A Method of High Throughput Monitoring Crop Physiology Using Chlorophyll Fluorescence and Multispectral Imaging
We present a high throughput crop physiology condition monitoring system and corresponding monitoring method. The monitoring system can perform large-area chlorophyll fluorescence imaging and multispectral imaging. The monitoring method can determine the crop current condition continuously and non-d...
Saved in:
| Published in | Frontiers in plant science Vol. 9; p. 407 |
|---|---|
| Main Authors | , , , , , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Switzerland
Frontiers Media S.A
28.03.2018
|
| Subjects | |
| Online Access | Get full text |
| ISSN | 1664-462X 1664-462X |
| DOI | 10.3389/fpls.2018.00407 |
Cover
| Abstract | We present a high throughput crop physiology condition monitoring system and corresponding monitoring method. The monitoring system can perform large-area chlorophyll fluorescence imaging and multispectral imaging. The monitoring method can determine the crop current condition continuously and non-destructively. We choose chlorophyll fluorescence parameters and relative reflectance of multispectral as the indicators of crop physiological status. Using tomato as experiment subject, the typical crop physiological stress, such as drought, nutrition deficiency and plant disease can be distinguished by the monitoring method. Furthermore, we have studied the correlation between the physiological indicators and the degree of stress. Besides realizing the continuous monitoring of crop physiology, the monitoring system and method provide the possibility of machine automatic diagnosis of the plant physiology.
A newly designed high throughput crop physiology monitoring system and the corresponding monitoring method are described in this study. Different types of stress can induce distinct fluorescence and spectral characteristics, which can be used to evaluate the physiological status of plants. |
|---|---|
| AbstractList | We present a high throughput crop physiology condition monitoring system and corresponding monitoring method. The monitoring system can perform large-area chlorophyll fluorescence imaging and multispectral imaging. The monitoring method can determine the crop current condition continuously and non-destructively. We choose chlorophyll fluorescence parameters and relative reflectance of multispectral as the indicators of crop physiological status. Using tomato as experiment subject, the typical crop physiological stress, such as drought, nutrition deficiency and plant disease can be distinguished by the monitoring method. Furthermore, we have studied the correlation between the physiological indicators and the degree of stress. Besides realizing the continuous monitoring of crop physiology, the monitoring system and method provide the possibility of machine automatic diagnosis of the plant physiology. Highlights: A newly designed high throughput crop physiology monitoring system and the corresponding monitoring method are described in this study. Different types of stress can induce distinct fluorescence and spectral characteristics, which can be used to evaluate the physiological status of plants.We present a high throughput crop physiology condition monitoring system and corresponding monitoring method. The monitoring system can perform large-area chlorophyll fluorescence imaging and multispectral imaging. The monitoring method can determine the crop current condition continuously and non-destructively. We choose chlorophyll fluorescence parameters and relative reflectance of multispectral as the indicators of crop physiological status. Using tomato as experiment subject, the typical crop physiological stress, such as drought, nutrition deficiency and plant disease can be distinguished by the monitoring method. Furthermore, we have studied the correlation between the physiological indicators and the degree of stress. Besides realizing the continuous monitoring of crop physiology, the monitoring system and method provide the possibility of machine automatic diagnosis of the plant physiology. Highlights: A newly designed high throughput crop physiology monitoring system and the corresponding monitoring method are described in this study. Different types of stress can induce distinct fluorescence and spectral characteristics, which can be used to evaluate the physiological status of plants. We present a high throughput crop physiology condition monitoring system and corresponding monitoring method. The monitoring system can perform large-area chlorophyll fluorescence imaging and multispectral imaging. The monitoring method can determine the crop current condition continuously and non-destructively. We choose chlorophyll fluorescence parameters and relative reflectance of multispectral as the indicators of crop physiological status. Using tomato as experiment subject, the typical crop physiological stress, such as drought, nutrition deficiency and plant disease can be distinguished by the monitoring method. Furthermore, we have studied the correlation between the physiological indicators and the degree of stress. Besides realizing the continuous monitoring of crop physiology, the monitoring system and method provide the possibility of machine automatic diagnosis of the plant physiology. Highlights: A newly designed high throughput crop physiology monitoring system and the corresponding monitoring method are described in this study. Different types of stress can induce distinct fluorescence and spectral characteristics, which can be used to evaluate the physiological status of plants. We present a high throughput crop physiology condition monitoring system and corresponding monitoring method. The monitoring system can perform large-area chlorophyll fluorescence imaging and multispectral imaging. The monitoring method can determine the crop current condition continuously and non-destructively. We choose chlorophyll fluorescence parameters and relative reflectance of multispectral as the indicators of crop physiological status. Using tomato as experiment subject, the typical crop physiological stress, such as drought, nutrition deficiency and plant disease can be distinguished by the monitoring method. Furthermore, we have studied the correlation between the physiological indicators and the degree of stress. Besides realizing the continuous monitoring of crop physiology, the monitoring system and method provide the possibility of machine automatic diagnosis of the plant physiology.Highlights: A newly designed high throughput crop physiology monitoring system and the corresponding monitoring method are described in this study. Different types of stress can induce distinct fluorescence and spectral characteristics, which can be used to evaluate the physiological status of plants. We present a high throughput crop physiology condition monitoring system and corresponding monitoring method. The monitoring system can perform large-area chlorophyll fluorescence imaging and multispectral imaging. The monitoring method can determine the crop current condition continuously and non-destructively. We choose chlorophyll fluorescence parameters and relative reflectance of multispectral as the indicators of crop physiological status. Using tomato as experiment subject, the typical crop physiological stress, such as drought, nutrition deficiency and plant disease can be distinguished by the monitoring method. Furthermore, we have studied the correlation between the physiological indicators and the degree of stress. Besides realizing the continuous monitoring of crop physiology, the monitoring system and method provide the possibility of machine automatic diagnosis of the plant physiology. A newly designed high throughput crop physiology monitoring system and the corresponding monitoring method are described in this study. Different types of stress can induce distinct fluorescence and spectral characteristics, which can be used to evaluate the physiological status of plants. |
| Author | Qian, Xiangjie Xu, Liang Liu, Xu Zhang, Lan Dai, Liankui Yu, Jingquan Xu, Sailong Xia, Xiaojian Wang, Heng Li, Haifeng |
| AuthorAffiliation | 1 State Key Laboratory of Modern Optical Instrumentation, Zhejiang University , Hangzhou , China 2 Department of Horticulture, Zhejiang University , Hangzhou , China 3 College of Control Science and Engineering, Zhejiang University , Hangzhou , China |
| AuthorAffiliation_xml | – name: 1 State Key Laboratory of Modern Optical Instrumentation, Zhejiang University , Hangzhou , China – name: 2 Department of Horticulture, Zhejiang University , Hangzhou , China – name: 3 College of Control Science and Engineering, Zhejiang University , Hangzhou , China |
| Author_xml | – sequence: 1 givenname: Heng surname: Wang fullname: Wang, Heng – sequence: 2 givenname: Xiangjie surname: Qian fullname: Qian, Xiangjie – sequence: 3 givenname: Lan surname: Zhang fullname: Zhang, Lan – sequence: 4 givenname: Sailong surname: Xu fullname: Xu, Sailong – sequence: 5 givenname: Haifeng surname: Li fullname: Li, Haifeng – sequence: 6 givenname: Xiaojian surname: Xia fullname: Xia, Xiaojian – sequence: 7 givenname: Liankui surname: Dai fullname: Dai, Liankui – sequence: 8 givenname: Liang surname: Xu fullname: Xu, Liang – sequence: 9 givenname: Jingquan surname: Yu fullname: Yu, Jingquan – sequence: 10 givenname: Xu surname: Liu fullname: Liu, Xu |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/29643864$$D View this record in MEDLINE/PubMed |
| BookMark | eNp1kk1r3DAQhkVIaNJtzrkVHXvZjawPy74UwtI0C1nSQwK9CVmSbQWt5UpyYf995d2kJIXqIjEz7zPM6P0ITgc_GACuCrQipKqv29HFFUZFtUKIIn4CLoqypEta4p-nb97n4DLGZ5QPQ6iu-QdwjuuSkqqkF8DfwK1JvdfQt_DOdj187IOfun6cEtz6wSYf7NDBdfAj_NHvo_XOd3v4FA_R3vmc6PfOwVs3-WCiMoMyUA4abieXbByNSkE6uNnJLks-gbNWumguX-4FeLr99ri-W94_fN-sb-6XirI6LY3mkqFCkoozXmqt8iBNoVVbFg1GXBlaU4Nww1mjWyybti4awipEDEYE8YYswObI1V4-izHYnQx74aUVh4APnZAhWeWMMLhlUhFqyoJRw6XURmKMG804V1zVmfX1yBqnZmd0nnCe6B30fWawvej8b8GqiqByBnx5AQT_azIxiZ3Ni3JODsZPUWCEKeUU5_IF-Py2198mrz-WC9ixQAUfYzCtUDbJZP3c2jpRIDGbQ8zmELM5xMEcWXf9j-4V_T_FH7Kyv5k |
| CitedBy_id | crossref_primary_10_32615_ps_2021_017 crossref_primary_10_3389_fpls_2020_609155 crossref_primary_10_1016_j_jclepro_2020_123885 crossref_primary_10_1016_j_scienta_2023_112741 crossref_primary_10_1109_ACCESS_2020_2992326 crossref_primary_10_3389_fpls_2021_629441 crossref_primary_10_3390_drones7040223 crossref_primary_10_1016_j_jgg_2024_04_016 crossref_primary_10_1186_s13007_019_0484_y crossref_primary_10_3390_app14167078 crossref_primary_10_3389_fpls_2024_1406074 crossref_primary_10_3389_fpls_2023_1188981 crossref_primary_10_1016_j_tplants_2024_11_009 crossref_primary_10_1111_gcbb_12999 crossref_primary_10_3390_horticulturae8090823 crossref_primary_10_1111_pce_14136 crossref_primary_10_3389_fpls_2022_969205 crossref_primary_10_3390_horticulturae8040319 crossref_primary_10_1016_j_compag_2024_108841 crossref_primary_10_3389_fgene_2023_1121462 crossref_primary_10_1093_plphys_kiab159 crossref_primary_10_1016_j_isprsjprs_2020_11_006 crossref_primary_10_1016_j_jag_2022_102781 crossref_primary_10_3389_fpls_2019_01482 crossref_primary_10_3390_agronomy12010096 crossref_primary_10_3389_fpls_2022_822634 crossref_primary_10_3389_fpls_2022_931877 crossref_primary_10_1016_j_heliyon_2023_e21650 crossref_primary_10_3724_SP_J_1006_2021_03057 crossref_primary_10_1134_S1021443722603020 crossref_primary_10_3390_plants12061386 crossref_primary_10_3390_plants12061387 crossref_primary_10_3390_agronomy11081626 crossref_primary_10_1371_journal_pone_0249373 crossref_primary_10_1186_s13007_019_0501_1 crossref_primary_10_1016_j_fcr_2024_109616 crossref_primary_10_3389_fpls_2019_01135 crossref_primary_10_3390_horticulturae9121288 crossref_primary_10_1016_j_compag_2024_109346 crossref_primary_10_1007_s43657_020_00007_6 crossref_primary_10_1016_j_plantsci_2025_112393 crossref_primary_10_3390_plants12223831 |
| Cites_doi | 10.1016/j.compag.2010.12.006 10.1093/jxb/eru309 10.1104/pp.113.233601 10.3390/rs3112529 10.1104/pp.102.018093 10.1146/annurev.arplant.59.032607.092759 10.1016/j.cropro.2010.12.015 10.1007/s11120-012-9780-3 10.1071/FP13126 10.1023/A:1010729821876 10.1093/jxb/erq201 10.1007/s11120-008-9292-3 10.1006/jaer.2000.0577 10.1016/j.biosystemseng.2008.09.018 10.1016/j.jplph.2006.01.011 10.1071/PP9950131 10.1093/jxb/ert208 10.1016/j.rse.2009.02.016 10.1007/s00709-010-0203-z 10.1126/science.1170451 10.1364/AO.55.000400 10.1016/S0981-9428(00)01199-2 10.3389/fpls.2016.01414 10.1186/s13007-015-0067-5 10.1016/j.eja.2015.07.004 10.1007/s00425-015-2427-9 10.1078/0176-1617-00807 10.1016/j.compag.2012.12.002 10.1093/jxb/erl207 10.1104/pp.46.2.343 10.1093/jxb/erl257 10.1016/j.fcr.2012.04.003 10.1126/science.1185383 10.1046/j.1365-3040.1997.d01-42.x 10.1007/BF00196888 10.1007/s13593-012-0111-z 10.1016/j.scienta.2005.02.026 10.1186/1746-4811-4-27 10.1016/j.jfoodeng.2014.09.002 10.1093/jxb/erh196 10.1016/S0168-9452(99)00207-1 10.1016/j.jplph.2011.03.016 10.1080/01431160601024259 10.1016/j.jphotobiol.2010.12.010 10.1104/pp.16.01447 10.1093/jxb/eru538 10.1104/pp.113.233932 |
| ContentType | Journal Article |
| Copyright | Copyright © 2018 Wang, Qian, Zhang, Xu, Li, Xia, Dai, Xu, Yu and Liu. 2018 Wang, Qian, Zhang, Xu, Li, Xia, Dai, Xu, Yu and Liu |
| Copyright_xml | – notice: Copyright © 2018 Wang, Qian, Zhang, Xu, Li, Xia, Dai, Xu, Yu and Liu. 2018 Wang, Qian, Zhang, Xu, Li, Xia, Dai, Xu, Yu and Liu |
| DBID | AAYXX CITATION NPM 7X8 5PM DOA |
| DOI | 10.3389/fpls.2018.00407 |
| DatabaseName | CrossRef PubMed MEDLINE - Academic PubMed Central (Full Participant titles) DOAJ Directory of Open Access Journals |
| DatabaseTitle | CrossRef PubMed MEDLINE - Academic |
| DatabaseTitleList | MEDLINE - Academic PubMed |
| Database_xml | – sequence: 1 dbid: DOA name: DOAJ Directory of Open Access Journals url: https://www.doaj.org/ sourceTypes: Open Website – sequence: 2 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 |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Botany |
| EISSN | 1664-462X |
| ExternalDocumentID | oai_doaj_org_article_e2f5ac34e6154e7aadea222bd577c7c9 PMC5883069 29643864 10_3389_fpls_2018_00407 |
| Genre | Journal Article |
| GroupedDBID | 5VS 9T4 AAFWJ AAKDD AAYXX ACGFO ACGFS ACXDI ADBBV ADRAZ AENEX AFPKN ALMA_UNASSIGNED_HOLDINGS AOIJS BCNDV CITATION EBD ECGQY GROUPED_DOAJ GX1 HYE KQ8 M48 M~E OK1 PGMZT RNS RPM IAO IEA IGS IPNFZ ISR NPM RIG 7X8 5PM |
| ID | FETCH-LOGICAL-c459t-ed7a501a387576ddc462b1dcf61b207ce494e02b75bdf2abf91b35803e20307b3 |
| IEDL.DBID | M48 |
| ISSN | 1664-462X |
| IngestDate | Wed Aug 27 01:29:45 EDT 2025 Thu Aug 21 18:45:37 EDT 2025 Fri Sep 05 08:34:04 EDT 2025 Wed Feb 19 02:43:07 EST 2025 Tue Jul 01 00:52:25 EDT 2025 Thu Apr 24 23:04:03 EDT 2025 |
| IsDoiOpenAccess | true |
| IsOpenAccess | true |
| IsPeerReviewed | true |
| IsScholarly | true |
| Keywords | multispectral imaging chlorophyll fluorescence imaging monitoring system drought plant disease nutrition deficiency crop physiology high throughput |
| Language | English |
| License | This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c459t-ed7a501a387576ddc462b1dcf61b207ce494e02b75bdf2abf91b35803e20307b3 |
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 Edited by: Chunjiang Zhao, Beijing Academy of Agricultural and Forestry Sciences, China This article was submitted to Technical Advances in Plant Science, a section of the journal Frontiers in Plant Science Reviewed by: Maribela Pestana, University of the Algarve, Portugal; Antonio Ferrante, Università degli Studi di Milano, Italy |
| OpenAccessLink | https://doaj.org/article/e2f5ac34e6154e7aadea222bd577c7c9 |
| PMID | 29643864 |
| PQID | 2024474288 |
| PQPubID | 23479 |
| ParticipantIDs | doaj_primary_oai_doaj_org_article_e2f5ac34e6154e7aadea222bd577c7c9 pubmedcentral_primary_oai_pubmedcentral_nih_gov_5883069 proquest_miscellaneous_2024474288 pubmed_primary_29643864 crossref_citationtrail_10_3389_fpls_2018_00407 crossref_primary_10_3389_fpls_2018_00407 |
| ProviderPackageCode | CITATION AAYXX |
| PublicationCentury | 2000 |
| PublicationDate | 2018-03-28 |
| PublicationDateYYYYMMDD | 2018-03-28 |
| PublicationDate_xml | – month: 03 year: 2018 text: 2018-03-28 day: 28 |
| PublicationDecade | 2010 |
| PublicationPlace | Switzerland |
| PublicationPlace_xml | – name: Switzerland |
| PublicationTitle | Frontiers in plant science |
| PublicationTitleAlternate | Front Plant Sci |
| PublicationYear | 2018 |
| Publisher | Frontiers Media S.A |
| Publisher_xml | – name: Frontiers Media S.A |
| References | Chaerle (B14); 58 Awlia (B3) 2016; 7 Klukas (B28) 2014; 165 Garciaruiz (B19) 2013; 91 Virlet (B44) 2014; 65 Govindje (B22) 1995; 22 Diacono (B18) 2013; 33 Laliberte (B30) 2011; 3 Bauriegel (B7) 2011; 75 Chaerle (B15); 164 Stirbet (B43) 2011; 104 White (B46) 2012; 133 Ivanov (B25) 2016; 243 Kaukoranta (B27) 2005; 106 Kuckenberg (B29) 2009; 103 Lu (B33) 2000; 151 Macqueen (B35) 1965 Damatta (B16) 2002; 159 Stafford (B42) 2000; 76 Lichtenthaler (B32) 2000; 38 Hoagland (B23) 1950; 347 Zhang (B50) 2015; 66 Chaerle (B13); 28 Berger (B9) 2010; 61 Woo (B47) 2008; 4 Kalaji (B26) 2012; 114 Andrade-Sanchez (B2) 2014; 41 Murchie (B36) 2013; 64 Begg (B8) 1970; 46 Godfray (B21) 2010; 327 Bresson (B11) 2015; 11 Wetterich (B45) 2016; 55 Giardi (B20) 1996; 199 Baker (B4) 2008; 59 Huang (B24) 2015; 146 Alston (B1) 2009; 325 Sankaran (B41) 2015; 70 Born (B10) 2014; 164 Lenk (B31) 2007; 58 Lucchese (B34) 2001; 12 Rolfe (B40) 2010; 247 Oxborough (B38) 1997; 20 Yendrek (B48) 2017; 173 Baker (B5) 2004; 55 Porcarcastell (B39) 2008; 96 Barbagallo (B6) 2003; 132 Bürling (B12) 2011; 168 Dammer (B17) 2011; 30 Nedbal (B37) 2000; 66 Zarco-Tejada (B49) 2009; 113 |
| References_xml | – volume: 75 start-page: 304 year: 2011 ident: B7 article-title: Early detection of fusarium, infection in wheat using hyper-spectral imaging. publication-title: Comput. Electr. Agric. doi: 10.1016/j.compag.2010.12.006 – volume: 65 start-page: 5429 year: 2014 ident: B44 article-title: Stress indicators based on airborne thermal imagery for field phenotyping a heterogeneous tree population for response to water constraints. publication-title: J. Exp. Bot. doi: 10.1093/jxb/eru309 – volume: 164 start-page: 1571 year: 2014 ident: B10 article-title: Monitoring plant drought stress response using terahertz time-domain spectroscopy. publication-title: Plant Physiol. doi: 10.1104/pp.113.233601 – volume: 3 start-page: 2529 year: 2011 ident: B30 article-title: Multispectral remote sensing from unmanned aircraft: image processing workflows and applications for rangeland environments. publication-title: Remote Sens. doi: 10.3390/rs3112529 – volume: 132 start-page: 485 year: 2003 ident: B6 article-title: Rapid, noninvasive screening for perturbations of metabolism and plant growth using chlorophyll fluorescence imaging. publication-title: Plant Physiol. doi: 10.1104/pp.102.018093 – volume: 59 start-page: 89 year: 2008 ident: B4 article-title: Chlorophyll fluorescence: a probe of photosynthesis in vivo. publication-title: Annu. Rev. Plant Biol. doi: 10.1146/annurev.arplant.59.032607.092759 – volume: 30 start-page: 420 year: 2011 ident: B17 article-title: Detection of head blight (Fusarium, ssp.) in winter wheat by color and multispectral image analyses. publication-title: Crop Prot. doi: 10.1016/j.cropro.2010.12.015 – volume: 114 start-page: 69 year: 2012 ident: B26 article-title: Experimental in vivo measurements of light emission in plants: a perspective dedicated to David Walker. publication-title: Photosynth. Res. doi: 10.1007/s11120-012-9780-3 – volume: 41 start-page: 68 year: 2014 ident: B2 article-title: Development and evaluation of a field-based high-throughput phenotyping platform. publication-title: Funct. Plant Biol. doi: 10.1071/FP13126 – volume: 66 start-page: 3 year: 2000 ident: B37 article-title: Kinetic imaging of chlorophyll fluorescence using modulated light. publication-title: Photosynth. Res. doi: 10.1023/A:1010729821876 – volume: 61 start-page: 3519 year: 2010 ident: B9 article-title: High-throughput shoot imaging to study drought responses. publication-title: J. Exp. Bot. doi: 10.1093/jxb/erq201 – volume: 96 start-page: 173 year: 2008 ident: B39 article-title: A new monitoring pam fluorometer (moni-pam) to study the short- and long-term acclimation of photosystem ii in field conditions. publication-title: Photosynth. Res. doi: 10.1007/s11120-008-9292-3 – volume: 76 start-page: 267 year: 2000 ident: B42 article-title: Implementing precision agriculture in the 21st century. publication-title: J. Agric. Eng. Res. doi: 10.1006/jaer.2000.0577 – volume: 103 start-page: 121 year: 2009 ident: B29 article-title: Detection and differentiation of nitrogen-deficiency, powdery mildew and leaf rust at wheat leaf and canopy level by laser-induced chlorophyll fluorescence. publication-title: Biosyst. Eng. doi: 10.1016/j.biosystemseng.2008.09.018 – volume: 164 start-page: 253 ident: B15 article-title: Multicolor fluorescence imaging for early detection of the hypersensitive reaction to tobacco mosaic virus. publication-title: J. Plant Physiol. doi: 10.1016/j.jplph.2006.01.011 – volume: 22 start-page: 131 year: 1995 ident: B22 article-title: Sixty-three years since kautsky: chlorophyll a fluorescence. publication-title: Funct. Plant Biol. doi: 10.1071/PP9950131 – volume: 64 start-page: 3983 year: 2013 ident: B36 article-title: Chlorophyll fluorescence analysis: a guide to good practice and understanding some new applications. publication-title: J. Exp. Bot. doi: 10.1093/jxb/ert208 – volume: 113 start-page: 1262 year: 2009 ident: B49 article-title: Imaging chlorophyll fluorescence with an airborne narrow-band multispectral camera for vegetation stress detection. publication-title: Remote Sens. Environ. doi: 10.1016/j.rse.2009.02.016 – volume: 247 start-page: 163 year: 2010 ident: B40 article-title: Chlorophyll fluorescence imaging of plant–pathogen interactions. publication-title: Protoplasma doi: 10.1007/s00709-010-0203-z – volume: 325 start-page: 1209 year: 2009 ident: B1 article-title: Agricultural research, productivity, and food prices in the long run. publication-title: Science doi: 10.1126/science.1170451 – volume: 55 start-page: 400 year: 2016 ident: B45 article-title: Detection of citrus canker and huanglongbing using fluorescence imaging spectroscopy and support vector machine technique. publication-title: Appl. Opt. doi: 10.1364/AO.55.000400 – volume: 38 start-page: 889 year: 2000 ident: B32 article-title: Detection of photosynthetic activity and water stress by imaging the red chlorophyll fluorescence. publication-title: Plant Physiol. Biochem. doi: 10.1016/S0981-9428(00)01199-2 – volume: 7 year: 2016 ident: B3 article-title: High-throughput non-destructive phenotyping of traits that contribute to salinity tolerance in Arabidopsis thaliana. publication-title: Front. Plant Sci. doi: 10.3389/fpls.2016.01414 – volume: 11 year: 2015 ident: B11 article-title: Quantifying spatial heterogeneity of chlorophyll fluorescence during plant growth and in response to water stress. publication-title: Plant Methods doi: 10.1186/s13007-015-0067-5 – volume: 70 start-page: 112 year: 2015 ident: B41 article-title: Low-altitude, high-resolution aerial imaging systems for row and field crop phenotyping: a review. publication-title: Eur. J. Agron. doi: 10.1016/j.eja.2015.07.004 – volume: 243 start-page: 263 year: 2016 ident: B25 article-title: Chlorophyll fluorescence imaging as a tool to monitor the progress of a root pathogen in a perennial plant. publication-title: Planta doi: 10.1007/s00425-015-2427-9 – start-page: 281 year: 1965 ident: B35 article-title: “Some methods for classification and analysis of multivariate observations,” in publication-title: Proceedings of Berkeley Symposium on Mathematical Statistics and Probability – volume: 159 start-page: 975 year: 2002 ident: B16 article-title: Limitations to photosynthesis inas a result of nitrogen and water availability. publication-title: J. Plant Physiol. doi: 10.1078/0176-1617-00807 – volume: 91 start-page: 106 year: 2013 ident: B19 article-title: Comparison of two aerial imaging platforms for identification of huanglongbing-infected citrus trees. publication-title: Comput. Electron. Agric. doi: 10.1016/j.compag.2012.12.002 – volume: 347 start-page: 357 year: 1950 ident: B23 article-title: The water-culture method for growing plants without soil. publication-title: Calif. Agric. Exp. Stn. Circ. – volume: 58 start-page: 807 year: 2007 ident: B31 article-title: Multispectral fluorescence and reflectance imaging at the leaf level and its possible applications. publication-title: J. Exp. Bot. doi: 10.1093/jxb/erl207 – volume: 46 start-page: 343 year: 1970 ident: B8 article-title: Water potential gradient in field tobacco. publication-title: Plant Physiol. doi: 10.1104/pp.46.2.343 – volume: 58 start-page: 773 ident: B14 article-title: Monitoring and screening plant populations with combined thermal and chlorophyll fluorescence imaging. publication-title: J. Exp. Bot. doi: 10.1093/jxb/erl257 – volume: 133 start-page: 101 year: 2012 ident: B46 article-title: Field-based phenomics for plant genetics research. publication-title: Field Crops Res. doi: 10.1016/j.fcr.2012.04.003 – volume: 12 start-page: 1 year: 2001 ident: B34 article-title: Color image segmentation: a state-of-the-art survey. publication-title: Eng. Comput. – volume: 327 start-page: 812 year: 2010 ident: B21 article-title: Food security: the challenge of feeding 9 billion people. publication-title: Science doi: 10.1126/science.1185383 – volume: 20 start-page: 1473 year: 1997 ident: B38 article-title: An instrument capable of imaging chlorophyll a fluorescence from intact leaves at very low irradiance and at cellular and subcellular levels of organization. publication-title: Plant Cell Environ. doi: 10.1046/j.1365-3040.1997.d01-42.x – volume: 199 start-page: 118 year: 1996 ident: B20 article-title: Long-term drought stress induces structural and functional reorganization of photosystem II. publication-title: Planta doi: 10.1007/BF00196888 – volume: 33 start-page: 219 year: 2013 ident: B18 article-title: Precision nitrogen management of wheat. A review. publication-title: Agron. Sustain. Dev. doi: 10.1007/s13593-012-0111-z – volume: 106 start-page: 447 year: 2005 ident: B27 article-title: Detection of water deficiency in greenhouse cucumber by infrared thermography and reference surfaces. publication-title: Sci. Hortic. doi: 10.1016/j.scienta.2005.02.026 – volume: 4 year: 2008 ident: B47 article-title: A rapid, non-invasive procedure for quantitative assessment of drought survival using chlorophyll fluorescence. publication-title: Plant Methods doi: 10.1186/1746-4811-4-27 – volume: 146 start-page: 62 year: 2015 ident: B24 article-title: Development of a multispectral imaging system for online detection of bruises on apples. publication-title: J. Food Eng. doi: 10.1016/j.jfoodeng.2014.09.002 – volume: 55 start-page: 1607 year: 2004 ident: B5 article-title: Applications of chlorophyll fluorescence can improve crop production strategies: an examination of future possibilities. publication-title: J. Exp. Bot. doi: 10.1093/jxb/erh196 – volume: 151 start-page: 135 year: 2000 ident: B33 article-title: Photosynthetic co(2) assimilation, chlorophyll fluorescence and photoinhibition as affected by nitrogen deficiency in maize plants. publication-title: Plant Sci. doi: 10.1016/S0168-9452(99)00207-1 – volume: 168 start-page: 1641 year: 2011 ident: B12 article-title: Use of blue-green and chlorophyll fluorescence measurements for differentiation between nitrogen deficiency and pathogen infection in winter wheat. publication-title: J. Plant Physiol. doi: 10.1016/j.jplph.2011.03.016 – volume: 28 start-page: 3479 ident: B13 article-title: Early detection of nutrient and biotic stress in Phaseolus vulgaris. publication-title: Int. J. Remote Sens. doi: 10.1080/01431160601024259 – volume: 104 start-page: 236 year: 2011 ident: B43 article-title: On the relation between the Kautsky effect (chlorophyll a fluorescence induction) and photosystem II: basics and applications of the OJIP fluorescence transient. publication-title: J. Photochem. Photobiol. B Biol. doi: 10.1016/j.jphotobiol.2010.12.010 – volume: 173 start-page: 614 year: 2017 ident: B48 article-title: High-throughput phenotyping of maize leaf physiological and biochemical traits using hyperspectral reflectance. publication-title: Plant Physiol. doi: 10.1104/pp.16.01447 – volume: 66 start-page: 1951 year: 2015 ident: B50 article-title: Antagonism between phytohormone signalling underlies the variation in disease susceptibility of tomato plants under elevated co2. publication-title: J. Exp. Bot. doi: 10.1093/jxb/eru538 – volume: 165 start-page: 506 year: 2014 ident: B28 article-title: Integrated analysis platform: an open-source information system for high-throughput plant phenotyping. publication-title: Plant Physiol. doi: 10.1104/pp.113.233932 |
| SSID | ssj0000500997 |
| Score | 2.4150903 |
| Snippet | We present a high throughput crop physiology condition monitoring system and corresponding monitoring method. The monitoring system can perform large-area... |
| SourceID | doaj pubmedcentral proquest pubmed crossref |
| SourceType | Open Website Open Access Repository Aggregation Database Index Database Enrichment Source |
| StartPage | 407 |
| SubjectTerms | chlorophyll fluorescence imaging crop physiology drought high throughput multispectral imaging nutrition deficiency Plant Science |
| SummonAdditionalLinks | – databaseName: DOAJ Directory of Open Access Journals dbid: DOA link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1La9wwEBYl5NBLadPX9oUCPfTixpIlSz4mS5e0kJwSyM3oMSIF116W3UP_fWekzbJbWnrp1Q80nm_kmZFG3zD2UesUIChVRQuyUjLoygfhKgsBcyBng8_dG66u28tb9e1O3-21-qKasEIPXBR3BjJpFxoF6HoVGOciOPRpPmpjggn56B66sb1kqrB6U-hjCpcPZmHdWVoOxM4tqHRSUfPYPTeU2fr_FGL-Xim553oWT9mTbczIz4usz9gjGE_Y8cWEcd3P52w651e5DTSfEqeyDX5Teu8sN2tepiyt3fH5alryXPCZV9J5Lhbg83tM2CfU9TDwxbCZVpneKQB3Y-T5dG4-i4lS8a8_ckejF-x28eVmfllt2yhUQeluXUE0TtfCNcRd38YYVCu9iCG1wsvaBFCdglp6o31M0vnUCU-bow1I-gP45iU7GqcRXjPulDe2BmF8QCUilMkL7RuR6tQm4dSMfX7Qah-2HOPU6mLoMdcgGHqCoScY-gzDjH3avbAs9Bp_f_SCYNo9RrzY-QJaS7-1lv5f1jJjpw8g9ziPaHPEjTBtaCAMdAwmY3bGXhXQd0PR1nRjW_w8c2AOB7Ic3hm_32eubm0tJmXdm_8h_Fv2mNRBFXDSvmNH69UG3mNItPYfsvX_AmG5DoI priority: 102 providerName: Directory of Open Access Journals |
| Title | A Method of High Throughput Monitoring Crop Physiology Using Chlorophyll Fluorescence and Multispectral Imaging |
| URI | https://www.ncbi.nlm.nih.gov/pubmed/29643864 https://www.proquest.com/docview/2024474288 https://pubmed.ncbi.nlm.nih.gov/PMC5883069 https://doaj.org/article/e2f5ac34e6154e7aadea222bd577c7c9 |
| Volume | 9 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVAFT databaseName: Open Access Digital Library customDbUrl: eissn: 1664-462X dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000500997 issn: 1664-462X databaseCode: KQ8 dateStart: 20100101 isFulltext: true titleUrlDefault: http://grweb.coalliance.org/oadl/oadl.html providerName: Colorado Alliance of Research Libraries – providerCode: PRVAON databaseName: DOAJ Directory of Open Access Journals customDbUrl: eissn: 1664-462X dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000500997 issn: 1664-462X databaseCode: DOA dateStart: 20100101 isFulltext: true titleUrlDefault: https://www.doaj.org/ providerName: Directory of Open Access Journals – providerCode: PRVFQY databaseName: GFMER Free Medical Journals customDbUrl: eissn: 1664-462X dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000500997 issn: 1664-462X databaseCode: GX1 dateStart: 20100101 isFulltext: true titleUrlDefault: http://www.gfmer.ch/Medical_journals/Free_medical.php providerName: Geneva Foundation for Medical Education and Research – providerCode: PRVHPJ databaseName: ROAD: Directory of Open Access Scholarly Resources customDbUrl: eissn: 1664-462X dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000500997 issn: 1664-462X databaseCode: M~E dateStart: 20100101 isFulltext: true titleUrlDefault: https://road.issn.org providerName: ISSN International Centre – providerCode: PRVAQN databaseName: PubMed Central Full Text customDbUrl: eissn: 1664-462X dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000500997 issn: 1664-462X databaseCode: RPM dateStart: 20100101 isFulltext: true titleUrlDefault: https://www.ncbi.nlm.nih.gov/pmc/ providerName: National Library of Medicine – providerCode: PRVFZP databaseName: Scholars Portal Journals: Open Access customDbUrl: eissn: 1664-462X dateEnd: 20250131 omitProxy: true ssIdentifier: ssj0000500997 issn: 1664-462X databaseCode: M48 dateStart: 20100601 isFulltext: true titleUrlDefault: http://journals.scholarsportal.info providerName: Scholars Portal |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwdV3Pb9MwFLbQxoELGr8DbDISBy4ZsWPHyQFNW0UZSOW0Sr1F_smQQlKyVmL_Pe85aUdRd-khzU9_z_H3nOfvI-S9lMF6K0TqSs9Twa1MjWU6Lb2FHEiX1kT3htn34nIuvi3k4s4OaGzAm72pHfpJzfvm9M_v2zPo8J8w44Tx9mNYNii8zbAqUuDK8kMYljiG-Gzk-oPQN7KhaLZSFCIVBV8MUj_7zoEawahUVRZiZ8CKuv77yOj_NZX_DFLTI_J4ZJf0fAiHJ-SBb5-ShxcdMMDbZ6Q7p7NoGE27QLHAg14NLj3L9YoOnRtn-eik75Y0lobGOXcaywro5BpS-w5QaRo6bdZdH4WgrKe6dTSu442rNuGu6Ndf0fvoOZlPP19NLtPRcCG1Qlar1DulZcZ0jir3hXMWGskwZ0PBDM-U9aISPuNGSeMC1yZUzOBn1NxzfFeY_AU5aLvWvyJUC6PKzDNlLLQngB4MkyZnIQtFYFok5HTTqrUd1cjRFKOpIStBRGpEpEZE6ohIQj5sD1gOQhz373qBMG13QwXtuKHrf9Rjh6w9D1LbXHigdMIrrZ3XwJWMk0pZZauEvNuAXEOPw88ouvXdGi8ElEhB2lYm5OUA-vZSm6BJiNoJh5172f2n_XkdVb1lWUL6Vr2-95xvyCN8RiyA4-VbcrDq1_4YGNHKnMSZBPj9smAnMer_AgvfC98 |
| linkProvider | Scholars Portal |
| 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=A+Method+of+High+Throughput+Monitoring+Crop+Physiology+Using+Chlorophyll+Fluorescence+and+Multispectral+Imaging&rft.jtitle=Frontiers+in+plant+science&rft.au=Wang%2C+Heng&rft.au=Qian%2C+Xiangjie&rft.au=Zhang%2C+Lan&rft.au=Xu%2C+Sailong&rft.date=2018-03-28&rft.issn=1664-462X&rft.eissn=1664-462X&rft.volume=9&rft.spage=407&rft_id=info:doi/10.3389%2Ffpls.2018.00407&rft_id=info%3Apmid%2F29643864&rft.externalDocID=29643864 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1664-462X&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1664-462X&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1664-462X&client=summon |