner (10.1016/j.envres.2025.121916_bib48) 2021; 764 Chen (10.1016/j.envres.2025.121916_bib15) 2024; 493 Stubbins (10.1016/j.envres.2025.121916_bib94) 2021; 373 Zhang (10.1016/j.envres.2025.121916_bib113) 2023; 176 Lim (10.1016/j.envres.2025.121916_bib60) 2023; 169 Martínez-Rego (10.1016/j.envres.2025.121916_bib68) 2012; 45 Wei (10.1016/j.envres.2025.121916_bib103) 2019; 31 Enfrin (10.1016/j.envres.2025.121916_bib32) 2019; 161 Sutherland (10.1016/j.envres.2025.121916_bib97) 2010; 25 Sun (10.1016/j.envres.2025.121916_bib96) 2019; 152 Cong (10.1016/j.envres.2025.121916_bib21) 2023; 56 Paul (10.1016/j.envres.2025.121916_bib76) 2019; 26 Rocha-Santos (10.1016/j.envres.2025.121916_bib84) 2015; 65 Weitz (10.1016/j.envres.2025.121916_bib104) 2016; 326 Han (10.1016/j.envres.2025.121916_bib40) 2022; 500 Wang (10.1016/j.envres.2025.121916_bib102) 2019; 353 Boubakri (10.1016/j.envres.2025.121916_bib9) 2009; 30 Beleites (10.1016/j.envres.2025.121916_bib8) 2013; 760 Yan (10.1016/j.envres.2025.121916_bib108) 2022; 197 Liu (10.1016/j.envres.2025.121916_bib62) 2024; 437 Abuqaddom (10.1016/j.envres.2025.121916_bib1) 2021; 230 Shan (10.1016/j.envres.2025.121916_bib88) 2019; 1050 Cuthbertson (10.1016/j.envres.2025.121916_bib23) 2024; 26 Shim (10.1016/j.envres.2025.121916_bib91) 2017; 9 Riba (10.1016/j.envres.2025.121916_bib82) 2018; 65 Lei (10.1016/j.envres.2025.121916_bib55) 2022; 94 Li (10.1016/j.envres.2025.121916_bib57) 2019; 214 Gu (10.1016/j.envres.2025.121916_bib38) 2016; 51 Kamruzzaman (10.1016/j.envres.2025.121916_bib44) 2022; 1202 Shurvell (10.1016/j.envres.2025.121916_bib92) 2006 Su (10.1016/j.envres.2025.121916_bib95) 2023; 344 Ding (10.1016/j.envres.2025.121916_bib30) 2019; 53 Nguyen (10.1016/j.envres.2025.121916_bib73) 2014 Van Melkebeke (10.1016/j.envres.2025.121916_bib100) 2024; 331 Cole (10.1016/j.envres.2025.121916_bib19) 2013; 47 Elzein (10.1016/j.envres.2025.121916_bib31) 2004; 273 Mecozzi (10.1016/j.envres.2025.121916_bib70) 2016; 106 Li (10.1016/j.envres.2025.121916_bib58) 2023; 1 Galloway (10.1016/j.envres.2025.121916_bib35) 2017; 1 Nikbakht (10.1016/j.envres.2025.121916_bib74) 2021; 22 Krömer (10.1016/j.envres.2025.121916_bib50) 2013 Deshmukh (10.1016/j.envres.2025.121916_bib29) 2014; 581 Zada (10.1016/j.envres.2025.121916_bib111) 2018; 49 |
| References_xml | – volume: 6 start-page: 443 year: 2015 end-page: 454 ident: bib89 article-title: Linear discriminant analysis for the small sample size problem: an overview publication-title: International Journal of Machine Learning and Cybernetics – volume: 500 start-page: 877 year: 2022 end-page: 895 ident: bib40 article-title: Enhance explainability of manifold learning publication-title: Neurocomputing – volume: 214 start-page: 129 year: 2019 end-page: 138 ident: bib57 article-title: Moving window smoothing on the ensemble of competitive adaptive reweighted sampling algorithm publication-title: Spectrochim. Acta Mol. Biomol. Spectrosc. – volume: 13 start-page: 373 year: 2023 ident: bib77 article-title: Synthesis and characterisation of self-cleaning TiO2/PES mixed matrix membranes in the removal of humic acid publication-title: Membranes – volume: 94 start-page: 1533 year: 2009 end-page: 1541 ident: bib79 article-title: Cross-linking of polytetrafluoroethylene during room-temperature irradiation publication-title: Polym. Degrad. Stabil. – volume: 31 year: 2019 ident: bib103 article-title: Influence of SBS modifier on aging behaviors of SBS-modified asphalt publication-title: J. Mater. Civ. Eng. – volume: 3 start-page: 219 year: 2016 ident: bib34 article-title: Microplastics in seawater: recommendations from the marine strategy framework directive implementation process publication-title: Front. Mar. Sci. – volume: 27 start-page: 360 year: 2008 end-page: 367 ident: bib53 article-title: Effect of silica nanofillers on isothermal crystallization of poly (vinyl alcohol): in-Situ ATR-FTIR study publication-title: Polym. Test. – volume: 113 start-page: 1272 year: 2009 end-page: 1277 ident: bib14 article-title: Simultaneous analysis of main catechins contents in green tea (Camellia sinensis (L.)) by fourier transform near infrared reflectance (FT-NIR) spectroscopy publication-title: Food Chem. – volume: 353 start-page: 172 year: 2019 end-page: 187 ident: bib102 article-title: Capability of Sentinel-2 MSI data for monitoring and mapping of soil salinity in dry and wet seasons in the Ebinur Lake region, Xinjiang, China publication-title: Geoderma (Amst.) – volume: 46 start-page: 3060 year: 2012 end-page: 3075 ident: bib42 article-title: Microplastics in the marine environment: a review of the methods used for identification and quantification publication-title: Environ. Sci. Technol. – volume: 197 year: 2022 ident: bib108 article-title: Investigation on thermal degradation mechanism of poly (phenylene sulfide) publication-title: Polym. Degrad. Stabil. – volume: 30 start-page: 3958 year: 2009 end-page: 3965 ident: bib9 article-title: Investigations on hygrothermal aging of thermoplastic polyurethane material publication-title: Mater. Des. – volume: 175 year: 2023 ident: bib72 article-title: A novel automated SuperLearner using a genetic algorithm-based hyperparameter optimization publication-title: Adv. Eng. Software – year: 2006 ident: bib92 article-title: Spectra–structure correlations in the mid‐and far‐infrared publication-title: Handbook of Vibrational Spectroscopy – volume: 35 start-page: 230 year: 2020 end-page: 240 ident: bib41 article-title: Preparation and characterization of thermally stable ABS/HDPE blend for fused filament fabrication publication-title: Mater. Manuf. Process. – volume: 261 year: 2021 ident: bib83 article-title: FTIR spectroscopy with machine learning: a new approach to animal DNA polymorphism screening publication-title: Spectrochim. Acta Mol. Biomol. Spectrosc. – volume: 25 start-page: 1300 year: 2021 end-page: 1317 ident: bib101 article-title: Critical review of global plastics stock and flow data publication-title: J. Ind. Ecol. – volume: 566 start-page: 15 year: 2016 end-page: 26 ident: bib25 article-title: Nano)plastics in the environment–sources, fates and effects publication-title: Sci. Total Environ. – volume: 238 year: 2023 ident: bib64 article-title: Quantitative analysis of heavy metals in soil by X-ray fluorescence with improved variable selection strategy and Bayesian optimized support vector regression publication-title: Chemometr. Intell. Lab. Syst. – volume: 45 start-page: 4536 year: 2012 end-page: 4546 ident: bib68 article-title: Nonlinear single layer neural network training algorithm for incremental, nonstationary and distributed learning scenarios publication-title: Pattern Recogn. – volume: 47 start-page: 6646 year: 2013 end-page: 6655 ident: bib19 article-title: Microplastic ingestion by zooplankton publication-title: Environ. Sci. Technol. – volume: 74 start-page: 3609 year: 2011 end-page: 3618 ident: bib90 article-title: A review of optimization methodologies in support vector machines publication-title: Neurocomputing – volume: 119 start-page: 12 year: 2017 end-page: 22 ident: bib4 article-title: The plastic in microplastics: a review publication-title: Mar. Pollut. Bull. – volume: 49 start-page: 1136 year: 2018 end-page: 1144 ident: bib111 article-title: Fast microplastics identification with stimulated Raman scattering microscopy publication-title: J. Raman Spectrosc. – volume: 1 start-page: 116 year: 2017 ident: bib35 article-title: Interactions of microplastic debris throughout the marine ecosystem publication-title: Nature ecology & evolution – volume: 139 start-page: 4836 year: 2014 end-page: 4845 ident: bib28 article-title: A novel variable selection approach that iteratively optimizes variable space using weighted binary matrix sampling publication-title: Analyst – volume: 807 year: 2022 ident: bib2 article-title: Application of hyperspectral imaging technology in the rapid identification of microplastics in farmland soil publication-title: Sci. Total Environ. – volume: 176 year: 2023 ident: bib113 article-title: Pyrolytic energy performance and byproducts of Ganoderma lucidum: their multi-objective optimization publication-title: J. Anal. Appl. Pyrolysis – volume: 39 start-page: 43 year: 1997 end-page: 62 ident: bib98 article-title: Introduction to multi-layer feed-forward neural networks publication-title: Chemometr. Intell. Lab. Syst. – volume: 1050 start-page: 161 year: 2019 end-page: 168 ident: bib88 article-title: Simple and rapid detection of microplastics in seawater using hyperspectral imaging technology publication-title: Anal. Chim. Acta – volume: 65 start-page: 264 year: 2018 end-page: 269 ident: bib82 article-title: Multivariable methods applied to FTIR: a powerful technique to highlight architectural changes in poly (lactic acid) publication-title: Polym. Test. – volume: 25 start-page: 1 year: 2010 end-page: 7 ident: bib97 article-title: A horizon scan of global conservation issues for 2010 publication-title: Trends Ecol. Evol. – volume: 83 start-page: 495 year: 2004 end-page: 507 ident: bib87 article-title: Effect of different thermal treatments on the self-assembled nanostructures of a styrene–butadiene–styrene star block copolymer publication-title: Polym. Degrad. Stabil. – year: 2014 ident: bib47 article-title: Adam: a method for stochastic optimization publication-title: Computer Science – volume: 94 start-page: 1955 year: 2009 end-page: 1961 ident: bib107 article-title: Effects of hypochlorite treatment on the surface morphology and mechanical properties of polyethersulfone ultrafiltration membranes publication-title: Polym. Degrad. Stabil. – volume: 49 start-page: 1419 year: 2010 end-page: 1427 ident: bib99 article-title: Polyethersulfone membranes: the effect of sulfonation on the properties publication-title: Polym.-Plast. Technol. Eng. – volume: 10 year: 2022 ident: bib109 article-title: An ensemble machine learning method for microplastics identification with FTIR spectrum publication-title: J. Environ. Chem. Eng. – volume: 511 start-page: 201 year: 2019 end-page: 211 ident: bib85 article-title: Reducing crystallinity on thin film based CMC/PVA hybrid polymer for application as a host in polymer electrolytes publication-title: J. Non-Cryst. Solids – volume: 39 start-page: 478 year: 2024 end-page: 490 ident: bib112 article-title: A deep spectral prediction network to quantitatively determine heavy metal elements in soil by X-ray fluorescence publication-title: J. Anal. Atomic Spectrom. – volume: 648 start-page: 77 year: 2009 end-page: 84 ident: bib56 article-title: Key wavelengths screening using competitive adaptive reweighted sampling method for multivariate calibration publication-title: Anal. Chim. Acta – volume: 79 start-page: 7323 year: 2022 end-page: 7346 ident: bib65 article-title: Additivation of the ethylene–vinyl acetate copolymer (EVA) with maleic anhydride (MA) and dicumyl peroxide (DCP): the impact of styrene monomer on cross-linking and functionalization publication-title: Polym. Bull. – volume: 60 start-page: 1329 year: 1996 end-page: 1341 ident: bib26 article-title: Effect of electron beam radiation on structural changes of trimethylol propane trimethacrylate, ethylene vinyl acetate, and their blends publication-title: J. Appl. Polym. Sci. – volume: 273 start-page: 381 year: 2004 end-page: 387 ident: bib31 article-title: FTIR study of polycaprolactone chain organization at interfaces publication-title: J. Colloid Interface Sci. – volume: 9 start-page: 1081 year: 2017 ident: bib46 article-title: Vis-NIR spectroscopy and PLS regression with waveband selection for estimating the total C and N of paddy soils in Madagascar publication-title: Remote Sens. – volume: 152 start-page: 21 year: 2019 end-page: 37 ident: bib96 article-title: Microplastics in wastewater treatment plants: detection, occurrence and removal publication-title: Water Res. – volume: 412 start-page: 2795 year: 2020 end-page: 2804 ident: bib93 article-title: Rapid spectral analysis of agro-products using an optimal strategy: dynamic backward interval PLS–Competitive adaptive reweighted sampling publication-title: Anal. Bioanal. Chem. – volume: 15 start-page: 911 year: 2023 ident: bib12 article-title: Fourier transform infrared spectroscopy to assess the degree of alteration of artificially aged and environmentally weathered microplastics publication-title: Polymers – volume: 1202 year: 2022 ident: bib44 article-title: Effect of variable selection algorithms on model performance for predicting moisture content in biological materials using spectral data publication-title: Anal. Chim. Acta – volume: 493 year: 2024 ident: bib15 article-title: Advancements and future directions in waste plastics recycling: from mechanical methods to innovative chemical processes publication-title: Chemical Engineering Journal – volume: 11 start-page: 63 year: 2023 ident: bib45 article-title: Effects of selected solvents on PMMA after prolonged exposure: unilateral NMR and ATR-FTIR investigations publication-title: Heritage Science – start-page: 435 year: 2014 end-page: 440 ident: bib73 article-title: An efficient approach for phishing detection using single-layer neural network publication-title: 2014 International Conference on Advanced Technologies for Communications (ATC 2014) – volume: 10 start-page: S1938 year: 2017 end-page: S1954 ident: bib51 article-title: Characterization of plastic packaging additives: food contact, stability and toxicity publication-title: Arab. J. Chem. – volume: 57 start-page: 301 year: 2022 end-page: 308 ident: bib110 article-title: Remove trace heavy metal lead from waste acrylonitrile-butadiene-styrene (ABS) plastics by zone smelting publication-title: Separ. Sci. Technol. – volume: 26 start-page: 7364 year: 2019 end-page: 7374 ident: bib76 article-title: High-throughput NIR spectroscopic (NIRS) detection of microplastics in soil publication-title: Environ. Sci. Pollut. Control Ser. – volume: 51 start-page: 19 year: 2016 end-page: 42 ident: bib38 article-title: Use of recycled plastics in concrete: a critical review publication-title: Waste Manag. – volume: 138 year: 2021 ident: bib10 article-title: Compatibilization of an immiscible blend of EPDM and POM with an ionomer publication-title: J. Appl. Polym. Sci. – volume: 32 start-page: 1586 year: 2019 end-page: 1594 ident: bib105 article-title: Reliable accuracy estimates from k-fold cross validation publication-title: IEEE Trans. Knowl. Data Eng. – volume: 186 start-page: 281 year: 2001 end-page: 284 ident: bib39 article-title: Study on the interaction of methane gas with poly (phenylene oxide) membrane using infrared spectroscopic method publication-title: J. Membr. Sci. – volume: 337 year: 2023 ident: bib114 article-title: Leveraging deep learning for automatic recognition of microplastics (MPs) via focal plane array (FPA) micro-FT-IR imaging publication-title: Environ. Pollut. – volume: 158 year: 2023 ident: bib24 article-title: Plastic additives and microplastics as emerging contaminants: mechanisms and analytical assessment publication-title: TrAC, Trends Anal. Chem. – volume: 94 start-page: 17011 year: 2022 end-page: 17019 ident: bib55 article-title: Customizable machine-learning models for rapid microplastic identification using Raman microscopy publication-title: Anal. Chem. – volume: 378 start-page: 112 year: 2020 end-page: 119 ident: bib7 article-title: Impact of fully connected layers on performance of convolutional neural networks for image classification publication-title: Neurocomputing – volume: 326 start-page: 30 year: 2016 end-page: 34 ident: bib104 article-title: Monte Carlo efficiency improvement by multiple sampling of conditioned integration variables publication-title: J. Comput. Phys. – volume: 102 start-page: 165 year: 2017 end-page: 176 ident: bib6 article-title: Distribution and importance of microplastics in the marine environment: a review of the sources, fate, effects, and potential solutions publication-title: Environ. Int. – volume: 250 start-page: 191 year: 2024 end-page: 201 ident: bib106 article-title: Identification of varieties of sorghum based on a competitive adaptive reweighted sampling-random forest process publication-title: Eur. Food Res. Technol. – volume: 285 year: 2023 ident: bib59 article-title: Quantitative analysis of near infrared spectroscopic data based on dual-band transformation and competitive adaptive reweighted sampling publication-title: Spectrochim. Acta Mol. Biomol. Spectrosc. – volume: 230 year: 2021 ident: bib1 article-title: Oriented stochastic loss descent algorithm to train very deep multi-layer neural networks without vanishing gradients publication-title: Knowl. Base Syst. – volume: 313 year: 2023 ident: bib36 article-title: Environmental microplastics: classification, sources, fates, and effects on plants publication-title: Chemosphere – volume: 260 year: 2023 ident: bib81 article-title: Identification of microplastics using a convolutional neural network based on micro-Raman spectroscopy publication-title: Talanta – volume: 56 start-page: 1905 year: 2023 end-page: 1969 ident: bib21 article-title: A review of convolutional neural network architectures and their optimizations publication-title: Artif. Intell. Rev. – volume: 8 start-page: 34359 year: 2018 end-page: 34369 ident: bib75 article-title: Fabrication of polytetrafluoroethylene nanofibrous membranes for guided bone regeneration publication-title: RSC Adv. – volume: 56 start-page: 455 year: 2011 end-page: 475 ident: bib49 article-title: Partial Least Squares (PLS) methods for neuroimaging: a tutorial and review publication-title: Neuroimage – volume: 373 start-page: 51 year: 2021 end-page: 55 ident: bib94 article-title: Plastics in the Earth system publication-title: Science – volume: 77 start-page: 354 year: 2018 end-page: 377 ident: bib37 article-title: Recent advances in convolutional neural networks publication-title: Pattern Recogn. – start-page: 196 year: 2013 end-page: 201 ident: bib50 article-title: Randomness and chaos in genetic algorithms and differential evolution publication-title: 2013 5th International Conference on Intelligent Networking and Collaborative Systems, Xi'An, China – volume: 62 start-page: 2588 year: 2011 end-page: 2597 ident: bib20 article-title: Microplastics as contaminants in the marine environment: a review publication-title: Mar. Pollut. Bull. – volume: 9 start-page: 47615 year: 2021 end-page: 47620 ident: bib16 article-title: Spectroscopic identification of environmental microplastics publication-title: IEEE Access – volume: 307 year: 2022 ident: bib61 article-title: Recent advances in the application of machine learning methods to improve identification of the microplastics in environment publication-title: Chemosphere – volume: 178 start-page: 189 year: 2016 end-page: 195 ident: bib11 article-title: Microplastics as vector for heavy metal contamination from the marine environment publication-title: Estuar. Coast Shelf Sci. – volume: 9 start-page: 1384 year: 2017 end-page: 1391 ident: bib91 article-title: Identification methods in microplastic analysis: a review publication-title: Anal. Methods – volume: 65 start-page: 47 year: 2015 end-page: 53 ident: bib84 article-title: A critical overview of the analytical approaches to the occurrence, the fate and the behavior of microplastics in the environment publication-title: Trac. Trends Anal. Chem. – volume: 17 start-page: 616 year: 2009 end-page: 622 ident: bib54 article-title: Effect of hot pressing/melt mixing on the properties of thermoplastic polyurethane publication-title: Macromol. Res. – volume: 344 year: 2023 ident: bib95 article-title: Machine learning: next promising trend for microplastics study publication-title: J. Environ. Manag. – volume: 105 year: 2019 ident: bib63 article-title: A novel strategy of near-infrared spectroscopy dimensionality reduction for discrimination of grades, varieties and origins of green tea publication-title: Vib. Spectrosc. – volume: 581 start-page: 41 year: 2014 end-page: 53 ident: bib29 article-title: Nonisothermal crystallization kinetics and melting behavior of poly (butylene terephthalate)(PBT) composites based on different types of functional fillers publication-title: Thermochim. Acta – volume: 345 start-page: 144 year: 2014 end-page: 145 ident: bib52 article-title: Microplastics in the seas publication-title: Science – volume: 437 year: 2024 ident: bib62 article-title: A nonlinear kernel SVM classifier via L0/1 soft-margin loss with classification performance publication-title: J. Comput. Appl. Math. – volume: 116 start-page: 774 year: 2018 end-page: 785 ident: bib13 article-title: Electrospun chitosan/polycaprolactone-hyaluronic acid bilayered scaffold for potential wound healing applications publication-title: Int. J. Biol. Macromol. – volume: 78 start-page: 103 year: 2005 end-page: 112 ident: bib17 article-title: Performance of some variable selection methods when multicollinearity is present publication-title: Chemometr. Intell. Lab. Syst. – volume: 142 start-page: 426 year: 2018 end-page: 440 ident: bib5 article-title: Identification of microplastics using raman spectroscopy: latest developments and future prospects publication-title: Water Res. – volume: 161 start-page: 621 year: 2019 end-page: 638 ident: bib32 article-title: Nano/microplastics in water and wastewater treatment processes–origin, impact and potential solutions publication-title: Water Res. – volume: 764 year: 2021 ident: bib48 article-title: The diverse metal composition of plastic items and its implications publication-title: Sci. Total Environ. – volume: 331 year: 2024 ident: bib100 article-title: Adsorption modeling for contaminant removal in plastic dissolution recycling: investigating an amino ketone-based red dye publication-title: Separ. Purif. Technol. – volume: 62 start-page: 1596 year: 2011 end-page: 1605 ident: bib3 article-title: Microplastics in the marine environment publication-title: Mar. Pollut. Bull. – volume: 31 year: 2022 ident: bib86 article-title: The use of principal component analysis (PCA) and partial least square (PLS) for designing new hard inverse perovskites materials publication-title: Computational Condensed Matter – volume: 91 start-page: 606 year: 2006 end-page: 613 ident: bib43 article-title: Mechanistic study on flame retardance of polycarbonate with a small amount of potassium perfluorobutane sulfonate by TGA–FTIR/XPS publication-title: Polym. Degrad. Stabil. – volume: 22 start-page: 407 year: 2021 end-page: 426 ident: bib74 article-title: Optimizing the neural network hyperparameters utilizing genetic algorithm publication-title: J. Zhejiang Univ. - Sci. – volume: 53 start-page: 7068 year: 2019 end-page: 7074 ident: bib22 article-title: Human consumption of microplastics publication-title: Environ. Sci. Technol. – volume: 169 start-page: 685 year: 2023 end-page: 696 ident: bib60 article-title: Optimal sorting and recycling of plastic waste as a renewable energy resource considering economic feasibility and environmental pollution publication-title: Process Saf. Environ. Prot. – volume: 23 year: 2021 ident: bib33 article-title: Microplastic constituent identification from admixtures by Fourier-transform infrared (FTIR) spectroscopy: the use of polyethylene terephthalate (PET), polyethylene (PE), polypropylene (PP), polyvinyl chloride (PVC) and nylon (NY) as the model constituents publication-title: Environ. Technol. Innovat. – volume: 53 start-page: 8036 year: 2019 end-page: 8046 ident: bib30 article-title: Microplastics in the coral reef systems from xisha islands of South China Sea publication-title: Environ. Sci. Technol. – volume: 410 start-page: 5131 year: 2018 end-page: 5141 ident: bib78 article-title: Reference database design for the automated analysis of microplastic samples based on fourier transform infrared (FTIR) spectroscopy publication-title: Anal. Bioanal. Chem. – volume: 101 start-page: 119 year: 2019 end-page: 126 ident: bib69 article-title: The differentiation of biodegradable and non-biodegradable polyethylene terephthalate (PET) samples by FTIR spectroscopy: a potential support for the structural differentiation of PET in environmental analysis publication-title: Infrared Phys. Technol. – volume: 66 start-page: 1237 year: 2007 end-page: 1242 ident: bib80 article-title: FTIR studies of PVC/PMMA blend based polymer electrolytes publication-title: Spectrochim. Acta Mol. Biomol. Spectrosc. – volume: 1 start-page: 249 year: 2023 end-page: 257 ident: bib58 article-title: Potential health impact of microplastics: a review of environmental distribution, human exposure, and toxic effects publication-title: Environ. Health – volume: 106 start-page: 155 year: 2016 end-page: 161 ident: bib70 article-title: FTIR spectroscopy supported by statistical techniques for the structural characterization of plastic debris in the marine environment: application to monitoring studies publication-title: Mar. Pollut. Bull. – volume: 815 year: 2022 ident: bib71 article-title: The application of uniform manifold approximation and projection (UMAP) for unconstrained ordination and classification of biological indicators in aquatic ecology publication-title: Sci. Total Environ. – volume: 760 start-page: 25 year: 2013 end-page: 33 ident: bib8 article-title: Sample size planning for classification models publication-title: Anal. Chim. Acta – volume: 98 start-page: 313 year: 2018 end-page: 320 ident: bib115 article-title: Time resolved characterization of the solid-state reaction between polycarbonate and primary amine publication-title: Eur. Polym. J. – volume: 26 start-page: 7067 year: 2024 end-page: 7090 ident: bib23 article-title: Characterization of polymer properties and identification of additives in commercially available research plastics publication-title: Green Chem. – volume: 112 year: 2019 ident: bib27 article-title: Dynamic condition monitoring method based on dimensionality reduction techniques for data-limited industrial environments publication-title: Comput. Ind. – volume: 926 year: 2024 ident: bib66 article-title: Quantitative analysis of microplastics in water environments based on Raman spectroscopy and convolutional neural network publication-title: Sci. Total Environ. – volume: 29 start-page: 1 year: 2022 end-page: 8 ident: bib67 article-title: Raman spectroscopy and machine learning for microplastics identification and classification in water environments publication-title: IEEE J. Sel. Top. Quant. Electron. – volume: 410 start-page: 5131 year: 2018 ident: 10.1016/j.envres.2025.121916_bib78 article-title: Reference database design for the automated analysis of microplastic samples based on fourier transform infrared (FTIR) spectroscopy publication-title: Anal. Bioanal. Chem. doi: 10.1007/s00216-018-1156-x – volume: 62 start-page: 2588 issue: 12 year: 2011 ident: 10.1016/j.envres.2025.121916_bib20 article-title: Microplastics as contaminants in the marine environment: a review publication-title: Mar. Pollut. Bull. doi: 10.1016/j.marpolbul.2011.09.025 – volume: 500 start-page: 877 year: 2022 ident: 10.1016/j.envres.2025.121916_bib40 article-title: Enhance explainability of manifold learning publication-title: Neurocomputing doi: 10.1016/j.neucom.2022.05.119 – volume: 9 start-page: 47615 year: 2021 ident: 10.1016/j.envres.2025.121916_bib16 article-title: Spectroscopic identification of environmental microplastics publication-title: IEEE Access doi: 10.1109/ACCESS.2021.3063293 – volume: 3 start-page: 219 year: 2016 ident: 10.1016/j.envres.2025.121916_bib34 article-title: Microplastics in seawater: recommendations from the marine strategy framework directive implementation process publication-title: Front. Mar. Sci. doi: 10.3389/fmars.2016.00219 – volume: 53 start-page: 8036 issue: 14 year: 2019 ident: 10.1016/j.envres.2025.121916_bib30 article-title: Microplastics in the coral reef systems from xisha islands of South China Sea publication-title: Environ. Sci. Technol. doi: 10.1021/acs.est.9b01452 – volume: 51 start-page: 19 year: 2016 ident: 10.1016/j.envres.2025.121916_bib38 article-title: Use of recycled plastics in concrete: a critical review publication-title: Waste Manag. doi: 10.1016/j.wasman.2016.03.005 – volume: 9 start-page: 1384 issue: 9 year: 2017 ident: 10.1016/j.envres.2025.121916_bib91 article-title: Identification methods in microplastic analysis: a review publication-title: Anal. Methods doi: 10.1039/C6AY02558G – volume: 230 year: 2021 ident: 10.1016/j.envres.2025.121916_bib1 article-title: Oriented stochastic loss descent algorithm to train very deep multi-layer neural networks without vanishing gradients publication-title: Knowl. Base Syst. doi: 10.1016/j.knosys.2021.107391 – volume: 648 start-page: 77 issue: 1 year: 2009 ident: 10.1016/j.envres.2025.121916_bib56 article-title: Key wavelengths screening using competitive adaptive reweighted sampling method for multivariate calibration publication-title: Anal. Chim. Acta doi: 10.1016/j.aca.2009.06.046 – volume: 8 start-page: 34359 issue: 60 year: 2018 ident: 10.1016/j.envres.2025.121916_bib75 article-title: Fabrication of polytetrafluoroethylene nanofibrous membranes for guided bone regeneration publication-title: RSC Adv. doi: 10.1039/C8RA05637D – year: 2014 ident: 10.1016/j.envres.2025.121916_bib47 article-title: Adam: a method for stochastic optimization publication-title: Computer Science – volume: 353 start-page: 172 year: 2019 ident: 10.1016/j.envres.2025.121916_bib102 article-title: Capability of Sentinel-2 MSI data for monitoring and mapping of soil salinity in dry and wet seasons in the Ebinur Lake region, Xinjiang, China publication-title: Geoderma (Amst.) doi: 10.1016/j.geoderma.2019.06.040 – volume: 807 year: 2022 ident: 10.1016/j.envres.2025.121916_bib2 article-title: Application of hyperspectral imaging technology in the rapid identification of microplastics in farmland soil publication-title: Sci. Total Environ. doi: 10.1016/j.scitotenv.2021.151030 – volume: 94 start-page: 17011 issue: 49 year: 2022 ident: 10.1016/j.envres.2025.121916_bib55 article-title: Customizable machine-learning models for rapid microplastic identification using Raman microscopy publication-title: Anal. Chem. doi: 10.1021/acs.analchem.2c02451 – volume: 138 issue: 20 year: 2021 ident: 10.1016/j.envres.2025.121916_bib10 article-title: Compatibilization of an immiscible blend of EPDM and POM with an ionomer publication-title: J. Appl. Polym. Sci. doi: 10.1002/app.50423 – volume: 378 start-page: 112 year: 2020 ident: 10.1016/j.envres.2025.121916_bib7 article-title: Impact of fully connected layers on performance of convolutional neural networks for image classification publication-title: Neurocomputing doi: 10.1016/j.neucom.2019.10.008 – volume: 65 start-page: 264 year: 2018 ident: 10.1016/j.envres.2025.121916_bib82 article-title: Multivariable methods applied to FTIR: a powerful technique to highlight architectural changes in poly (lactic acid) publication-title: Polym. Test. doi: 10.1016/j.polymertesting.2017.12.003 – volume: 27 start-page: 360 issue: 3 year: 2008 ident: 10.1016/j.envres.2025.121916_bib53 article-title: Effect of silica nanofillers on isothermal crystallization of poly (vinyl alcohol): in-Situ ATR-FTIR study publication-title: Polym. Test. doi: 10.1016/j.polymertesting.2007.12.005 – volume: 345 start-page: 144 issue: 6193 year: 2014 ident: 10.1016/j.envres.2025.121916_bib52 article-title: Microplastics in the seas publication-title: Science doi: 10.1126/science.1254065 – volume: 344 year: 2023 ident: 10.1016/j.envres.2025.121916_bib95 article-title: Machine learning: next promising trend for microplastics study publication-title: J. Environ. Manag. doi: 10.1016/j.jenvman.2023.118756 – volume: 29 start-page: 1 issue: 4: Biophotonics year: 2022 ident: 10.1016/j.envres.2025.121916_bib67 article-title: Raman spectroscopy and machine learning for microplastics identification and classification in water environments publication-title: IEEE J. Sel. Top. Quant. Electron. doi: 10.1109/JSTQE.2022.3222065 – volume: 307 year: 2022 ident: 10.1016/j.envres.2025.121916_bib61 article-title: Recent advances in the application of machine learning methods to improve identification of the microplastics in environment publication-title: Chemosphere doi: 10.1016/j.chemosphere.2022.136092 – volume: 1202 year: 2022 ident: 10.1016/j.envres.2025.121916_bib44 article-title: Effect of variable selection algorithms on model performance for predicting moisture content in biological materials using spectral data publication-title: Anal. Chim. Acta doi: 10.1016/j.aca.2021.339390 – volume: 261 year: 2021 ident: 10.1016/j.envres.2025.121916_bib83 article-title: FTIR spectroscopy with machine learning: a new approach to animal DNA polymorphism screening publication-title: Spectrochim. Acta Mol. Biomol. Spectrosc. – volume: 83 start-page: 495 issue: 3 year: 2004 ident: 10.1016/j.envres.2025.121916_bib87 article-title: Effect of different thermal treatments on the self-assembled nanostructures of a styrene–butadiene–styrene star block copolymer publication-title: Polym. Degrad. Stabil. doi: 10.1016/j.polymdegradstab.2003.08.009 – volume: 331 year: 2024 ident: 10.1016/j.envres.2025.121916_bib100 article-title: Adsorption modeling for contaminant removal in plastic dissolution recycling: investigating an amino ketone-based red dye publication-title: Separ. Purif. Technol. doi: 10.1016/j.seppur.2023.125559 – volume: 113 start-page: 1272 issue: 4 year: 2009 ident: 10.1016/j.envres.2025.121916_bib14 article-title: Simultaneous analysis of main catechins contents in green tea (Camellia sinensis (L.)) by fourier transform near infrared reflectance (FT-NIR) spectroscopy publication-title: Food Chem. doi: 10.1016/j.foodchem.2008.08.042 – volume: 161 start-page: 621 year: 2019 ident: 10.1016/j.envres.2025.121916_bib32 article-title: Nano/microplastics in water and wastewater treatment processes–origin, impact and potential solutions publication-title: Water Res. doi: 10.1016/j.watres.2019.06.049 – volume: 25 start-page: 1300 issue: 5 year: 2021 ident: 10.1016/j.envres.2025.121916_bib101 article-title: Critical review of global plastics stock and flow data publication-title: J. Ind. Ecol. doi: 10.1111/jiec.13125 – volume: 17 start-page: 616 year: 2009 ident: 10.1016/j.envres.2025.121916_bib54 article-title: Effect of hot pressing/melt mixing on the properties of thermoplastic polyurethane publication-title: Macromol. Res. doi: 10.1007/BF03218918 – volume: 493 year: 2024 ident: 10.1016/j.envres.2025.121916_bib15 article-title: Advancements and future directions in waste plastics recycling: from mechanical methods to innovative chemical processes publication-title: Chemical Engineering Journal doi: 10.1016/j.cej.2024.152727 – volume: 9 start-page: 1081 issue: 10 year: 2017 ident: 10.1016/j.envres.2025.121916_bib46 article-title: Vis-NIR spectroscopy and PLS regression with waveband selection for estimating the total C and N of paddy soils in Madagascar publication-title: Remote Sens. doi: 10.3390/rs9101081 – volume: 30 start-page: 3958 issue: 10 year: 2009 ident: 10.1016/j.envres.2025.121916_bib9 article-title: Investigations on hygrothermal aging of thermoplastic polyurethane material publication-title: Mater. Des. doi: 10.1016/j.matdes.2009.05.038 – volume: 101 start-page: 119 year: 2019 ident: 10.1016/j.envres.2025.121916_bib69 article-title: The differentiation of biodegradable and non-biodegradable polyethylene terephthalate (PET) samples by FTIR spectroscopy: a potential support for the structural differentiation of PET in environmental analysis publication-title: Infrared Phys. Technol. doi: 10.1016/j.infrared.2019.06.008 – start-page: 435 year: 2014 ident: 10.1016/j.envres.2025.121916_bib73 article-title: An efficient approach for phishing detection using single-layer neural network – volume: 152 start-page: 21 year: 2019 ident: 10.1016/j.envres.2025.121916_bib96 article-title: Microplastics in wastewater treatment plants: detection, occurrence and removal publication-title: Water Res. doi: 10.1016/j.watres.2018.12.050 – volume: 23 year: 2021 ident: 10.1016/j.envres.2025.121916_bib33 article-title: Microplastic constituent identification from admixtures by Fourier-transform infrared (FTIR) spectroscopy: the use of polyethylene terephthalate (PET), polyethylene (PE), polypropylene (PP), polyvinyl chloride (PVC) and nylon (NY) as the model constituents publication-title: Environ. Technol. Innovat. – volume: 760 start-page: 25 year: 2013 ident: 10.1016/j.envres.2025.121916_bib8 article-title: Sample size planning for classification models publication-title: Anal. Chim. Acta doi: 10.1016/j.aca.2012.11.007 – volume: 56 start-page: 455 issue: 2 year: 2011 ident: 10.1016/j.envres.2025.121916_bib49 article-title: Partial Least Squares (PLS) methods for neuroimaging: a tutorial and review publication-title: Neuroimage doi: 10.1016/j.neuroimage.2010.07.034 – volume: 581 start-page: 41 year: 2014 ident: 10.1016/j.envres.2025.121916_bib29 article-title: Nonisothermal crystallization kinetics and melting behavior of poly (butylene terephthalate)(PBT) composites based on different types of functional fillers publication-title: Thermochim. Acta doi: 10.1016/j.tca.2014.02.007 – volume: 197 year: 2022 ident: 10.1016/j.envres.2025.121916_bib108 article-title: Investigation on thermal degradation mechanism of poly (phenylene sulfide) publication-title: Polym. Degrad. Stabil. doi: 10.1016/j.polymdegradstab.2022.109863 – volume: 45 start-page: 4536 issue: 12 year: 2012 ident: 10.1016/j.envres.2025.121916_bib68 article-title: Nonlinear single layer neural network training algorithm for incremental, nonstationary and distributed learning scenarios publication-title: Pattern Recogn. doi: 10.1016/j.patcog.2012.05.009 – volume: 326 start-page: 30 year: 2016 ident: 10.1016/j.envres.2025.121916_bib104 article-title: Monte Carlo efficiency improvement by multiple sampling of conditioned integration variables publication-title: J. Comput. Phys. doi: 10.1016/j.jcp.2016.08.036 – volume: 106 start-page: 155 issue: 1–2 year: 2016 ident: 10.1016/j.envres.2025.121916_bib70 article-title: FTIR spectroscopy supported by statistical techniques for the structural characterization of plastic debris in the marine environment: application to monitoring studies publication-title: Mar. Pollut. Bull. doi: 10.1016/j.marpolbul.2016.03.012 – volume: 119 start-page: 12 issue: 1 year: 2017 ident: 10.1016/j.envres.2025.121916_bib4 article-title: The plastic in microplastics: a review publication-title: Mar. Pollut. Bull. doi: 10.1016/j.marpolbul.2017.01.082 – volume: 47 start-page: 6646 issue: 12 year: 2013 ident: 10.1016/j.envres.2025.121916_bib19 article-title: Microplastic ingestion by zooplankton publication-title: Environ. Sci. Technol. doi: 10.1021/es400663f – volume: 26 start-page: 7067 issue: 12 year: 2024 ident: 10.1016/j.envres.2025.121916_bib23 article-title: Characterization of polymer properties and identification of additives in commercially available research plastics publication-title: Green Chem. doi: 10.1039/D4GC00659C – volume: 11 start-page: 63 issue: 1 year: 2023 ident: 10.1016/j.envres.2025.121916_bib45 article-title: Effects of selected solvents on PMMA after prolonged exposure: unilateral NMR and ATR-FTIR investigations publication-title: Heritage Science doi: 10.1186/s40494-023-00881-z – volume: 79 start-page: 7323 issue: 9 year: 2022 ident: 10.1016/j.envres.2025.121916_bib65 article-title: Additivation of the ethylene–vinyl acetate copolymer (EVA) with maleic anhydride (MA) and dicumyl peroxide (DCP): the impact of styrene monomer on cross-linking and functionalization publication-title: Polym. Bull. doi: 10.1007/s00289-021-03856-x – volume: 176 year: 2023 ident: 10.1016/j.envres.2025.121916_bib113 article-title: Pyrolytic energy performance and byproducts of Ganoderma lucidum: their multi-objective optimization publication-title: J. Anal. Appl. Pyrolysis doi: 10.1016/j.jaap.2023.106225 – volume: 10 start-page: S1938 year: 2017 ident: 10.1016/j.envres.2025.121916_bib51 article-title: Characterization of plastic packaging additives: food contact, stability and toxicity publication-title: Arab. J. Chem. doi: 10.1016/j.arabjc.2013.07.022 – volume: 1 start-page: 116 issue: 5 year: 2017 ident: 10.1016/j.envres.2025.121916_bib35 article-title: Interactions of microplastic debris throughout the marine ecosystem publication-title: Nature ecology & evolution doi: 10.1038/s41559-017-0116 – volume: 337 year: 2023 ident: 10.1016/j.envres.2025.121916_bib114 article-title: Leveraging deep learning for automatic recognition of microplastics (MPs) via focal plane array (FPA) micro-FT-IR imaging publication-title: Environ. Pollut. doi: 10.1016/j.envpol.2023.122548 – volume: 25 start-page: 1 issue: 1 year: 2010 ident: 10.1016/j.envres.2025.121916_bib97 article-title: A horizon scan of global conservation issues for 2010 publication-title: Trends Ecol. Evol. doi: 10.1016/j.tree.2009.10.003 – volume: 260 year: 2023 ident: 10.1016/j.envres.2025.121916_bib81 article-title: Identification of microplastics using a convolutional neural network based on micro-Raman spectroscopy publication-title: Talanta doi: 10.1016/j.talanta.2023.124611 – volume: 77 start-page: 354 year: 2018 ident: 10.1016/j.envres.2025.121916_bib37 article-title: Recent advances in convolutional neural networks publication-title: Pattern Recogn. doi: 10.1016/j.patcog.2017.10.013 – volume: 53 start-page: 7068 issue: 12 year: 2019 ident: 10.1016/j.envres.2025.121916_bib22 article-title: Human consumption of microplastics publication-title: Environ. Sci. Technol. doi: 10.1021/acs.est.9b01517 – volume: 49 start-page: 1136 issue: 7 year: 2018 ident: 10.1016/j.envres.2025.121916_bib111 article-title: Fast microplastics identification with stimulated Raman scattering microscopy publication-title: J. Raman Spectrosc. doi: 10.1002/jrs.5367 – volume: 31 year: 2022 ident: 10.1016/j.envres.2025.121916_bib86 article-title: The use of principal component analysis (PCA) and partial least square (PLS) for designing new hard inverse perovskites materials publication-title: Computational Condensed Matter doi: 10.1016/j.cocom.2022.e00667 – volume: 98 start-page: 313 year: 2018 ident: 10.1016/j.envres.2025.121916_bib115 article-title: Time resolved characterization of the solid-state reaction between polycarbonate and primary amine publication-title: Eur. Polym. J. doi: 10.1016/j.eurpolymj.2017.11.029 – volume: 285 year: 2023 ident: 10.1016/j.envres.2025.121916_bib59 article-title: Quantitative analysis of near infrared spectroscopic data based on dual-band transformation and competitive adaptive reweighted sampling publication-title: Spectrochim. Acta Mol. Biomol. Spectrosc. doi: 10.1016/j.saa.2022.121924 – volume: 35 start-page: 230 issue: 2 year: 2020 ident: 10.1016/j.envres.2025.121916_bib41 article-title: Preparation and characterization of thermally stable ABS/HDPE blend for fused filament fabrication publication-title: Mater. Manuf. Process. doi: 10.1080/10426914.2019.1692355 – volume: 102 start-page: 165 year: 2017 ident: 10.1016/j.envres.2025.121916_bib6 article-title: Distribution and importance of microplastics in the marine environment: a review of the sources, fate, effects, and potential solutions publication-title: Environ. Int. doi: 10.1016/j.envint.2017.02.013 – volume: 57 start-page: 301 issue: 2 year: 2022 ident: 10.1016/j.envres.2025.121916_bib110 article-title: Remove trace heavy metal lead from waste acrylonitrile-butadiene-styrene (ABS) plastics by zone smelting publication-title: Separ. Sci. Technol. doi: 10.1080/01496395.2021.1890775 – volume: 764 year: 2021 ident: 10.1016/j.envres.2025.121916_bib48 article-title: The diverse metal composition of plastic items and its implications publication-title: Sci. Total Environ. doi: 10.1016/j.scitotenv.2020.142870 – volume: 238 year: 2023 ident: 10.1016/j.envres.2025.121916_bib64 article-title: Quantitative analysis of heavy metals in soil by X-ray fluorescence with improved variable selection strategy and Bayesian optimized support vector regression publication-title: Chemometr. Intell. Lab. Syst. doi: 10.1016/j.chemolab.2023.104842 – volume: 94 start-page: 1533 issue: 9 year: 2009 ident: 10.1016/j.envres.2025.121916_bib79 article-title: Cross-linking of polytetrafluoroethylene during room-temperature irradiation publication-title: Polym. Degrad. Stabil. doi: 10.1016/j.polymdegradstab.2009.04.024 – volume: 10 issue: 4 year: 2022 ident: 10.1016/j.envres.2025.121916_bib109 article-title: An ensemble machine learning method for microplastics identification with FTIR spectrum publication-title: J. Environ. Chem. Eng. doi: 10.1016/j.jece.2022.108130 – volume: 74 start-page: 3609 issue: 17 year: 2011 ident: 10.1016/j.envres.2025.121916_bib90 article-title: A review of optimization methodologies in support vector machines publication-title: Neurocomputing doi: 10.1016/j.neucom.2011.06.026 – volume: 39 start-page: 43 issue: 1 year: 1997 ident: 10.1016/j.envres.2025.121916_bib98 article-title: Introduction to multi-layer feed-forward neural networks publication-title: Chemometr. Intell. Lab. Syst. doi: 10.1016/S0169-7439(97)00061-0 – volume: 139 start-page: 4836 issue: 19 year: 2014 ident: 10.1016/j.envres.2025.121916_bib28 article-title: A novel variable selection approach that iteratively optimizes variable space using weighted binary matrix sampling publication-title: Analyst doi: 10.1039/C4AN00730A – volume: 65 start-page: 47 year: 2015 ident: 10.1016/j.envres.2025.121916_bib84 article-title: A critical overview of the analytical approaches to the occurrence, the fate and the behavior of microplastics in the environment publication-title: Trac. Trends Anal. Chem. doi: 10.1016/j.trac.2014.10.011 – volume: 158 year: 2023 ident: 10.1016/j.envres.2025.121916_bib24 article-title: Plastic additives and microplastics as emerging contaminants: mechanisms and analytical assessment publication-title: TrAC, Trends Anal. Chem. doi: 10.1016/j.trac.2022.116898 – volume: 1 start-page: 249 issue: 4 year: 2023 ident: 10.1016/j.envres.2025.121916_bib58 article-title: Potential health impact of microplastics: a review of environmental distribution, human exposure, and toxic effects publication-title: Environ. Health doi: 10.1021/envhealth.3c00052 – volume: 94 start-page: 1955 issue: 11 year: 2009 ident: 10.1016/j.envres.2025.121916_bib107 article-title: Effects of hypochlorite treatment on the surface morphology and mechanical properties of polyethersulfone ultrafiltration membranes publication-title: Polym. Degrad. Stabil. doi: 10.1016/j.polymdegradstab.2009.07.027 – volume: 169 start-page: 685 year: 2023 ident: 10.1016/j.envres.2025.121916_bib60 article-title: Optimal sorting and recycling of plastic waste as a renewable energy resource considering economic feasibility and environmental pollution publication-title: Process Saf. Environ. Prot. doi: 10.1016/j.psep.2022.11.027 – volume: 26 start-page: 7364 year: 2019 ident: 10.1016/j.envres.2025.121916_bib76 article-title: High-throughput NIR spectroscopic (NIRS) detection of microplastics in soil publication-title: Environ. Sci. Pollut. Control Ser. doi: 10.1007/s11356-018-2180-2 – volume: 511 start-page: 201 year: 2019 ident: 10.1016/j.envres.2025.121916_bib85 article-title: Reducing crystallinity on thin film based CMC/PVA hybrid polymer for application as a host in polymer electrolytes publication-title: J. Non-Cryst. Solids doi: 10.1016/j.jnoncrysol.2018.11.032 – volume: 60 start-page: 1329 issue: 9 year: 1996 ident: 10.1016/j.envres.2025.121916_bib26 article-title: Effect of electron beam radiation on structural changes of trimethylol propane trimethacrylate, ethylene vinyl acetate, and their blends publication-title: J. Appl. Polym. Sci. doi: 10.1002/(SICI)1097-4628(19960531)60:9<1329::AID-APP8>3.0.CO;2-L – volume: 13 start-page: 373 issue: 4 year: 2023 ident: 10.1016/j.envres.2025.121916_bib77 article-title: Synthesis and characterisation of self-cleaning TiO2/PES mixed matrix membranes in the removal of humic acid publication-title: Membranes doi: 10.3390/membranes13040373 – volume: 39 start-page: 478 issue: 2 year: 2024 ident: 10.1016/j.envres.2025.121916_bib112 article-title: A deep spectral prediction network to quantitatively determine heavy metal elements in soil by X-ray fluorescence publication-title: J. Anal. Atomic Spectrom. doi: 10.1039/D3JA00392B – volume: 815 year: 2022 ident: 10.1016/j.envres.2025.121916_bib71 article-title: The application of uniform manifold approximation and projection (UMAP) for unconstrained ordination and classification of biological indicators in aquatic ecology publication-title: Sci. Total Environ. doi: 10.1016/j.scitotenv.2021.152365 – volume: 437 year: 2024 ident: 10.1016/j.envres.2025.121916_bib62 article-title: A nonlinear kernel SVM classifier via L0/1 soft-margin loss with classification performance publication-title: J. Comput. Appl. Math. doi: 10.1016/j.cam.2023.115471 – volume: 926 year: 2024 ident: 10.1016/j.envres.2025.121916_bib66 article-title: Quantitative analysis of microplastics in water environments based on Raman spectroscopy and convolutional neural network publication-title: Sci. Total Environ. doi: 10.1016/j.scitotenv.2024.171925 – volume: 46 start-page: 3060 issue: 6 year: 2012 ident: 10.1016/j.envres.2025.121916_bib42 article-title: Microplastics in the marine environment: a review of the methods used for identification and quantification publication-title: Environ. Sci. Technol. doi: 10.1021/es2031505 – volume: 22 start-page: 407 issue: 6 year: 2021 ident: 10.1016/j.envres.2025.121916_bib74 article-title: Optimizing the neural network hyperparameters utilizing genetic algorithm publication-title: J. Zhejiang Univ. - Sci. doi: 10.1631/jzus.A2000384 – volume: 373 start-page: 51 issue: 6550 year: 2021 ident: 10.1016/j.envres.2025.121916_bib94 article-title: Plastics in the Earth system publication-title: Science doi: 10.1126/science.abb0354 – volume: 566 start-page: 15 year: 2016 ident: 10.1016/j.envres.2025.121916_bib25 article-title: Nano)plastics in the environment–sources, fates and effects publication-title: Sci. Total Environ. doi: 10.1016/j.scitotenv.2016.05.041 – volume: 66 start-page: 1237 issue: 4–5 year: 2007 ident: 10.1016/j.envres.2025.121916_bib80 article-title: FTIR studies of PVC/PMMA blend based polymer electrolytes publication-title: Spectrochim. Acta Mol. Biomol. Spectrosc. doi: 10.1016/j.saa.2006.06.012 – volume: 49 start-page: 1419 issue: 14 year: 2010 ident: 10.1016/j.envres.2025.121916_bib99 article-title: Polyethersulfone membranes: the effect of sulfonation on the properties publication-title: Polym.-Plast. Technol. Eng. doi: 10.1080/03602559.2010.496399 – volume: 56 start-page: 1905 issue: 3 year: 2023 ident: 10.1016/j.envres.2025.121916_bib21 article-title: A review of convolutional neural network architectures and their optimizations publication-title: Artif. Intell. Rev. doi: 10.1007/s10462-022-10213-5 – volume: 6 start-page: 443 year: 2015 ident: 10.1016/j.envres.2025.121916_bib89 article-title: Linear discriminant analysis for the small sample size problem: an overview publication-title: International Journal of Machine Learning and Cybernetics doi: 10.1007/s13042-013-0226-9 – volume: 31 issue: 9 year: 2019 ident: 10.1016/j.envres.2025.121916_bib103 article-title: Influence of SBS modifier on aging behaviors of SBS-modified asphalt publication-title: J. Mater. Civ. Eng. doi: 10.1061/(ASCE)MT.1943-5533.0002832 – volume: 62 start-page: 1596 issue: 8 year: 2011 ident: 10.1016/j.envres.2025.121916_bib3 article-title: Microplastics in the marine environment publication-title: Mar. Pollut. Bull. doi: 10.1016/j.marpolbul.2011.05.030 – volume: 32 start-page: 1586 issue: 8 year: 2019 ident: 10.1016/j.envres.2025.121916_bib105 article-title: Reliable accuracy estimates from k-fold cross validation publication-title: IEEE Trans. Knowl. Data Eng. doi: 10.1109/TKDE.2019.2912815 – volume: 214 start-page: 129 year: 2019 ident: 10.1016/j.envres.2025.121916_bib57 article-title: Moving window smoothing on the ensemble of competitive adaptive reweighted sampling algorithm publication-title: Spectrochim. Acta Mol. Biomol. Spectrosc. doi: 10.1016/j.saa.2019.02.023 – volume: 91 start-page: 606 issue: 3 year: 2006 ident: 10.1016/j.envres.2025.121916_bib43 article-title: Mechanistic study on flame retardance of polycarbonate with a small amount of potassium perfluorobutane sulfonate by TGA–FTIR/XPS publication-title: Polym. Degrad. Stabil. doi: 10.1016/j.polymdegradstab.2005.02.028 – volume: 15 start-page: 911 issue: 4 year: 2023 ident: 10.1016/j.envres.2025.121916_bib12 article-title: Fourier transform infrared spectroscopy to assess the degree of alteration of artificially aged and environmentally weathered microplastics publication-title: Polymers doi: 10.3390/polym15040911 – volume: 78 start-page: 103 issue: 1–2 year: 2005 ident: 10.1016/j.envres.2025.121916_bib17 article-title: Performance of some variable selection methods when multicollinearity is present publication-title: Chemometr. Intell. Lab. Syst. doi: 10.1016/j.chemolab.2004.12.011 – volume: 105 year: 2019 ident: 10.1016/j.envres.2025.121916_bib63 article-title: A novel strategy of near-infrared spectroscopy dimensionality reduction for discrimination of grades, varieties and origins of green tea publication-title: Vib. Spectrosc. doi: 10.1016/j.vibspec.2019.102984 – volume: 1050 start-page: 161 year: 2019 ident: 10.1016/j.envres.2025.121916_bib88 article-title: Simple and rapid detection of microplastics in seawater using hyperspectral imaging technology publication-title: Anal. Chim. Acta doi: 10.1016/j.aca.2018.11.008 – volume: 313 year: 2023 ident: 10.1016/j.envres.2025.121916_bib36 article-title: Environmental microplastics: classification, sources, fates, and effects on plants publication-title: Chemosphere doi: 10.1016/j.chemosphere.2022.137559 – year: 2006 ident: 10.1016/j.envres.2025.121916_bib92 article-title: Spectra–structure correlations in the mid‐and far‐infrared – volume: 112 year: 2019 ident: 10.1016/j.envres.2025.121916_bib27 article-title: Dynamic condition monitoring method based on dimensionality reduction techniques for data-limited industrial environments publication-title: Comput. Ind. – volume: 273 start-page: 381 issue: 2 year: 2004 ident: 10.1016/j.envres.2025.121916_bib31 article-title: FTIR study of polycaprolactone chain organization at interfaces publication-title: J. Colloid Interface Sci. doi: 10.1016/j.jcis.2004.02.001 – volume: 186 start-page: 281 issue: 2 year: 2001 ident: 10.1016/j.envres.2025.121916_bib39 article-title: Study on the interaction of methane gas with poly (phenylene oxide) membrane using infrared spectroscopic method publication-title: J. Membr. Sci. doi: 10.1016/S0376-7388(00)00691-8 – volume: 412 start-page: 2795 year: 2020 ident: 10.1016/j.envres.2025.121916_bib93 article-title: Rapid spectral analysis of agro-products using an optimal strategy: dynamic backward interval PLS–Competitive adaptive reweighted sampling publication-title: Anal. Bioanal. Chem. doi: 10.1007/s00216-020-02506-x – volume: 178 start-page: 189 year: 2016 ident: 10.1016/j.envres.2025.121916_bib11 article-title: Microplastics as vector for heavy metal contamination from the marine environment publication-title: Estuar. Coast Shelf Sci. doi: 10.1016/j.ecss.2015.12.003 – volume: 175 year: 2023 ident: 10.1016/j.envres.2025.121916_bib72 article-title: A novel automated SuperLearner using a genetic algorithm-based hyperparameter optimization publication-title: Adv. Eng. Software doi: 10.1016/j.advengsoft.2022.103358 – volume: 250 start-page: 191 issue: 1 year: 2024 ident: 10.1016/j.envres.2025.121916_bib106 article-title: Identification of varieties of sorghum based on a competitive adaptive reweighted sampling-random forest process publication-title: Eur. Food Res. Technol. doi: 10.1007/s00217-023-04377-9 – volume: 116 start-page: 774 year: 2018 ident: 10.1016/j.envres.2025.121916_bib13 article-title: Electrospun chitosan/polycaprolactone-hyaluronic acid bilayered scaffold for potential wound healing applications publication-title: Int. J. Biol. Macromol. doi: 10.1016/j.ijbiomac.2018.05.099 – volume: 142 start-page: 426 year: 2018 ident: 10.1016/j.envres.2025.121916_bib5 article-title: Identification of microplastics using raman spectroscopy: latest developments and future prospects publication-title: Water Res. doi: 10.1016/j.watres.2018.05.060 – start-page: 196 year: 2013 ident: 10.1016/j.envres.2025.121916_bib50 article-title: Randomness and chaos in genetic algorithms and differential evolution |
| SSID | ssj0011530 |
| Score | 2.4570599 |
| Snippet | Understanding microplastics' (MPs) ecological impact necessitates their precise identification. To address the issue of the competitive adaptive reweighted... |
| SourceID | proquest pubmed crossref elsevier |
| SourceType | Aggregation Database Index Database Publisher |
| StartPage | 121916 |
| SubjectTerms | Algorithms ANN CARS Environmental Monitoring - methods Equal interval sampling Feature spectra Microplastics Microplastics - analysis Neural Networks, Computer Spectrophotometry, Infrared - methods VIP score |
| Title | An efficient and precise (micro)plastic identification method: feature infrared spectra extraction based on EIS-VIP-CARS and ANN modeling |
| URI | https://dx.doi.org/10.1016/j.envres.2025.121916 https://www.ncbi.nlm.nih.gov/pubmed/40404082 https://www.proquest.com/docview/3206986959 |
| Volume | 279 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVESC databaseName: Baden-Württemberg Complete Freedom Collection (Elsevier) customDbUrl: eissn: 1096-0953 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0011530 issn: 0013-9351 databaseCode: GBLVA dateStart: 20110101 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier – providerCode: PRVESC databaseName: Elsevier Science Direct Journals customDbUrl: eissn: 1096-0953 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0011530 issn: 0013-9351 databaseCode: ACRLP dateStart: 19950101 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier – providerCode: PRVESC databaseName: Elsevier ScienceDirect customDbUrl: eissn: 1096-0953 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0011530 issn: 0013-9351 databaseCode: .~1 dateStart: 19950101 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier – providerCode: PRVESC databaseName: Elsevier SD Freedom Collection Journals [SCFCJ] customDbUrl: eissn: 1096-0953 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0011530 issn: 0013-9351 databaseCode: AIKHN dateStart: 19950101 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier – providerCode: PRVLSH databaseName: Elsevier Journals customDbUrl: mediaType: online eissn: 1096-0953 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0011530 issn: 0013-9351 databaseCode: AKRWK dateStart: 19930101 isFulltext: true providerName: Library Specific Holdings |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3faxQxEA6lfRFEtFo9qyWCD_oQu5tkc5u-LceVO8VDrJW-hc1mFq7g9ri7-tj3_tedSXYrgiLIvuyP7Cbsl8xMkvlmGHvbmtCEGrRo6twKXfpCeJV7kYE1tlaoQCJv7fPCzM71x4viYodNBi4MuVX2sj_J9Cit-zvH_d88Xi2XxPHNiVeKGjpuJlDET63HlMXgw829mwcaPCobshhQ6YE-F328oPuJk1qcJcqCwixYynr-Z_X0N_MzqqHTx-xRbz_yKjXxCduBbp8dTH_R1fBhP143--xhWpXjiWz0lN1WHYcYNAJL8roLfEXRLTbA3_0gz7z3KzSm8ct8GXovoggcT3mmT3gLMQ4ox265Js91Homa65qjiF8nigQnvRg4nkznZ-L7_IuYVF_PYl3VYsFj5h1Ul8_Y-en022Qm-mQMolG52ooymAKk8RRfvpWo4oqsbZSE0JQqNMbjRMyGEtB6VMHLNm-sBWnLwiNIYH2mDthud9XBC8ax34DVpapNkBrFqx8D6KAzUKEe27YZMTFg4FYp5oYbnNEuXcLMEWYuYTZi4wEo91vfcagW_vHmmwFXh8OK9krqDq6uN07JzNjS2MKO2PME-H1bdEZHKV_-d72H7AFd0dp0Xrxiu9v1NbxG42brj2LvPWJ71fzTbHEHV8X6Zw |
| linkProvider | Elsevier |
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1Rb9MwED6N8QASQmOwUdjASDzAg1lix27MW1V1amGrENvQ3qw4vkhFIqvajkfe-dec7WRoEggJ5SWKndjKZ9-d7fvuAF432te-woLXVW54UTrFncwdz9BoU0lSIJG3djrX04viw6W63IJxz4UJbpWd7E8yPUrr7slR9zePlotF4PjmgVdKGjoeJsg7cLdQYhhWYO9-3Ph5kMUjsz6NQaje8-eikxe232lVS8tEoUKcBRPSnv9ZP_3N_ox66HgHHnYGJBulPj6CLWx3YW_ym69Ghd2EXe_Cg7QtxxLb6DH8HLUMY9QIqsmq1rNlCG-xRvbmW3DNe7ska5q-zBa-cyOKyLGUaPo9azAGAmU0LlfBdZ1FpuaqYiTjV4kjwYJi9IxuJrMz_mX2iY9Hn89iW6P5nMXUO6Qvn8DF8eR8POVdNgZey1xueOm1QqFdCDDfCNJxKmtqKdDXpfS1drQSM75EMh-ld6LJa2NQmFI5QgmNy-QebLdXLT4FRgMHTVHKSntRkHx1Q8TCFxlKXw1NUw-A9xjYZQq6YXtvtK82YWYDZjZhNoBhD5S9NXgs6YV_vPmqx9XSvAqHJVWLV9drK0WmTamNMgPYT4Df9KXIwlWKZ__d7ku4Nz0_PbEns_nH53A_lISN6lwdwPZmdY2HZOls3Is4kn8BG1L7_A |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=An+efficient+and+precise+%28micro%29plastic+identification+method%3A+feature+infrared+spectra+extraction+based+on+EIS-VIP-CARS+and+ANN+modeling&rft.jtitle=Environmental+research&rft.au=Zhang%2C+Shuangsheng&rft.au=Qiang%2C+Jing&rft.au=Liu%2C+Hanhu&rft.au=Zhou%2C+Junjie&rft.date=2025-08-15&rft.eissn=1096-0953&rft.volume=279&rft.issue=Pt+2&rft.spage=121916&rft_id=info:doi/10.1016%2Fj.envres.2025.121916&rft_id=info%3Apmid%2F40404082&rft.externalDocID=40404082 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0013-9351&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0013-9351&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0013-9351&client=summon |