Article(id=1242137724782715118, tenantId=1146029695717560320, journalId=1146031591421210625, issueId=1242137695649079408, articleNumber=null, orderNo=19, doi=10.3981/j.issn.1000-7857.2019.15.016, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1549900800000, receivedDateStr=2019-02-12, revisedDate=1551715200000, revisedDateStr=2019-03-05, acceptedDate=null, acceptedDateStr=null, onlineDate=1566883362610, onlineDateStr=2019-08-27, pubDate=1565625600000, pubDateStr=2019-08-13, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1566883362610, onlineIssueDateStr=2019-08-27, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1774078311387, creator=sys-migrate, updateTime=1774078311387, updator=sys-migrate, issue=Issue{id=1242137695649079408, tenantId=1146029695717560320, journalId=1146031591421210625, year='2019', volume='37', issue='15', pageStart='1', pageEnd='124', issueExtLink='null', onlineDate='null', pubDate='null', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=3, issueType=-1, specialIssue=null, createTime=1774078304442, creator=sys-migrate, updateTime=1774078304442, updator=sys-migrate, preIssue=null, nextIssue=null, ext=null, issueFiles=null}, startPage=106, endPage=113, ext={EN=ArticleExt(id=1242137732244381966, articleId=1242137724782715118, tenantId=1146029695717560320, journalId=1146031591421210625, language=EN, title=An overview of virtual testing technology for unmanned ground vehicles, columnId=1242116810380743325, journalTitle=Science & Technology Review, columnName=Reviews, runingTitle=null, highlight=null, articleAbstract=Test of unmanned ground vehicle is an important step before its real operation. In the actual test stage, a lot of manpower, material resources, financial resources and time are needed. The virtual simulation test technology of unmanned ground vehicles can greatly reduce the test consumption and improve efficiency. This paper introduces the applications of unmanned ground vehicle simulation and deep learning in training unmanned ground vehicles, as well as the contribution of the application of parallel driving technology to virtual testing technology. This paper also describes the development trend of virtual testing technology, and briefly introduces related platforms of unmanned ground vehicle. According to the current development, the significance of virtual test of unmanned ground vehicles are expounded., correspAuthors=null, authorNote=null, correspAuthorsNote=null, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=null, magXml=null, pdfUrl=null, pdf=jR0x6RmoxkVRJ30Mg4gO2g==, pdfFileSize=4066826, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=null, mapNumber=null, authorCompany=1. College of Mechanical and Equipment Engineering, Hebei University of Engineering, Handan 056038, China;
2. School of Mechanical Engineering, Beijing Institute of Technology, Beijing 100081, China, fund=null, authors=SUN Yang1 , FU Zhichao1 , XIONG Guangming2 , authorsList=SUN Yang, FU Zhichao, XIONG Guangming), CN=ArticleExt(id=1242137728272376071, articleId=1242137724782715118, tenantId=1146029695717560320, journalId=1146031591421210625, language=CN, title=无人驾驶车辆虚拟测试技术的发展, columnId=1242134377686180284, journalTitle=科技导报, columnName=综述, runingTitle=null, highlight=null, articleAbstract=无人驾驶车辆测试是无人驾驶车辆上路前的一个重要环节,其在实测阶段需要消耗大量的人力、物力、财力及时间,而无人驾驶车辆虚拟仿真测试技术则可以帮助测试大大减少消耗、提高效率。介绍了无人驾驶车辆虚拟仿真的应用、利用深度学习训练无人驾驶车辆的应用以及平行驾驶技术对于无人驾驶车辆虚拟测试技术的重要性;阐述了无人驾驶车辆虚拟测试技术的发展趋势;介绍了无人驾驶车辆相关平台;根据当前发展阐述了无人驾驶车辆虚拟测试的意义。, correspAuthors=null, authorNote=孙扬,副教授,研究方向为智能车辆技术,电子信箱:sungcdx@foxmail.com, correspAuthorsNote=null, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=null, magXml=null, pdfUrl=null, pdf=mPLRQn5NZd54jZCOe45RRg==, pdfFileSize=4066826, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=null, mapNumber=null, authorCompany=1. 河北工程大学机械与装备工程学院, 邯郸 056038;
2. 北京理工大学机械与车辆学院, 北京 100081, fund=河北省自然科学基金项目(F2016402106);河北省教育厅科学研究计划项目(QN2015129), authors=孙扬1 , 付智超1 , 熊光明2 , authorsList=孙扬, 付智超, 熊光明)}, authors=null, keywords=[Keyword(id=1242137727966195839, tenantId=1146029695717560320, journalId=1146031591421210625, articleId=1242137724782715118, language=CN, orderNo=1, keyword=无人驾驶车辆), Keyword(id=1242137728045887616, tenantId=1146029695717560320, journalId=1146031591421210625, articleId=1242137724782715118, language=CN, orderNo=1, keyword=虚拟仿真), Keyword(id=1242137728129773697, tenantId=1146029695717560320, journalId=1146031591421210625, articleId=1242137724782715118, language=CN, orderNo=1, keyword=虚拟测试), Keyword(id=1242137731858505995, tenantId=1146029695717560320, journalId=1146031591421210625, articleId=1242137724782715118, language=EN, orderNo=1, keyword=unmanned ground vehicles), Keyword(id=1242137731992723724, tenantId=1146029695717560320, journalId=1146031591421210625, articleId=1242137724782715118, language=EN, orderNo=1, keyword=virtual simulation), Keyword(id=1242137732089192717, tenantId=1146029695717560320, journalId=1146031591421210625, articleId=1242137724782715118, language=EN, orderNo=1, keyword=virtual testing)], refs=null, funds=null, companyList=null, figs=null, attaches=null, journal=Journal(id=1125356956822126595, delFlag=0, nameCn=科技导报, nameEn=Science & Technology Review, nameHistory1=null, nameHistory2=null, issn=1000-7857, eissn=, cn=11-1421/N, coden=null, periodic=3, language=CN, oaType=0, ccby=null, superviseOffice=null, ownerOffice=null, pubOffice=null, editorOffice=null, officeType=null, aims=null, clcCode=null, officeProv=null, officeCity=null, officeAddr=null, officeZip=null, officeEmail=null, officePhone=null, editDirector=null, officeDirector=null, officeDirectorPhone=null, officeStaffNum=null, officeEmpNum=null, coverPicUrl=aEuqdCNQUjPEKa3rm5A/8Q==, journalPrice=null, startedYear=null, abbrevIsoEn=Sci Technol Rev, journalRemark=null, publicationField=null, createdTime=null, updatedTime=1754267492363, createdBy=null, updatedBy=13701087609, firstLetterCn=S, firstLetterEn=S, subjectCode=Natural Sciences, subjectName=自然科学, subjectCodeEn=Natural Sciences, subjectNameEn=null, picCn=aEuqdCNQUjPEKa3rm5A/8Q==, picEn=4AIQ9/oc3H8lvjeELJ6WWw==, jcr=null, cjcr=null, exts=[JournalExt(id=1159045127382855686, language=CN, name=科技导报, nameHistory1=null, nameHistory2=null, managedBy=中国科学技术协会, sponsoredBy=中国科学技术协会, publishedBy=科技导报社, editorOffice=, officeProv=null, officeCity=null, officeAddr=, officeZip=, editDirector=null, officeDirector=null, officePhone=null, coverPicUrl=null, journalRemark=, submitArticleUrl=null, websiteUrl=http://www.kjdb.org/CN/home, createdTime=1754267492385, updatedTime=1754267492385, createdBy=13701087609, updatedBy=13701087609, submissionGuidelinesUrl=http://www.kjdb.org/CN/column/column7.shtml, submissionAuthorUrl=https://kjdbauthor.cast.org.cn/webm, submissionEditorUrl=https://kjdbeditor.cast.org.cn/webm/, submissionReviewUrl=https://kjdbauthor.cast.org.cn/webm, submissionCeEditorUrl=https://kjdbeditor.cast.org.cn/webm/, submissionAeEditorUrl=https://kjdbeditor.cast.org.cn/webm/, option={"copyright":""}), JournalExt(id=1159045127433187335, language=EN, name=Science & Technology Review, nameHistory1=null, nameHistory2=null, managedBy=, sponsoredBy=, publishedBy=, editorOffice=, officeProv=null, officeCity=null, officeAddr=, officeZip=, editDirector=null, officeDirector=null, officePhone=null, coverPicUrl=null, journalRemark=, submitArticleUrl=null, websiteUrl=http://www.kjdb.org/EN/home, createdTime=1754267492398, updatedTime=1754267492398, createdBy=13701087609, updatedBy=13701087609, submissionGuidelinesUrl=http://www.kjdb.org/EN/column/column7.shtml, submissionAuthorUrl=https://kjdbauthor.manuscriptcloud.com/login, submissionEditorUrl=https://kjdbeditor.manuscriptcloud.com/login, submissionReviewUrl=https://kjdbauthor.manuscriptcloud.com/login, submissionCeEditorUrl=https://kjdbeditor.manuscriptcloud.com/login, submissionAeEditorUrl=https://kjdbeditor.manuscriptcloud.com/login, option={"copyright":""})], databaseList=null, tenantJournalId=1146031591421210625, websiteList=[Website(id=1146104741081231361, webName=null, webTitle=null, webDomain=null, webCopyrigh=null, webIpcNo=null, seoTitle=null, seoKeywords=null, seoDescription=null, tenantJournalId=null, journalId=1146031591421210625, journalNameCn=null, journalNameEn=null, grayFlag=null, tenantId=1146029695717560320, platformId=null, journalGroupId=null, journalGroupNameCn=null, journalGroupNameEn=null, type=1, domain=https://castjournals.cast.org.cn/joweb/kjdb/CN, language=CN, createTime=1751182263881, createBy=18614031015, updateTime=1751778001962, updateBy=18614031015, name=科技导报, tplId=1146099689490845704, title=科技导报, delFlag=0, indexPage=/home, props=[WebsiteProps(id=1148021146403992296, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1146104741081231361, code=articleTextType, value=kx, createTime=1751639170504, updateTime=1751639170504, creator=18614031015, updator=18614031015), WebsiteProps(id=1148021146378826469, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1146104741081231361, code=banner, value=null, createTime=1751639170498, updateTime=1751639170498, creator=18614031015, updator=18614031015), WebsiteProps(id=1148021146366243556, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1146104741081231361, code=logo, value=https://castjournals.cast.org.cn/joweb/kjdb/CN/file/pic?fileId=9GHSf7eGlIPH0Tv/OOdstA==, createTime=1751639170495, updateTime=1751639170495, creator=18614031015, updator=18614031015), WebsiteProps(id=1148021146395603687, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1146104741081231361, code=picServerUrl, value=https://castjournals.cast.org.cn/joweb/kjdb/CN/file/pic, createTime=1751639170502, updateTime=1751639170502, creator=18614031015, updator=18614031015), WebsiteProps(id=1148021146387215078, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1146104741081231361, code=staticResourcePath, value=https://castjournals.cast.org.cn/joweb/cast_kjdb_cn_619/, createTime=1751639170500, updateTime=1751639170500, creator=18614031015, updator=18614031015)]), Website(id=1146105254833139715, webName=null, webTitle=null, webDomain=null, webCopyrigh=null, webIpcNo=null, seoTitle=null, seoKeywords=null, seoDescription=null, tenantJournalId=null, journalId=1146031591421210625, journalNameCn=null, journalNameEn=null, grayFlag=null, tenantId=1146029695717560320, platformId=null, journalGroupId=null, journalGroupNameCn=null, journalGroupNameEn=null, type=1, domain=https://castjournals.cast.org.cn/joweb/kjdb/EN, language=EN, createTime=1751182386363, createBy=18614031015, updateTime=1753500121937, updateBy=18614031015, name=科技导报, tplId=1146101810881728533, title=Science & Technology Review, delFlag=0, indexPage=/home, props=[WebsiteProps(id=1155838567709528217, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1146105254833139715, code=articleTextType, value=kx, createTime=1753502988984, updateTime=1753502988984, creator=18614031015, updator=18614031015), WebsiteProps(id=1155838567692750998, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1146105254833139715, code=banner, value=null, createTime=1753502988980, updateTime=1753502988980, creator=18614031015, updator=18614031015), WebsiteProps(id=1155838567688556693, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1146105254833139715, code=logo, value=https://castjournals.cast.org.cn/joweb/kjdb/EN/file/pic?fileId=9GHSf7eGlIPH0Tv/OOdstA==, createTime=1753502988979, updateTime=1753502988979, creator=18614031015, updator=18614031015), WebsiteProps(id=1155838567705333912, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1146105254833139715, code=picServerUrl, value=https://castjournals.cast.org.cn/joweb/kjdb/EN/file/pic, createTime=1753502988983, updateTime=1753502988983, creator=18614031015, updator=18614031015), WebsiteProps(id=1155838567701139607, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1146105254833139715, code=staticResourcePath, value=https://castjournals.cast.org.cn/joweb/cast_kjdb_en_623/, createTime=1753502988982, updateTime=1753502988982, creator=18614031015, updator=18614031015)])], journalTitle=科技导报, weixinUrl=null, journalUrl=null, iacademicId=null, status=0, seqNo=null, journalTitleEn=Science & Technology Review, journalPhotoCn=aEuqdCNQUjPEKa3rm5A/8Q==, journalPhotoEn=4AIQ9/oc3H8lvjeELJ6WWw==, journalFirstLetter=S, journalRecommend=null, journalNew=null, journalCollection=1, jcrJf=null, cjcrJf=0.91, jcrJfStr=null, cjcrJfStr=null, submissionFirstDecision=null, sciSubjectClassification=null, casSubjectClassification=null, citeScore=null, totalCitationFrequency=null, icpCode=null, psCode=null, advertisingLicenseCode=null, copyrightInformation=null, country=null, option=null, provinceCode=null, provinceName=null, collectFlag=false), detailUrlCn=https://castjournals.cast.org.cn/joweb/kjdb/CN/10.3981/j.issn.1000-7857.2019.15.016, detailUrlEn=https://castjournals.cast.org.cn/joweb/kjdb/EN/10.3981/j.issn.1000-7857.2019.15.016, pdfUrlCn=https://castjournals.cast.org.cn/joweb/kjdb/CN/PDF/10.3981/j.issn.1000-7857.2019.15.016, pdfUrlEn=https://castjournals.cast.org.cn/joweb/kjdb/EN/PDF/10.3981/j.issn.1000-7857.2019.15.016, aliStartDate=null, aliEndDate=null, collectionFlag=false, citedCount=null, citedUrl=null, reference=null)
科技导报
| 综述 2019, 37(15): 106-113
无人驾驶车辆虚拟测试技术的发展
全屏
孙扬1 , 付智超1 , 熊光明2
作者信息
1. 河北工程大学机械与装备工程学院, 邯郸 056038;
2. 北京理工大学机械与车辆学院, 北京 100081
An overview of virtual testing technology for unmanned ground vehicles
Affiliations
出版时间: 2019-08-13
doi: 10.3981/j.issn.1000-7857.2019.15.016
文章导航
无人驾驶车辆测试是无人驾驶车辆上路前的一个重要环节,其在实测阶段需要消耗大量的人力、物力、财力及时间,而无人驾驶车辆虚拟仿真测试技术则可以帮助测试大大减少消耗、提高效率。介绍了无人驾驶车辆虚拟仿真的应用、利用深度学习训练无人驾驶车辆的应用以及平行驾驶技术对于无人驾驶车辆虚拟测试技术的重要性;阐述了无人驾驶车辆虚拟测试技术的发展趋势;介绍了无人驾驶车辆相关平台;根据当前发展阐述了无人驾驶车辆虚拟测试的意义。
Test of unmanned ground vehicle is an important step before its real operation. In the actual test stage, a lot of manpower, material resources, financial resources and time are needed. The virtual simulation test technology of unmanned ground vehicles can greatly reduce the test consumption and improve efficiency. This paper introduces the applications of unmanned ground vehicle simulation and deep learning in training unmanned ground vehicles, as well as the contribution of the application of parallel driving technology to virtual testing technology. This paper also describes the development trend of virtual testing technology, and briefly introduces related platforms of unmanned ground vehicle. According to the current development, the significance of virtual test of unmanned ground vehicles are expounded.
unmanned ground vehicles
/
virtual simulation
/
virtual testing
孙扬, 付智超, 熊光明.
无人驾驶车辆虚拟测试技术的发展.
科技导报,
2019
, 37
(15)
: 106
-113
.
DOI: 10.3981/j.issn.1000-7857.2019.15.016
SUN Yang, FU Zhichao, XIONG Guangming.
An overview of virtual testing technology for unmanned ground vehicles[J].
Science & Technology Review ,
2019
, 37
(15)
: 106
-113
.
DOI: 10.3981/j.issn.1000-7857.2019.15.016
2019年第37卷第15期
PDF下载
192
32
引用本文
BibTeX
文章信息
doi: 10.3981/j.issn.1000-7857.2019.15.016
接收时间:2019-02-12
首发时间:2019-08-27
出版时间:2019-08-13
收稿日期:2019-02-12
修回日期:2019-03-05
https://castjournals.cast.org.cn/joweb/kjdb/CN/10.3981/j.issn.1000-7857.2019.15.016
复制链接
引用本文
BibTeX
2种不同金属材料的力学参数
科 Family 属数 Number of genus 种数 Number of species 占总种数比例 Percentage of total species (%) 属 Genus 种数 Number of species 占总种数比例 Percentage of total species (%) 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
关闭全屏
BibTeX
EndNote
RefWorks
TxT