{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,21]],"date-time":"2026-04-21T22:47:42Z","timestamp":1776811662816,"version":"3.51.2"},"reference-count":15,"publisher":"European Society of Computational Methods in Sciences and Engineering","issue":"1","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JCM"],"published-print":{"date-parts":[[2023,2,4]]},"abstract":"<jats:p>A modification to the gear tooth surface is crucial for reducing whistling noise generated by gearboxes of electric vehicles. Using the orthogonal test method, this paper studies geometry parameters of gear pair and the effect of load conditions on modification parameters of tooth surface. To achieve this, the paper develops various test models of gear pairs based on MASTA and then corrects the gear profiles according to load distribution state. The influential factors of gear transmission to modification parameters of tooth surface are thereby intuitively analyzed. Finally, a prediction model of the result of gear modification is built, based on test parameters, by method of support regression vector machine, providing a valuable reference to determine the tooth-surface modification parameters of the transmission gear of electric vehicles.<\/jats:p>","DOI":"10.3233\/jcm-226521","type":"journal-article","created":{"date-parts":[[2022,11,1]],"date-time":"2022-11-01T12:26:31Z","timestamp":1667305591000},"page":"117-131","source":"Crossref","is-referenced-by-count":1,"title":["Gear tooth surface modification analysis by support vector machine regression"],"prefix":"10.66113","volume":"23","author":[{"given":"Yang","family":"Zhang","sequence":"first","affiliation":[{"name":"Chongqing Automotive Power System Testing Engineering Technology Research Center, Chongqing, China"},{"name":"Chongqing Tsingshan Industrial Company Ltd., Chongqing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yanjun","family":"Jiang","sequence":"additional","affiliation":[{"name":"Chongqing Tsingshan Industrial Company Ltd., Chongqing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yu","family":"Sun","sequence":"additional","affiliation":[{"name":"Chongqing Tsingshan Industrial Company Ltd., Chongqing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hang","family":"Wu","sequence":"additional","affiliation":[{"name":"Chongqing Tsingshan Industrial Company Ltd., Chongqing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"55691","reference":[{"issue":"06","key":"10.3233\/JCM-226521_ref1","first-page":"682","article-title":"A research on the evaluation method of high-frequency whining noise in electric drivetrain","volume":"41","author":"Kang","year":"2019","journal-title":"Automobile Engineering."},{"issue":"5","key":"10.3233\/JCM-226521_ref2","first-page":"7","article-title":"Gear noise and gear modification","volume":"20","author":"Yuan","year":"2006","journal-title":"Mechanics Research and Application."},{"issue":"6","key":"10.3233\/JCM-226521_ref3","first-page":"557","article-title":"Application study of micro-modification of tooth surfaces in noise reduction of automobile transmissions","volume":"31","author":"Ge","year":"2009","journal-title":"Automobile Engineering."},{"issue":"05","key":"10.3233\/JCM-226521_ref4","first-page":"16","article-title":"Optimization of reducer whistling based on gear modification","author":"Wu","year":"2019","journal-title":"Automobile Technology."},{"issue":"23","key":"10.3233\/JCM-226521_ref6","first-page":"9354","article-title":"Research on noise reduction of secondary reducer gears for new energy vehicles based on diagonal modification","volume":"20","author":"Zhao","year":"2020","journal-title":"Science Technology and Engineering."},{"issue":"1","key":"10.3233\/JCM-226521_ref7","first-page":"76","article-title":"Dual-objective optimization of howling noise reduction for the reducer of electric vehicles","volume":"40","author":"Xu","year":"2018","journal-title":"Automobile Engineering."},{"issue":"23","key":"10.3233\/JCM-226521_ref8","first-page":"103","article-title":"Simulation of excitation and tooth surface optimization and modification of high-speed gear transmission errors and meshing impacts","volume":"38","author":"Jia","year":"2019","journal-title":"The Vibration and Shock Journal."},{"key":"10.3233\/JCM-226521_ref11","doi-asserted-by":"publisher","DOI":"10.1145\/130385.130401"},{"issue":"05","key":"10.3233\/JCM-226521_ref12","first-page":"912","article-title":"Transverse flux permanent magnet machine optimizationbased on orthogonal design and support vector machines","volume":"20","author":"Bao","year":"2012","journal-title":"Journal of Basic Science and Engineering."},{"issue":"08","key":"10.3233\/JCM-226521_ref13","first-page":"971","article-title":"Study on para meter design based on orthogonal test and support vector machine","volume":"22","author":"Sun","year":"2011","journal-title":"China Mechanical Engineering."},{"issue":"04","key":"10.3233\/JCM-226521_ref14","first-page":"89","article-title":"The study on gear micro modification based on MASTA","volume":"27","author":"Yang","year":"2012","journal-title":"Journal of Beijing Information Science and Technology University."},{"issue":"10","key":"10.3233\/JCM-226521_ref15","first-page":"89","article-title":"Research on low-noise design of gear based on MASTA software","volume":"38","author":"Ye","year":"2016","journal-title":"Ship Science and Technology."},{"issue":"04","key":"10.3233\/JCM-226521_ref16","first-page":"283","article-title":"Design method of robust optimization based on orthogonal tests and its application","volume":"15","author":"Chen","year":"2004","journal-title":"China Mechanical Engineering."},{"key":"10.3233\/JCM-226521_ref17","unstructured":"Zhai GF, Liang HM, Wang H, et al. Research on the parameters optimum design of polarized magnetic system based on orthogonal design. Proceedings of the CSEE., 2003; 23(10): 158."},{"issue":"7","key":"10.3233\/JCM-226521_ref18","first-page":"243","article-title":"Design of addendum modification parameters of spur gear pair","volume":"35","author":"Sun","year":"2018","journal-title":"Engineering Mechanics."}],"container-title":["Journal of Computational Methods in Sciences and Engineering"],"original-title":[],"link":[{"URL":"https:\/\/content.iospress.com\/download?id=10.3233\/JCM-226521","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,21]],"date-time":"2026-04-21T22:06:51Z","timestamp":1776809211000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/full\/10.3233\/JCM-226521"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,2,4]]},"references-count":15,"journal-issue":{"issue":"1"},"URL":"https:\/\/doi.org\/10.3233\/jcm-226521","relation":{},"ISSN":["1472-7978","1875-8983"],"issn-type":[{"value":"1472-7978","type":"print"},{"value":"1875-8983","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,2,4]]}}}