Article(id=1308463115444712371, tenantId=1146029695717560320, journalId=1189918454225211397, issueId=1308463111573369723, articleNumber=null, orderNo=null, doi=10.20104/j.cnki.1674-6546.20240288, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=null, receivedDateStr=null, revisedDate=1727020800000, revisedDateStr=2024-09-23, acceptedDate=null, acceptedDateStr=null, onlineDate=1789891516790, onlineDateStr=2026-09-20, pubDate=1771084800000, pubDateStr=2026-02-15, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1789891516790, onlineIssueDateStr=2026-09-20, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1789891516790, creator=13701087609, updateTime=1789891516790, updator=13701087609, issue=Issue{id=1308463111573369723, tenantId=1146029695717560320, journalId=1189918454225211397, year='2026', volume='', issue='2', pageStart='1', pageEnd='48', issueExtLink='null', onlineDate='null', pubDate='1771084800000', pubDateStr='2026-02-15', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=-1, specialIssue=null, createTime=1789891515868, creator='13701087609', updateTime=1789892789105, updator='13701087609', preIssue=null, nextIssue=null, articleTotal=null, ext={EN=IssueExt(id=1308468452159672942, tenantId=1146029695717560320, journalId=1189918454225211397, issueId=1308463111573369723, language=EN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=), CN=IssueExt(id=1308468452159672943, tenantId=1146029695717560320, journalId=1189918454225211397, issueId=1308463111573369723, language=CN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=)}, issueFiles=null, downloadFileDto=null}, startPage=41, endPage=48, ext={EN=ArticleExt(id=1308463115595707316, articleId=1308463115444712371, tenantId=1146029695717560320, journalId=1189918454225211397, language=EN, title=Research on Evaluation Method for Seat Massage Effect Based on Surface Electromyography (sEMG) Signals, columnId=null, journalTitle=Automotive Engineer, columnName=null, runingTitle=null, highlight=null, articleAbstract=

To improve the massage efficacy of electric vehicle massage seats, this paper proposes an evaluation method based on the analysis of time-frequency domain characteristics of surface Electromyography (sEMG) signals. Firstly electromyographic signals are collected from the trapezius, lower trapezius, latissimus dorsi and erector spinae muscles under three distinct states: comfort, fatigue, and massage, then those sEMG signals are preprocessed through filtering and normalization, followed by the extraction of Median Frequency (MDF) and Root Mean Square (RMS) features. Characteristic difference of the sEMG features among the three states (P<0.05) is compared, which confirms validity of the proposed evaluation method. Furthermore, the analysis of muscle relaxation across different muscle groups provides insights into the optimization of the mechanical massage structure.

, authors=Xianwen Liu, Dongqiang Li, Dongxu Huang, Xiangzheng Liu, Jietao Xie, Haibo Liu, authorsList=Xianwen Liu, Dongqiang Li, Dongxu Huang, Xiangzheng Liu, Jietao Xie, Haibo Liu, authorCompany=null, correspAuthors=null, authorNote=null, correspAuthorsNote=null, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=null, magXml=null, pdfUrl=null, pdf=null, pdfFileSize=null, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=null, mapNumber=null, fund=null), CN=ArticleExt(id=1308463115981583285, articleId=1308463115444712371, tenantId=1146029695717560320, journalId=1189918454225211397, language=CN, title=基于表面肌电信号的座椅按摩效果评价方法研究, columnId=0, journalTitle=汽车工程师, columnName=, runingTitle=null, highlight=null, articleAbstract=

为提高电动汽车按摩座椅的按摩效果,通过分析表面肌电信号时频域特征变化情况,提出了一种按摩效果评价方法。分别记录了受试者舒适态、疲劳态和按摩态的斜方横肌、下斜方肌、背阔肌和竖脊肌的肌电数据;然后对肌电信号进行滤波和归一化预处理,最后提取中值频率(MDF)和均方根值(RMS)特征。通过比较3种状态下的肌电信号特征差异(P<0.05),证明了该评价方法的有效性,并通过不同部位肌肉缓解程度分析得到机械按摩结构的优化方向。

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基于表面肌电信号的座椅按摩效果评价方法研究
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刘显文 , 李东强 , 黄东旭 , 刘向征 , 谢洁涛 , 刘海波
汽车工程师 | 2026,(2): 41-48
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汽车工程师 | 2026 , (2) : 41 -48
基于表面肌电信号的座椅按摩效果评价方法研究
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journalId=1189918454225211397, articleId=1308463115444712371, authorId=1308463117646722003, language=CN, stringName=刘海波, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=null, address=广州汽车集团股份有限公司汽车工程研究院,广州 511400, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1308463116388430774, tenantId=1146029695717560320, journalId=1189918454225211397, articleId=1308463115444712371, xref=null, ext=[AuthorCompanyExt(id=1308463116396819383, tenantId=1146029695717560320, journalId=1189918454225211397, articleId=1308463115444712371, companyId=1308463116388430774, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=Automobile Engineering Research Institute, Guangzhou Automobile Group Co., Ltd., Guangzhou 511400), AuthorCompanyExt(id=1308463116405207992, tenantId=1146029695717560320, 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刘显文, 李东强, 黄东旭, 刘向征, 谢洁涛, 刘海波
作者信息
  • 广州汽车集团股份有限公司汽车工程研究院,广州 511400
Research on Evaluation Method for Seat Massage Effect Based on Surface Electromyography (sEMG) Signals
Xianwen Liu, Dongqiang Li, Dongxu Huang, Xiangzheng Liu, Jietao Xie, Haibo Liu
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  • Automobile Engineering Research Institute, Guangzhou Automobile Group Co., Ltd., Guangzhou 511400
出版时间: 2026-02-15 doi: 10.20104/j.cnki.1674-6546.20240288
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为提高电动汽车按摩座椅的按摩效果,通过分析表面肌电信号时频域特征变化情况,提出了一种按摩效果评价方法。分别记录了受试者舒适态、疲劳态和按摩态的斜方横肌、下斜方肌、背阔肌和竖脊肌的肌电数据;然后对肌电信号进行滤波和归一化预处理,最后提取中值频率(MDF)和均方根值(RMS)特征。通过比较3种状态下的肌电信号特征差异(P<0.05),证明了该评价方法的有效性,并通过不同部位肌肉缓解程度分析得到机械按摩结构的优化方向。

表面肌电信号  /  特征提取  /  肌肉疲劳

To improve the massage efficacy of electric vehicle massage seats, this paper proposes an evaluation method based on the analysis of time-frequency domain characteristics of surface Electromyography (sEMG) signals. Firstly electromyographic signals are collected from the trapezius, lower trapezius, latissimus dorsi and erector spinae muscles under three distinct states: comfort, fatigue, and massage, then those sEMG signals are preprocessed through filtering and normalization, followed by the extraction of Median Frequency (MDF) and Root Mean Square (RMS) features. Characteristic difference of the sEMG features among the three states (P<0.05) is compared, which confirms validity of the proposed evaluation method. Furthermore, the analysis of muscle relaxation across different muscle groups provides insights into the optimization of the mechanical massage structure.

Surface Electromyography (sEMG) signals  /  Feature extraction  /  Muscle fatigue
刘显文, 李东强, 黄东旭, 刘向征, 谢洁涛, 刘海波. 基于表面肌电信号的座椅按摩效果评价方法研究. 汽车工程师, 2026 , (2) : 41 -48 . DOI: 10.20104/j.cnki.1674-6546.20240288
Xianwen Liu, Dongqiang Li, Dongxu Huang, Xiangzheng Liu, Jietao Xie, Haibo Liu. Research on Evaluation Method for Seat Massage Effect Based on Surface Electromyography (sEMG) Signals[J]. Automotive Engineer, 2026 , (2) : 41 -48 . DOI: 10.20104/j.cnki.1674-6546.20240288

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doi: 10.20104/j.cnki.1674-6546.20240288
  • 首发时间:2026-09-20
  • 出版时间:2026-02-15
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    广州汽车集团股份有限公司汽车工程研究院,广州 511400
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鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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