{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,16]],"date-time":"2025-12-16T12:39:05Z","timestamp":1765888745553,"version":"3.41.2"},"reference-count":25,"publisher":"Wiley","issue":"1","license":[{"start":{"date-parts":[[2021,11,25]],"date-time":"2021-11-25T00:00:00Z","timestamp":1637798400000},"content-version":"vor","delay-in-days":328,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100004607","name":"Natural Science Foundation of Guangxi Province","doi-asserted-by":"publisher","award":["2018GXNSFAA281276","2020GXNSFAA159081"],"award-info":[{"award-number":["2018GXNSFAA281276","2020GXNSFAA159081"]}],"id":[{"id":"10.13039\/501100004607","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100013091","name":"Science and Technology Major Project of Guangxi","doi-asserted-by":"publisher","award":["AA19182004","AA18242033"],"award-info":[{"award-number":["AA19182004","AA18242033"]}],"id":[{"id":"10.13039\/501100013091","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["51965013"],"award-info":[{"award-number":["51965013"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Journal of Sensors"],"published-print":{"date-parts":[[2021,1]]},"abstract":"<jats:p>The arrival of big data era of internet of vehicles promotes the rapid development of logistics industry, which also indirectly leads to the high traffic accident rate, resulting in huge casualties and property losses. Driving behavior is considered the most central factor leading to traffic accidents. Therefore, a scientific and effective method for evaluating the safety of commercial vehicle driving behavior is urgently needed. In this study, a comprehensive evaluation model of driving behavior security based on multimembership function is proposed, and entropy weight method (EWM), analytic hierarchy process (AHP), and fuzzy comprehensive evaluation algorithm are integrated. Firstly, the evaluation system of commercial vehicle safety of driving behavior is established. Secondly, the weight vector of each evaluation index is determined by combining EW\u2010AHP to eliminate the subjectivity of the traditional AHP algorithm. Then, the fuzzy comprehensive evaluation matrix is calculated based on the multimembership function and fuzzy mathematics theory, and the quantitative evaluation of driving behavior safety is realized based on the matrix. Finally, the real road vehicle driving data and driving behavior data are verified by experiments. The experimental results show that the model can accurately and reasonably evaluate the safety of driving behavior, which is of great significance to improve road traffic safety.<\/jats:p>","DOI":"10.1155\/2021\/9927348","type":"journal-article","created":{"date-parts":[[2021,11,25]],"date-time":"2021-11-25T20:05:10Z","timestamp":1637870710000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Research on Safety Evaluation of Commercial Vehicle Driving Behavior Based on Data Mining Technology"],"prefix":"10.1155","volume":"2021","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0139-0461","authenticated-orcid":false,"given":"Shuilong","family":"He","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9609-8764","authenticated-orcid":false,"given":"Yongliang","family":"Wang","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6906-7703","authenticated-orcid":false,"given":"Yuye","family":"Chen","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0389-222X","authenticated-orcid":false,"given":"Fei","family":"Xiao","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9841-8039","authenticated-orcid":false,"given":"Jucai","family":"Deng","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8159-2420","authenticated-orcid":false,"given":"Enyong","family":"Xu","sequence":"additional","affiliation":[]}],"member":"311","published-online":{"date-parts":[[2021,11,25]]},"reference":[{"key":"e_1_2_9_1_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.aap.2018.02.012"},{"key":"e_1_2_9_2_2","doi-asserted-by":"publisher","DOI":"10.1177\/0018720815591313"},{"key":"e_1_2_9_3_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.aap.2012.06.014"},{"key":"e_1_2_9_4_2","doi-asserted-by":"crossref","unstructured":"SiordiaO. S.andDiegoI. M. Driving risk classification based on experts evaluation 2010 IEEE Intelligent Vehicles Symposium 2010 La Jolla CA USA 1098\u20131103 https:\/\/doi.org\/10.1109\/IVS.2010.5548130 2-s2.0-77956547450.","DOI":"10.1109\/IVS.2010.5548130"},{"key":"e_1_2_9_5_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jsr.2005.06.013"},{"key":"e_1_2_9_6_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.aap.2006.04.009"},{"key":"e_1_2_9_7_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.trc.2017.05.015"},{"key":"e_1_2_9_8_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.aap.2015.07.007"},{"key":"e_1_2_9_9_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.aap.2008.04.010"},{"key":"e_1_2_9_10_2","doi-asserted-by":"publisher","DOI":"10.3141\/2147-09"},{"key":"e_1_2_9_11_2","doi-asserted-by":"crossref","unstructured":"HongJ. H. MarginesB. andDeyA. K. A smartphone-based sensing platform to model aggressive driving behaviors Proceedings of the 32nd annual ACM conference on Human factors in computing systems 2014 Toronto Ontario Canada 4047\u20134056 https:\/\/doi.org\/10.1145\/2556288.2557321 2-s2.0-84900424058.","DOI":"10.1145\/2556288.2557321"},{"key":"e_1_2_9_12_2","doi-asserted-by":"publisher","DOI":"10.1080\/14639220701596722"},{"key":"e_1_2_9_13_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.trc.2010.09.005"},{"key":"e_1_2_9_14_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.trc.2016.04.004"},{"key":"e_1_2_9_15_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.aap.2014.08.017"},{"key":"e_1_2_9_16_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.aap.2012.10.011"},{"key":"e_1_2_9_17_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.aap.2011.02.009"},{"key":"e_1_2_9_18_2","doi-asserted-by":"publisher","DOI":"10.1111\/1468-0394.00153"},{"key":"e_1_2_9_19_2","doi-asserted-by":"crossref","unstructured":"ChengR. T. WangC. F. andLvG. W. Research on safe driving scoring system and personalized ratemaking of vehicle insurance based on OBD data ICCSE\u203218: Proceedings of the 3rd International Conference on Crowd Science and Engineering 2018 New York USA 1\u20138 https:\/\/doi.org\/10.1145\/3265689.3265696 2-s2.0-85056735470.","DOI":"10.1145\/3265689.3265696"},{"key":"e_1_2_9_20_2","doi-asserted-by":"crossref","unstructured":"LiuZ. S. ShenQ. H. andLiH. A risky driving behavior scoring model for the personalized automobile insurance pricing ICCSE\u203217: Proceedings of the 2nd International Conference on Crowd Science and Engineering 2017 Beijing China 61\u201367.","DOI":"10.1145\/3126973.3126978"},{"key":"e_1_2_9_21_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.oceaneng.2015.07.032"},{"key":"e_1_2_9_22_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jlp.2009.03.003"},{"key":"e_1_2_9_23_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2015.06.007"},{"key":"e_1_2_9_24_2","doi-asserted-by":"publisher","DOI":"10.1002\/mcda.4020020205"},{"key":"e_1_2_9_25_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.compedu.2009.09.017"}],"container-title":["Journal of Sensors"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/js\/2021\/9927348.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/js\/2021\/9927348.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1155\/2021\/9927348","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,8,6]],"date-time":"2024-08-06T00:38:14Z","timestamp":1722904694000},"score":1,"resource":{"primary":{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/10.1155\/2021\/9927348"}},"subtitle":[],"editor":[{"given":"Antonio","family":"Lazaro","sequence":"additional","affiliation":[]}],"short-title":[],"issued":{"date-parts":[[2021,1]]},"references-count":25,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2021,1]]}},"alternative-id":["10.1155\/2021\/9927348"],"URL":"https:\/\/doi.org\/10.1155\/2021\/9927348","archive":["Portico"],"relation":{},"ISSN":["1687-725X","1687-7268"],"issn-type":[{"type":"print","value":"1687-725X"},{"type":"electronic","value":"1687-7268"}],"subject":[],"published":{"date-parts":[[2021,1]]},"assertion":[{"value":"2021-03-18","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2021-10-26","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2021-11-25","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"9927348"}}