A Review of Intelligent Driving Style Analysis Systems and Related Artificial Intelligence Algorithms
In this paper the various driving style analysis solutions are investigated. An in-depth investigation is performed to identify the relevant machine learning and artificial intelligence algorithms utilised in current driver behaviour and driving style analysis systems. This review therefore serves a...
Saved in:
| Published in | Sensors (Basel, Switzerland) Vol. 15; no. 12; pp. 30653 - 30682 |
|---|---|
| Main Authors | , |
| Format | Journal Article |
| Language | English |
| Published |
Switzerland
MDPI
04.12.2015
MDPI AG |
| Subjects | |
| Online Access | Get full text |
| ISSN | 1424-8220 1424-8220 |
| DOI | 10.3390/s151229822 |
Cover
| Abstract | In this paper the various driving style analysis solutions are investigated. An in-depth investigation is performed to identify the relevant machine learning and artificial intelligence algorithms utilised in current driver behaviour and driving style analysis systems. This review therefore serves as a trove of information, and will inform the specialist and the student regarding the current state of the art in driver style analysis systems, the application of these systems and the underlying artificial intelligence algorithms applied to these applications. The aim of the investigation is to evaluate the possibilities for unique driver identification utilizing the approaches identified in other driver behaviour studies. It was found that Fuzzy Logic inference systems, Hidden Markov Models and Support Vector Machines consist of promising capabilities to address unique driver identification algorithms if model complexity can be reduced. |
|---|---|
| AbstractList | In this paper the various driving style analysis solutions are investigated. An in-depth investigation is performed to identify the relevant machine learning and artificial intelligence algorithms utilised in current driver behaviour and driving style analysis systems. This review therefore serves as a trove of information, and will inform the specialist and the student regarding the current state of the art in driver style analysis systems, the application of these systems and the underlying artificial intelligence algorithms applied to these applications. The aim of the investigation is to evaluate the possibilities for unique driver identification utilizing the approaches identified in other driver behaviour studies. It was found that Fuzzy Logic inference systems, Hidden Markov Models and Support Vector Machines consist of promising capabilities to address unique driver identification algorithms if model complexity can be reduced. |
| Author | Meiring, Gys Myburgh, Hermanus |
| AuthorAffiliation | Department of Electrical, Electronic and Computer Engineering, University of Pretoria, Private Bag X20, Hatfield, Pretoria 0028, South Africa; gam.meiring@gmail.com |
| AuthorAffiliation_xml | – name: Department of Electrical, Electronic and Computer Engineering, University of Pretoria, Private Bag X20, Hatfield, Pretoria 0028, South Africa; gam.meiring@gmail.com |
| Author_xml | – sequence: 1 givenname: Gys surname: Meiring fullname: Meiring, Gys – sequence: 2 givenname: Hermanus orcidid: 0000-0001-7567-4518 surname: Myburgh fullname: Myburgh, Hermanus |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/26690164$$D View this record in MEDLINE/PubMed |
| BookMark | eNp9kUlvFDEQhS0URBa48ANQHxFowGsvF6RR2EaKhETgbJXd1R1HHntoeybqf4_DhDBBiJNLrldfPT-fkqMQAxLynNE3QnT0bWKKcd61nD8iJ0xyuSglPTqoj8lpSteUciFE-4Qc87ruKKvlCcFl9RV3Dm-qOFSrkNF7N2LI1fvJ7VwYq8s8e6yWAfycXKou55RxnSoIfRn0kLGvllN2g7MO_AHBliE_xsnlq3V6Sh4P4BM-uzvPyPePH76df15cfPm0Ol9eLKyUMi_MwEyvmsGonjZc1awW0BouDA5oLUjkyOzQ9h0ih7qVTc25bVGCYQIaXoszstpz-wjXejO5NUyzjuD0r4s4jRqKWetRm6aE0xvVtEpKxjswlHdWCUU5hRp4Yb3es7ZhA_MNeH8PZFTfBq__BF_U7_bqzdassbclwgn8AwsPO8Fd6THutGw4K1YK4OUdYIo_tpiyXrtkS5gQMG6TZo1islWikUX64nDX_ZLfv1oEdC-wU0xpwkFblyG7eLva-X_7f_XXyH8e-xOfqsIE |
| CitedBy_id | crossref_primary_10_1016_j_dte_2024_100019 crossref_primary_10_1109_TSMC_2017_2764263 crossref_primary_10_1109_TSMC_2018_2850323 crossref_primary_10_1109_TITS_2020_2987877 crossref_primary_10_3390_su14148874 crossref_primary_10_1007_s10514_017_9692_3 crossref_primary_10_1016_j_eswa_2020_113240 crossref_primary_10_1155_2020_7871215 crossref_primary_10_3390_data4020052 crossref_primary_10_3390_electronics12061370 crossref_primary_10_3390_s19184011 crossref_primary_10_1016_j_aap_2018_04_020 crossref_primary_10_1109_TSMC_2018_2871416 crossref_primary_10_3390_s22114226 crossref_primary_10_1109_TITS_2018_2836308 crossref_primary_10_1109_ACCESS_2024_3383775 crossref_primary_10_1007_s00158_023_03629_2 crossref_primary_10_1016_j_trc_2019_05_042 crossref_primary_10_1016_j_trf_2022_06_018 crossref_primary_10_1109_MITS_2019_2919516 crossref_primary_10_1016_j_trc_2022_103770 crossref_primary_10_3390_s23177505 crossref_primary_10_1109_TIV_2019_2960946 crossref_primary_10_1155_2022_1068311 crossref_primary_10_1109_ACCESS_2019_2939302 crossref_primary_10_1155_2022_3029039 crossref_primary_10_1109_TITS_2021_3074695 crossref_primary_10_1109_TCSVT_2023_3332353 crossref_primary_10_1007_s11432_023_4114_6 crossref_primary_10_1109_ACCESS_2023_3246660 crossref_primary_10_1049_ell2_12076 crossref_primary_10_1177_09544070211034325 crossref_primary_10_1080_23249935_2022_2076755 crossref_primary_10_1016_j_entcom_2024_100841 crossref_primary_10_1109_JSEN_2020_2995921 crossref_primary_10_1155_2018_5020648 crossref_primary_10_3390_s22103634 crossref_primary_10_1109_TITS_2017_2700869 crossref_primary_10_1007_s11192_019_03218_5 crossref_primary_10_1109_JIOT_2020_2984553 crossref_primary_10_1109_ACCESS_2020_3048915 crossref_primary_10_1016_j_ssci_2019_01_025 crossref_primary_10_1177_0361198120940996 crossref_primary_10_1177_09544070241282035 crossref_primary_10_1109_TITS_2017_2776118 crossref_primary_10_1016_j_ijtst_2020_03_002 crossref_primary_10_1016_j_trpro_2021_12_056 crossref_primary_10_1080_15472450_2020_1852083 crossref_primary_10_1080_08839514_2018_1560124 crossref_primary_10_1038_s41597_024_04193_0 crossref_primary_10_1155_2021_4413505 crossref_primary_10_1108_JM2_12_2019_0284 crossref_primary_10_1007_s11082_024_06281_2 crossref_primary_10_3390_electronics11193231 crossref_primary_10_1109_TITS_2017_2680468 crossref_primary_10_1145_3487890 crossref_primary_10_36548_jaicn_2019_2_005 crossref_primary_10_1007_s12239_020_0038_3 crossref_primary_10_1109_TITS_2021_3076140 crossref_primary_10_3390_su16093805 crossref_primary_10_3390_s24247904 crossref_primary_10_1109_TCSS_2024_3411486 crossref_primary_10_3390_su13094775 crossref_primary_10_1016_j_compeleceng_2021_107047 crossref_primary_10_1177_0018720820940516 crossref_primary_10_1136_bmjopen_2020_037161 crossref_primary_10_1061_JTEPBS_0000584 crossref_primary_10_1016_j_trf_2019_09_011 crossref_primary_10_3390_app10186549 crossref_primary_10_3390_s18041233 crossref_primary_10_3390_s22103655 crossref_primary_10_1016_j_trf_2022_11_006 crossref_primary_10_1049_itr2_12137 crossref_primary_10_1109_TITS_2019_2940481 crossref_primary_10_1007_s11227_020_03373_0 crossref_primary_10_1016_j_eng_2022_07_013 crossref_primary_10_1016_j_aap_2024_107743 crossref_primary_10_1016_j_ijtst_2020_07_001 crossref_primary_10_3390_s23073602 crossref_primary_10_1109_TIV_2023_3319547 crossref_primary_10_31648_ts_8588 crossref_primary_10_3390_s18113686 crossref_primary_10_3846_mla_2020_12433 crossref_primary_10_1080_01969722_2022_2059133 crossref_primary_10_1016_j_aap_2018_08_012 crossref_primary_10_3390_s20185274 crossref_primary_10_1016_j_trip_2024_101283 crossref_primary_10_1109_ACCESS_2022_3154088 crossref_primary_10_3390_s21248401 crossref_primary_10_5507_tots_2022_003 crossref_primary_10_1007_s12046_023_02126_y crossref_primary_10_1016_j_aap_2021_106096 crossref_primary_10_1109_TITS_2023_3322982 crossref_primary_10_1109_TCSS_2023_3303334 crossref_primary_10_1109_TPEL_2024_3410958 crossref_primary_10_1016_j_jksuci_2022_08_034 crossref_primary_10_1016_j_aap_2020_105937 crossref_primary_10_1109_TNANO_2024_3416509 crossref_primary_10_1080_15567036_2020_1809567 crossref_primary_10_3390_risks8030092 crossref_primary_10_3390_vehicles6010006 crossref_primary_10_1007_s12239_019_0099_3 crossref_primary_10_3390_ijerph19031470 crossref_primary_10_1177_09544070211010566 crossref_primary_10_2478_amns_2024_1827 crossref_primary_10_1080_17457300_2022_2103573 crossref_primary_10_1145_3425732 crossref_primary_10_1016_j_isatra_2025_01_033 crossref_primary_10_1109_TIV_2023_3268051 crossref_primary_10_1155_2021_8831094 crossref_primary_10_1371_journal_pone_0182419 crossref_primary_10_1016_j_aap_2022_106661 crossref_primary_10_1016_j_trc_2017_06_015 crossref_primary_10_3390_su10072351 crossref_primary_10_1109_TITS_2018_2864637 crossref_primary_10_3390_en16093941 crossref_primary_10_3390_app11136075 crossref_primary_10_3390_su15043295 crossref_primary_10_3390_su152316326 crossref_primary_10_1016_j_cma_2021_114008 crossref_primary_10_1016_j_pmcj_2024_101978 crossref_primary_10_1007_s40815_023_01616_9 crossref_primary_10_20485_jsaeijae_9_1_31 crossref_primary_10_1016_j_procs_2018_07_191 crossref_primary_10_1177_2053951720935143 crossref_primary_10_1109_TITS_2017_2768527 crossref_primary_10_1007_s12652_019_01457_1 crossref_primary_10_1002_adfm_202108014 crossref_primary_10_1016_j_trc_2020_102917 crossref_primary_10_1016_j_procir_2016_07_024 crossref_primary_10_3390_ijerph19063552 crossref_primary_10_3390_s20061692 crossref_primary_10_3390_s21010056 crossref_primary_10_1016_j_engappai_2019_103312 crossref_primary_10_1109_TIV_2021_3065933 crossref_primary_10_3390_electronics13030637 crossref_primary_10_1111_tgis_12540 crossref_primary_10_3390_su11071938 crossref_primary_10_1109_TITS_2019_2926639 crossref_primary_10_1002_adfm_202423360 |
| Cites_doi | 10.1109/IVS.2008.4621181 10.1109/ITSC.2010.5625201 10.1109/IVS.2013.6629658 10.1109/LCN.2011.6115556 10.1109/CSNT.2014.61 10.1109/INMIC.2013.6731330 10.3141/1784-01 10.5539/mas.v8n1p88 10.4108/ICST.PERVASIVEHEALTH2010.8901 10.1109/ICIInfS.2013.6732036 10.1109/COMSNETS.2012.6151382 10.1109/ICVES.2008.4640874 10.1109/ITSC.2011.6083095 10.2166/hydro.2010.032 10.1162/089976699300016890 10.1109/TITS.2011.2167680 10.1109/TITS.2013.2285159 10.1007/978-3-642-04070-2_100 10.1504/LAJMSD.2015.067470 10.1109/ITSC.2011.6083078 10.1109/IVS.2012.6232298 10.1080/00140139308967925 10.1109/MITS.2014.2328673 10.1109/ICNP.2013.6733681 10.1016/j.engappai.2015.07.019 10.1088/1742-6596/490/1/012104 10.1016/j.aap.2014.10.012 10.1145/2406367.2406412 10.1016/S0001-4575(99)00062-7 10.1109/TITS.2005.848367 10.1016/S1361-9209(01)00003-7 10.1016/j.trc.2008.01.001 10.1016/j.jsr.2010.10.007 10.1109/TITS.2012.2207893 10.1016/j.trf.2012.08.006 10.1109/TITS.2010.2092770 10.1109/ITSC.2014.6957822 10.1109/ITSC.2011.6082907 10.1016/j.jsr.2006.05.008 10.1109/TITS.2013.2247760 10.1109/TITS.2005.848368 10.1109/ITSC.2013.6728466 10.1109/ICSensT.2013.6727771 10.1109/TVT.2013.2263400 10.1109/ICSensT.2013.6727671 10.1007/978-0-387-79582-9 10.1007/978-3-642-31205-2_1 10.1109/ITST.2007.4295849 10.1109/IVS.2007.4290245 10.1016/j.jhydrol.2009.03.038 10.1177/1687814015578354 10.1109/TITS.2006.889442 10.1109/IConSpace.2011.6015840 10.1109/ICOIP.2010.101 10.1109/ITSC.2013.6728289 10.1109/TITS.2012.2205143 10.1016/S0019-9958(65)90241-X 10.1109/TITS.2012.2187640 10.1109/IVS.2014.6856612 10.1016/j.aap.2014.05.023 10.1016/j.trc.2012.09.011 10.1109/ITSC.2012.6338717 10.1109/IVS.2007.4290175 10.1109/IVS.2014.6856461 10.1109/IVS.2010.5548066 10.1109/SOLI.2014.6960716 10.1109/ICVES.2012.6294318 10.1109/IVS.2013.6629603 10.1109/ITSC.2011.6082911 10.1080/00140139008925335 |
| ContentType | Journal Article |
| Copyright | 2015 by the authors; licensee MDPI, Basel, Switzerland. 2015 |
| Copyright_xml | – notice: 2015 by the authors; licensee MDPI, Basel, Switzerland. 2015 |
| DBID | AAYXX CITATION NPM 7X8 5PM ADTOC UNPAY DOA |
| DOI | 10.3390/s151229822 |
| DatabaseName | CrossRef PubMed MEDLINE - Academic PubMed Central (Full Participant titles) Unpaywall for CDI: Periodical Content Unpaywall DOAJ Directory of Open Access Journals |
| DatabaseTitle | CrossRef PubMed MEDLINE - Academic |
| DatabaseTitleList | MEDLINE - Academic PubMed CrossRef |
| 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 – sequence: 3 dbid: UNPAY name: Unpaywall url: https://proxy.k.utb.cz/login?url=https://unpaywall.org/ sourceTypes: Open Access Repository |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Engineering |
| EISSN | 1424-8220 |
| EndPage | 30682 |
| ExternalDocumentID | oai_doaj_org_article_b7424db578544129ab029c535020a6a2 10.3390/s151229822 PMC4721742 26690164 10_3390_s151229822 |
| Genre | Journal Article |
| GroupedDBID | --- 123 2WC 53G 5VS 7X7 88E 8FE 8FG 8FI 8FJ AADQD AAHBH AAYXX ABDBF ABUWG ACUHS ADBBV ADMLS ADRAZ AENEX AFKRA AFZYC ALMA_UNASSIGNED_HOLDINGS BENPR BPHCQ BVXVI CCPQU CITATION CS3 D1I DU5 E3Z EBD ESX F5P FYUFA GROUPED_DOAJ GX1 HH5 HMCUK HYE IPNFZ KQ8 L6V M1P M48 MODMG M~E OK1 OVT P2P P62 PHGZM PHGZT PIMPY PJZUB PPXIY PQQKQ PROAC PSQYO RIG RNS RPM TUS UKHRP XSB ~8M ALIPV NPM 7X8 PUEGO 5PM ADTOC AFFHD IAO ITC UNPAY |
| ID | FETCH-LOGICAL-c444t-bf1bd57fb5d07256163a8b23befecca4e2e1cf8d9ee2a6847622c8e4ab13a7263 |
| IEDL.DBID | M48 |
| ISSN | 1424-8220 |
| IngestDate | Tue Oct 14 18:38:22 EDT 2025 Wed Oct 29 12:01:26 EDT 2025 Tue Sep 30 15:49:06 EDT 2025 Thu Oct 02 04:08:25 EDT 2025 Thu Apr 03 07:04:47 EDT 2025 Thu Apr 24 23:02:44 EDT 2025 Thu Oct 16 04:29:49 EDT 2025 |
| IsDoiOpenAccess | true |
| IsOpenAccess | true |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 12 |
| Keywords | driver identification driving style driver behaviour driver safety road accident machine learning artificial intelligence |
| Language | English |
| License | This article is an open access article distributed under the terms and conditions of the Creative Commons by Attribution (CC-BY) license (http://creativecommons.org/licenses/by/4.0/). cc-by |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c444t-bf1bd57fb5d07256163a8b23befecca4e2e1cf8d9ee2a6847622c8e4ab13a7263 |
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 The authors contributed equally to this work. |
| ORCID | 0000-0001-7567-4518 |
| OpenAccessLink | https://doaj.org/article/b7424db578544129ab029c535020a6a2 |
| PMID | 26690164 |
| PQID | 1751485374 |
| PQPubID | 23479 |
| PageCount | 30 |
| ParticipantIDs | doaj_primary_oai_doaj_org_article_b7424db578544129ab029c535020a6a2 unpaywall_primary_10_3390_s151229822 pubmedcentral_primary_oai_pubmedcentral_nih_gov_4721742 proquest_miscellaneous_1751485374 pubmed_primary_26690164 crossref_citationtrail_10_3390_s151229822 crossref_primary_10_3390_s151229822 |
| PublicationCentury | 2000 |
| PublicationDate | 2015-12-04 |
| PublicationDateYYYYMMDD | 2015-12-04 |
| PublicationDate_xml | – month: 12 year: 2015 text: 2015-12-04 day: 04 |
| PublicationDecade | 2010 |
| PublicationPlace | Switzerland |
| PublicationPlace_xml | – name: Switzerland |
| PublicationTitle | Sensors (Basel, Switzerland) |
| PublicationTitleAlternate | Sensors (Basel) |
| PublicationYear | 2015 |
| Publisher | MDPI MDPI AG |
| Publisher_xml | – name: MDPI – name: MDPI AG |
| References | ref_50 Healey (ref_59) 2005; 6 ref_58 ref_13 ref_57 ref_12 ref_56 ref_55 Zedan (ref_14) 2013; 62 ref_53 ref_51 Zadeh (ref_83) 1965; 8 ref_18 ref_17 ref_16 Wills (ref_19) 2006; 37 ref_15 Wang (ref_62) 2013; 14 Lee (ref_52) 2002; 1784 ref_60 Fazeen (ref_38) 2012; 13 ref_25 ref_69 Tango (ref_28) 2013; 14 Dodou (ref_7) 2010; 41 Takeda (ref_41) 2011; 12 ref_67 ref_22 ref_66 ref_21 ref_65 ref_20 ref_64 ref_63 Taormina (ref_78) 2015; 45 ref_27 Ericsson (ref_45) 2001; 6 Okuda (ref_76) 2013; 14 Dong (ref_29) 2011; 12 ref_72 ref_71 ref_70 Perttunen (ref_47) 2011; Volume 6905 Bagdadi (ref_26) 2013; 16 ref_36 ref_35 ref_34 ref_32 Toledo (ref_54) 2008; 16 ref_31 Chong (ref_61) 2013; 32 ref_75 ref_30 ref_74 Pentland (ref_73) 1999; 11 ref_39 ref_37 Harris (ref_24) 2014; 72 Reason (ref_5) 1990; 33 Abdelwahab (ref_33) 2000; 32 Chau (ref_79) 2010; 12 ref_82 Zhang (ref_77) 2009; 15 ref_81 Mitrovic (ref_10) 2005; 6 Li (ref_46) 2012; Volume 7319 ref_44 Mosoti (ref_2) 2015; 2 ref_42 Bezerra (ref_3) 2015; 2 ref_40 ref_84 ref_1 Wu (ref_80) 2009; 372 Rowe (ref_6) 2015; 74 French (ref_11) 1993; 36 Castignani (ref_43) 2015; 7 ref_49 ref_48 Trivedi (ref_4) 2007; 8 Vaiana (ref_8) 2014; 8 ref_9 Houston (ref_23) 2003; 5 Gadepally (ref_68) 2014; 15 25463951 - Accid Anal Prev. 2015 Jan;74:118-25 9950731 - Neural Comput. 1999 Jan 1;11(1):229-42 10868750 - Accid Anal Prev. 2000 Jul;32(4):473-82 8513772 - Ergonomics. 1993 Jun;36(6):627-44 17028026 - J Safety Res. 2006;37(4):375-83 25000297 - Accid Anal Prev. 2014 Nov;72:1-8 21134510 - J Safety Res. 2010 Dec;41(6):463-70 20073122 - Ergonomics. 1990 Oct-Nov;33(10-11):1315-32 |
| References_xml | – ident: ref_9 – ident: ref_65 doi: 10.1109/IVS.2008.4621181 – ident: ref_39 doi: 10.1109/ITSC.2010.5625201 – ident: ref_58 doi: 10.1109/IVS.2013.6629658 – ident: ref_53 doi: 10.1109/LCN.2011.6115556 – ident: ref_17 doi: 10.1109/CSNT.2014.61 – ident: ref_51 doi: 10.1109/INMIC.2013.6731330 – volume: 1784 start-page: 1 year: 2002 ident: ref_52 article-title: Analysis of crash precursors on instrumented freeways publication-title: Transp. Res. Rec. J. Transp. Res. Board doi: 10.3141/1784-01 – volume: 8 start-page: 88 year: 2014 ident: ref_8 article-title: Driving Behavior and Traffic Safety: An Acceleration-Based Safety Evaluation Procedure for Smartphones publication-title: Mod. Appl. Sci. doi: 10.5539/mas.v8n1p88 – ident: ref_34 doi: 10.4108/ICST.PERVASIVEHEALTH2010.8901 – ident: ref_36 doi: 10.1109/ICIInfS.2013.6732036 – ident: ref_48 doi: 10.1109/COMSNETS.2012.6151382 – ident: ref_71 doi: 10.1109/ICVES.2008.4640874 – ident: ref_1 – ident: ref_35 – ident: ref_60 doi: 10.1109/ITSC.2011.6083095 – volume: 12 start-page: 458 year: 2010 ident: ref_79 article-title: A hybrid model coupled with singular spectrum analysis for daily rainfall prediction publication-title: J. Hydroinform. doi: 10.2166/hydro.2010.032 – volume: 11 start-page: 229 year: 1999 ident: ref_73 article-title: Modeling and prediction of human behavior publication-title: Neural Comput. doi: 10.1162/089976699300016890 – volume: 12 start-page: 1609 year: 2011 ident: ref_41 article-title: International large-scale vehicle corpora for research on driver behavior on the road publication-title: IEEE Trans. Intell. Transp. Syst. doi: 10.1109/TITS.2011.2167680 – volume: 15 start-page: 637 year: 2014 ident: ref_68 article-title: A Framework for Estimating Driver Decisions Near Intersections publication-title: IEEE Trans. Intell. Transp. Syst. doi: 10.1109/TITS.2013.2285159 – ident: ref_82 doi: 10.1007/978-3-642-04070-2_100 – volume: 2 start-page: 1 year: 2015 ident: ref_3 article-title: Road safety-implications for sustainable development in Latin America publication-title: Lat. Am. J. Manag. Sustain. Dev. doi: 10.1504/LAJMSD.2015.067470 – ident: ref_21 doi: 10.1109/ITSC.2011.6083078 – ident: ref_72 doi: 10.1109/IVS.2012.6232298 – volume: 36 start-page: 627 year: 1993 ident: ref_11 article-title: Decision-making style, driving style, and self-reported involvement in road traffic accidents publication-title: Ergonomics doi: 10.1080/00140139308967925 – volume: 7 start-page: 91 year: 2015 ident: ref_43 article-title: Driver Behavior Profiling Using Smartphones: A Low-Cost Platform for Driver Monitoring publication-title: IEEE Intell. Transp. Syst. Mag. doi: 10.1109/MITS.2014.2328673 – volume: Volume 6905 start-page: 64 year: 2011 ident: ref_47 article-title: Distributed Road Surface Condition Monitoring Using Mobile Phones publication-title: Ubiquitous Intelligence and Computing—8th International Conference, UIC 2011, Banff, Canada, September 2–4, 2011. Proceedings – ident: ref_56 doi: 10.1109/ICNP.2013.6733681 – volume: 45 start-page: 429 year: 2015 ident: ref_78 article-title: ANN-based interval forecasting of streamflow discharges using the LUBE method and MOFIPS publication-title: Eng. Appl. Artif. Intell. doi: 10.1016/j.engappai.2015.07.019 – ident: ref_50 doi: 10.1088/1742-6596/490/1/012104 – volume: 74 start-page: 118 year: 2015 ident: ref_6 article-title: Measuring errors and violations on the road: A bifactor modeling approach to the driver behavior questionnaire publication-title: Accid. Anal. Prev. doi: 10.1016/j.aap.2014.10.012 – volume: 2 start-page: 485 year: 2015 ident: ref_2 article-title: Effect of motor vehicle congestion on the economic performance of Kenya: A case of Nairobi city county publication-title: Strateg. J. Bus. Chang. Manag. – ident: ref_55 doi: 10.1145/2406367.2406412 – volume: 32 start-page: 473 year: 2000 ident: ref_33 article-title: Exploring the relationship between alcohol and the driver characteristics in motor vehicle accidents publication-title: Accid. Anal. Prev. doi: 10.1016/S0001-4575(99)00062-7 – volume: 6 start-page: 198 year: 2005 ident: ref_10 article-title: Reliable method for driving events recognition publication-title: IEEE Trans. Intell. Transp. Syst. doi: 10.1109/TITS.2005.848367 – volume: 6 start-page: 325 year: 2001 ident: ref_45 article-title: Independent driving pattern factors and their influence on fuel-use and exhaust emission factors publication-title: Transp. Res. Part D: Transp. Environ. doi: 10.1016/S1361-9209(01)00003-7 – volume: 16 start-page: 320 year: 2008 ident: ref_54 article-title: In-vehicle data recorders for monitoring and feedback on drivers’ behavior publication-title: Transp. Res. Part C Emerg. Technol. doi: 10.1016/j.trc.2008.01.001 – volume: 5 start-page: 269 year: 2003 ident: ref_23 article-title: The aggressive driving behavior scale: Developing a self-report measure of unsafe driving practices publication-title: N. Am. J. Psychol. – volume: 41 start-page: 463 year: 2010 ident: ref_7 article-title: The driver behaviour questionnaire as a predictor of accidents: A meta-analysis publication-title: J. Saf. Res. doi: 10.1016/j.jsr.2010.10.007 – volume: 14 start-page: 98 year: 2013 ident: ref_76 article-title: Modeling and analysis of driving behavior based on a probability-weighted ARX model publication-title: IEEE Trans. Intell. Transp. Syst. doi: 10.1109/TITS.2012.2207893 – volume: 16 start-page: 117 year: 2013 ident: ref_26 article-title: Assessing safety critical braking events in naturalistic driving studies publication-title: Transp. Res. Part F Traffic Psychol. Behav. doi: 10.1016/j.trf.2012.08.006 – volume: 12 start-page: 596 year: 2011 ident: ref_29 article-title: Driver inattention monitoring system for intelligent vehicles: A review publication-title: IEEE Trans. Intell. Transp. Syst. doi: 10.1109/TITS.2010.2092770 – ident: ref_20 doi: 10.1109/ITSC.2014.6957822 – ident: ref_32 doi: 10.1109/ITSC.2011.6082907 – volume: 37 start-page: 375 year: 2006 ident: ref_19 article-title: Comparing safety climate factors as predictors of work-related driving behavior publication-title: J. Saf. Res. doi: 10.1016/j.jsr.2006.05.008 – ident: ref_30 – volume: 14 start-page: 894 year: 2013 ident: ref_28 article-title: Real-time detection system of driver distraction using machine learning publication-title: IEEE Trans. Intell. Transp. Syst. doi: 10.1109/TITS.2013.2247760 – volume: 6 start-page: 156 year: 2005 ident: ref_59 article-title: Detecting stress during real-world driving tasks using physiological sensors publication-title: IEEE Trans. Intell. Transp. Syst. doi: 10.1109/TITS.2005.848368 – ident: ref_40 doi: 10.1109/ITSC.2013.6728466 – ident: ref_37 doi: 10.1109/ICSensT.2013.6727771 – volume: 62 start-page: 4264 year: 2013 ident: ref_14 article-title: Context-aware driver behavior detection system in intelligent transportation systems publication-title: IEEE Trans. Veh. Technol. doi: 10.1109/TVT.2013.2263400 – ident: ref_42 doi: 10.1109/ICSensT.2013.6727671 – ident: ref_63 doi: 10.1007/978-0-387-79582-9 – volume: Volume 7319 start-page: 1 year: 2012 ident: ref_46 article-title: Personalized Driving Behavior Monitoring and Analysis for Emerging Hybrid Vehicles publication-title: Pervasive Computing doi: 10.1007/978-3-642-31205-2_1 – ident: ref_49 doi: 10.1109/ITST.2007.4295849 – ident: ref_69 doi: 10.1109/IVS.2007.4290245 – ident: ref_18 – volume: 372 start-page: 80 year: 2009 ident: ref_80 article-title: Methods to improve neural network performance in daily flows prediction publication-title: J. Hydrol. doi: 10.1016/j.jhydrol.2009.03.038 – ident: ref_75 doi: 10.1177/1687814015578354 – volume: 8 start-page: 108 year: 2007 ident: ref_4 article-title: Looking-in and looking-out of a vehicle: Computer-vision-based enhanced vehicle safety publication-title: IEEE Trans. Intell. Transp. Syst. doi: 10.1109/TITS.2006.889442 – ident: ref_16 doi: 10.1109/IConSpace.2011.6015840 – ident: ref_25 – ident: ref_31 doi: 10.1109/ICOIP.2010.101 – ident: ref_81 – ident: ref_84 doi: 10.1109/ITSC.2013.6728289 – volume: 14 start-page: 1 year: 2013 ident: ref_62 article-title: An adaptive longitudinal driving assistance system based on driver characteristics publication-title: IEEE Trans. Intell. Transp. Syst. doi: 10.1109/TITS.2012.2205143 – volume: 8 start-page: 338 year: 1965 ident: ref_83 article-title: Fuzzy sets publication-title: Inf. Control doi: 10.1016/S0019-9958(65)90241-X – volume: 13 start-page: 1462 year: 2012 ident: ref_38 article-title: Safe driving using mobile phones publication-title: IEEE Trans. Intell. Transp. Syst. doi: 10.1109/TITS.2012.2187640 – ident: ref_57 doi: 10.1109/IVS.2014.6856612 – volume: 72 start-page: 1 year: 2014 ident: ref_24 article-title: The Prosocial and aggressive driving inventory (PADI): A self-report measure of safe and unsafe driving behaviors publication-title: Accid. Anal. Prev. doi: 10.1016/j.aap.2014.05.023 – volume: 32 start-page: 207 year: 2013 ident: ref_61 article-title: A rule-based neural network approach to model driver naturalistic behavior in traffic publication-title: Transp. Res. Part C Emerg. Technol. doi: 10.1016/j.trc.2012.09.011 – ident: ref_74 doi: 10.1109/ITSC.2012.6338717 – ident: ref_15 – ident: ref_64 doi: 10.1109/IVS.2007.4290175 – ident: ref_27 doi: 10.1109/IVS.2014.6856461 – ident: ref_66 doi: 10.1109/IVS.2010.5548066 – ident: ref_44 doi: 10.1109/SOLI.2014.6960716 – ident: ref_70 – ident: ref_13 doi: 10.1109/ICVES.2012.6294318 – ident: ref_22 – ident: ref_12 doi: 10.1109/IVS.2013.6629603 – ident: ref_67 doi: 10.1109/ITSC.2011.6082911 – volume: 15 start-page: 840 year: 2009 ident: ref_77 article-title: Multilayer Ensemble Pruning via Novel Multi-sub-swarm Particle Swarm Optimization publication-title: J. UCS – volume: 33 start-page: 1315 year: 1990 ident: ref_5 article-title: Errors and violations on the roads: A real distinction? publication-title: Ergonomics doi: 10.1080/00140139008925335 – reference: 25463951 - Accid Anal Prev. 2015 Jan;74:118-25 – reference: 9950731 - Neural Comput. 1999 Jan 1;11(1):229-42 – reference: 10868750 - Accid Anal Prev. 2000 Jul;32(4):473-82 – reference: 20073122 - Ergonomics. 1990 Oct-Nov;33(10-11):1315-32 – reference: 17028026 - J Safety Res. 2006;37(4):375-83 – reference: 25000297 - Accid Anal Prev. 2014 Nov;72:1-8 – reference: 21134510 - J Safety Res. 2010 Dec;41(6):463-70 – reference: 8513772 - Ergonomics. 1993 Jun;36(6):627-44 |
| SSID | ssj0023338 |
| Score | 2.5795224 |
| Snippet | In this paper the various driving style analysis solutions are investigated. An in-depth investigation is performed to identify the relevant machine learning... |
| SourceID | doaj unpaywall pubmedcentral proquest pubmed crossref |
| SourceType | Open Website Open Access Repository Aggregation Database Index Database Enrichment Source |
| StartPage | 30653 |
| SubjectTerms | artificial intelligence driver behaviour driver identification driver safety driving style machine learning road accident |
| SummonAdditionalLinks | – databaseName: DOAJ Directory of Open Access Journals dbid: DOA link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV3Pb9MwFLZQL7ADYsBG2IaM2GWHqLVjJ86xDKqBBJetUm-Rf7yslUIytalQ__s9J2loRTUuXBP_iP2e877PfvpMyCWzTnNIVWi5VKFgyoQqZy6UKfOnTI4r8FsDP37GN1PxfSZnO1d9-ZywVh64nbihQe4mnPGaLBi5earNiKdWRhJxjo518_fFRrdkqqNaETKvVow0QlI_XPm4xr1U3V74aVT6D0HLvzMkn6_LB735rYtiJ_xMXpGXHW6k4_Z7j8kzKF-Tox01wTcExrTd6adVTr_1Ups1_bJc-G0DeltvCqBbGRLaiZVTXTra5MSBa9pvNSV2WrBYqbivlot6_mv1lkwnX--ub8LuFoXQCiHq0OTMOJnkRrpRggAHAZhWhkcGcm8-ARyYzZVLAbiOMVjFnFsFQhsW6YTH0QkZlFUJ7whNNFPgnDI6d0ICS0FjRW61wrrSpAG52k5uZjuJcX_TRZEh1fCGyP4YIiCf-rIPrbDGwVKfvY36El4Mu3mALpJ1LpL9y0UC8nFr4QwXjz8R0SVU61WG2AnpoIwSEZDT1uJ9V4hcUq8_FpBkzxf2vmX_TbmYNwLdIvFED_u97L3miTG-_x9jPCMvEMrJJtFGnJNBvVzDBcKl2nxoVsYj_nIS_Q priority: 102 providerName: Directory of Open Access Journals – databaseName: Unpaywall dbid: UNPAY link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1Lb9QwELbQ9gAceFMWKDKiFw5p1o6dOKdqoVQFiQoJVoJT5FfaFSFZ7WZB5dd37DhhFyqExDUZ27FmnPnGM_6M0D7RRlKbi0hTLiJGhIpESUzEc-KyTIYK67YG3p-mJzP27jPvqwlXoawSQvG5_0m7U1gReLBJTHhMaEwd2Vy8MOXh97CZBOFA7pOaEADtpBzg-AjtzE4_TL_4U0WheUdLmkB4H6-ch_P9bDkiz9d_Fcj8s1by-rpeyIsfsqo2HNHxbaT6KXT1J18P1q060D9_Y3f8rzneQbcCTMXTzq7uomu2vodubpAX3kd2irvEAm5K_HZg9mzx0XLudinwx_aisrhnPcGBGx3L2mBfgmeN77-jsNjoQUOj6qxZztvzb6sHaHb85tPrkyhc2hBpxlgbqZIow7NScTPJAE8B3pNC0UTZ0lkLs9QSXQqTW0tlCr4xpVQLy6QiicxomjxEo7qp7SOEM0mENUYoWRrGLcmthIZUSwFtucrH6GWvwUIHRnN3sUZVQGTjtF380vYYvRhkFx2Px5VSr5whDBKOe9s_aJZnRVjKhcpAZUY5liDAkjSXakJzzRMOyFumEjp53ptRAWvVJWBkbZv1qgCoBtEnTzI2RrudWQ1DAVDKHd3ZGGVbBrf1Ldtv6vm55wNnmYsrYdz9wTT_MsfH_yb2BN0AbMh95Q57ikbtcm33AH-16llYYZe9zyql priority: 102 providerName: Unpaywall |
| Title | A Review of Intelligent Driving Style Analysis Systems and Related Artificial Intelligence Algorithms |
| URI | https://www.ncbi.nlm.nih.gov/pubmed/26690164 https://www.proquest.com/docview/1751485374 https://pubmed.ncbi.nlm.nih.gov/PMC4721742 https://www.mdpi.com/1424-8220/15/12/29822/pdf?version=1449242121 https://doaj.org/article/b7424db578544129ab029c535020a6a2 |
| UnpaywallVersion | publishedVersion |
| Volume | 15 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVFSB databaseName: Free Full-Text Journals in Chemistry customDbUrl: eissn: 1424-8220 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0023338 issn: 1424-8220 databaseCode: HH5 dateStart: 20010101 isFulltext: true titleUrlDefault: http://abc-chemistry.org/ providerName: ABC ChemistRy – providerCode: PRVAFT databaseName: Open Access Digital Library customDbUrl: eissn: 1424-8220 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0023338 issn: 1424-8220 databaseCode: KQ8 dateStart: 20010101 isFulltext: true titleUrlDefault: http://grweb.coalliance.org/oadl/oadl.html providerName: Colorado Alliance of Research Libraries – providerCode: PRVAFT databaseName: Open Access Digital Library customDbUrl: eissn: 1424-8220 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0023338 issn: 1424-8220 databaseCode: KQ8 dateStart: 20030101 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: 1424-8220 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0023338 issn: 1424-8220 databaseCode: DOA dateStart: 20010101 isFulltext: true titleUrlDefault: https://www.doaj.org/ providerName: Directory of Open Access Journals – providerCode: PRVEBS databaseName: EBSCOhost Academic Search Ultimate customDbUrl: https://search.ebscohost.com/login.aspx?authtype=ip,shib&custid=s3936755&profile=ehost&defaultdb=asn eissn: 1424-8220 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0023338 issn: 1424-8220 databaseCode: ABDBF dateStart: 20081201 isFulltext: true titleUrlDefault: https://search.ebscohost.com/direct.asp?db=asn providerName: EBSCOhost – providerCode: PRVEBS databaseName: Inspec with Full Text customDbUrl: eissn: 1424-8220 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0023338 issn: 1424-8220 databaseCode: ADMLS dateStart: 20081201 isFulltext: true titleUrlDefault: https://www.ebsco.com/products/research-databases/inspec-full-text providerName: EBSCOhost – providerCode: PRVFQY databaseName: GFMER Free Medical Journals customDbUrl: eissn: 1424-8220 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0023338 issn: 1424-8220 databaseCode: GX1 dateStart: 20010101 isFulltext: true titleUrlDefault: http://www.gfmer.ch/Medical_journals/Free_medical.php providerName: Geneva Foundation for Medical Education and Research – providerCode: PRVFQY databaseName: GFMER Free Medical Journals customDbUrl: eissn: 1424-8220 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0023338 issn: 1424-8220 databaseCode: GX1 dateStart: 0 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: 1424-8220 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0023338 issn: 1424-8220 databaseCode: M~E dateStart: 20010101 isFulltext: true titleUrlDefault: https://road.issn.org providerName: ISSN International Centre – providerCode: PRVAQN databaseName: PubMed Central customDbUrl: eissn: 1424-8220 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0023338 issn: 1424-8220 databaseCode: RPM dateStart: 20030101 isFulltext: true titleUrlDefault: https://www.ncbi.nlm.nih.gov/pmc/ providerName: National Library of Medicine – providerCode: PRVPQU databaseName: Health & Medical Collection customDbUrl: eissn: 1424-8220 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0023338 issn: 1424-8220 databaseCode: 7X7 dateStart: 20010101 isFulltext: true titleUrlDefault: https://search.proquest.com/healthcomplete providerName: ProQuest – providerCode: PRVPQU databaseName: ProQuest Central customDbUrl: http://www.proquest.com/pqcentral?accountid=15518 eissn: 1424-8220 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0023338 issn: 1424-8220 databaseCode: BENPR dateStart: 20010101 isFulltext: true titleUrlDefault: https://www.proquest.com/central providerName: ProQuest – providerCode: PRVPQU databaseName: ProQuest Technology Collection customDbUrl: eissn: 1424-8220 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0023338 issn: 1424-8220 databaseCode: 8FG dateStart: 20010101 isFulltext: true titleUrlDefault: https://search.proquest.com/technologycollection1 providerName: ProQuest – providerCode: PRVFZP databaseName: Scholars Portal Journals: Open Access customDbUrl: eissn: 1424-8220 dateEnd: 20250930 omitProxy: true ssIdentifier: ssj0023338 issn: 1424-8220 databaseCode: M48 dateStart: 20030101 isFulltext: true titleUrlDefault: http://journals.scholarsportal.info providerName: Scholars Portal |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV1Lj9MwEB7t4wAcEG-6QGXEXjgE1o6dOAeEurBlQdpqBVQqp8iOnd1KIdlNU0H_PeO8aKFwycHxI_HMaL7xWN8AHNLEKGYj6SVMSI9TqT2ZUuOJiLosk2HSuqOBs0lwOuWfZmK2A139znYDF1tDO1dPalpmr35er96iwb9xESeG7K8XzmsxR0S3C_vooSJXwuGM99kE5mMc1lCT_tHfUQEHriRTwDf8Uk3fvw1z_n118sYyv1KrHyrL1vzS-A7cbgElGTUacBd2bH4Pbq3RDN4HOyJNCoAUKfnYc3BW5H05d-cJ5Eu1yizp-ElIy2JOVG5IfVnOmnr-hmxibYYEB2UXRTmvLr8vHsB0fPL13anXllfwEs555emUaiPCVAtzFCLyQWSmpGa-tqmTK7fM0iSVJrKWqQC9WMBYIi1XmvoqZIH_EPbyIrePgYSKSmuM1Co1XFgaWYUDWaIkjhU6GsDLbnPjpOUedyUwshhjECeT-LdMBvCi73vVMG5s7XXsZNT3cCzZdUNRXsSt0cUa435utOPzQdTHIqWPWJQIXyBGVoHCSZ53Eo7RqlyqROW2WC5iBFUYJwo_5AN41Ei8X6rTmAGEG7qw8S2bb_L5Zc3czUMXAeK6h73W_OcfD_659BO4icBN1Ndq-FPYq8qlfYbgqNJD2A1nIT7l-MMQ9o9PJuefh_VBw7C2CWybTs5H334B-3ATgg |
| linkProvider | Scholars Portal |
| linkToUnpaywall | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1Lb9QwELbQ9gAceFMWKDKiFw5p1o6dOKdqoVQFiQoJVoJT5FfaFSFZ7WZB5dd37DhhFyqExDUZ27FmnPnGM_6M0D7RRlKbi0hTLiJGhIpESUzEc-KyTIYK67YG3p-mJzP27jPvqwlXoawSQvG5_0m7U1gReLBJTHhMaEwd2Vy8MOXh97CZBOFA7pOaEADtpBzg-AjtzE4_TL_4U0WheUdLmkB4H6-ch_P9bDkiz9d_Fcj8s1by-rpeyIsfsqo2HNHxbaT6KXT1J18P1q060D9_Y3f8rzneQbcCTMXTzq7uomu2vodubpAX3kd2irvEAm5K_HZg9mzx0XLudinwx_aisrhnPcGBGx3L2mBfgmeN77-jsNjoQUOj6qxZztvzb6sHaHb85tPrkyhc2hBpxlgbqZIow7NScTPJAE8B3pNC0UTZ0lkLs9QSXQqTW0tlCr4xpVQLy6QiicxomjxEo7qp7SOEM0mENUYoWRrGLcmthIZUSwFtucrH6GWvwUIHRnN3sUZVQGTjtF380vYYvRhkFx2Px5VSr5whDBKOe9s_aJZnRVjKhcpAZUY5liDAkjSXakJzzRMOyFumEjp53ptRAWvVJWBkbZv1qgCoBtEnTzI2RrudWQ1DAVDKHd3ZGGVbBrf1Ldtv6vm55wNnmYsrYdz9wTT_MsfH_yb2BN0AbMh95Q57ikbtcm33AH-16llYYZe9zyql |
| 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+Review+of+Intelligent+Driving+Style+Analysis+Systems+and+Related+Artificial+Intelligence+Algorithms&rft.jtitle=Sensors+%28Basel%2C+Switzerland%29&rft.au=Meiring%2C+Gys+Albertus+Marthinus&rft.au=Myburgh%2C+Hermanus+Carel&rft.date=2015-12-04&rft.eissn=1424-8220&rft.volume=15&rft.issue=12&rft.spage=30653&rft_id=info:doi/10.3390%2Fs151229822&rft_id=info%3Apmid%2F26690164&rft.externalDocID=26690164 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1424-8220&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1424-8220&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1424-8220&client=summon |