Article(id=1242119791629111590, tenantId=1146029695717560320, journalId=1146031591421210625, issueId=1242119418122146783, articleNumber=null, orderNo=null, doi=null, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1257091200000, receivedDateStr=2009-11-02, revisedDate=1264694400000, revisedDateStr=2010-01-29, acceptedDate=null, acceptedDateStr=null, onlineDate=1269705600000, onlineDateStr=2010-03-28, pubDate=1269705600000, pubDateStr=2010-03-28, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1269705600000, onlineIssueDateStr=2010-03-28, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1774074035790, creator=sys-migrate, updateTime=1774074035790, updator=sys-migrate, issue=Issue{id=1242119418122146783, tenantId=1146029695717560320, journalId=1146031591421210625, year='2010', volume='28', issue='06', pageStart='3', pageEnd='139', issueExtLink='null', onlineDate='null', pubDate='1269705600000', pubDateStr='2010-03-28', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=3, issueType=-1, specialIssue=null, createTime=1774073946739, creator='sys-migrate', updateTime=1774073946739, updator='sys-migrate', preIssue=null, nextIssue=null, articleTotal=null, ext=null, issueFiles=null, downloadFileDto=null}, startPage=35, endPage=38, ext={EN=ArticleExt(id=1242119798352576514, articleId=1242119791629111590, tenantId=1146029695717560320, journalId=1146031591421210625, language=EN, title=Modeling and Simulation of Spiral Stirrer for Asphalt Conveyor Based on Hybrid PSO Algorithm, columnId=1242116080374710456, journalTitle=Science & Technology Review, columnName=Articles, runingTitle=null, highlight=null, articleAbstract=To overcome the difficulty of modeling for agitation characteristics of spiral stirrer for asphalt conveyor, a Neural Network (NN) model was established, based on both pitch and radius of helical blade being used as the input vector, with the rate of mixture segregation used as the output vector of NN. To avoid the shortcomings of the Back Propagation (BP) algorithm and the Particle Swarm Optimization (PSO) algorithm, a hybrid PSO algorithm PSOLM was employed as the learning algorithm of NN, which was combined with Levenberg-Marquardt (L-M) algorithm. To avoid the slow search speed reated with the global optimum in the PSO-BP algorithm, a heuristic way was adopted to give a transition from the particle swarm search to L-M search. Simulation experiment was performed with model experiment for asphalt conveyor. The results of simulation and experiment show that the proposed approach not only has faster convergence and higher computational precision than the original PSO, but also can overcome the drawbacks of BP algorithm. It is also a new and effective approach for model building of spiral stirrer agitation characteristics., authors=null, authorsList=null, authorCompany=null, correspAuthors=null, authorNote=null, correspAuthorsNote=Zhangping YOU, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=null, magXml=null, pdfUrl=null, pdf=pkaY1Qd6TUTEv5Nu+4MbPA==, pdfFileSize=543506, 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=1242119796209288185, articleId=1242119791629111590, tenantId=1146029695717560320, journalId=1146031591421210625, language=CN, title=基于混合粒子群算法的沥青转运车螺旋搅料器模型及仿真, columnId=1146540929516700224, journalTitle=科技导报, columnName=研究论文, runingTitle=null, highlight=null, articleAbstract=为解决沥青转运车螺旋搅料器搅拌特性建模困难的问题,运用人工智能理论建立了以螺距、叶片半径为输入,沥青混合料的离析率为输出的神经网络模型。为克服BP算法与粒子群算法(PSO)的缺陷,将L-M算法与PSO算法相融合的混合粒子群算法PSOLM应用于该神经网络模型的学习算法中。为避免PSOLM算法在全局最优值附近的搜索过程变慢,采用一种从PSO搜索到L-M搜索的启发式算法。仿真试验结果表明,与BP算法、PSOBP算法相比,该算法不仅对螺旋搅料器模型的精度和建模的效率有显著的提高,而且改善了PSO算法的全局寻优能力,提高了算法的收敛速度和计算精度,避免了PSO算法早熟现象的出现,为螺旋搅料器搅拌特性的建模提供一条新的有效解决途径。, authors=游张平1, 2,李万莉1,王鹏程1,张 凯1, authorsList=游张平;;李万莉;王鹏程;张 凯, authorCompany=1. 同济大学机械工程学院,上海 201804 2. 丽水学院机械工程系,浙江丽水 323000, correspAuthors=null, authorNote=null, correspAuthorsNote=游张平, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=null, magXml=null, pdfUrl=null, pdf=pe0MlT+mTMAL28/K3mJKXA==, pdfFileSize=543506, 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)}, authors=null, keywords=[Keyword(id=1242119795815027001, tenantId=1146029695717560320, journalId=1146031591421210625, articleId=1242119791629111590, language=CN, orderNo=1, keyword=混合粒子群优化算法), Keyword(id=1242119795903103990, tenantId=1146029695717560320, journalId=1146031591421210625, articleId=1242119791629111590, language=CN, orderNo=1, keyword=仿真), Keyword(id=1242119795978601463, tenantId=1146029695717560320, journalId=1146031591421210625, articleId=1242119791629111590, language=CN, orderNo=1, keyword=建模), Keyword(id=1242119796066681848, tenantId=1146029695717560320, journalId=1146031591421210625, articleId=1242119791629111590, language=CN, orderNo=1, keyword=螺旋搅料器), Keyword(id=1242119797966701563, tenantId=1146029695717560320, journalId=1146031591421210625, articleId=1242119791629111590, language=EN, orderNo=1, keyword=hybrid particle swarm optimization algorithm), Keyword(id=1242119798050587645, tenantId=1146029695717560320, journalId=1146031591421210625, articleId=1242119791629111590, language=EN, orderNo=1, keyword=modeling), Keyword(id=1242119798134473727, tenantId=1146029695717560320, journalId=1146031591421210625, articleId=1242119791629111590, language=EN, orderNo=1, keyword=simulation), Keyword(id=1242119798218358784, tenantId=1146029695717560320, journalId=1146031591421210625, articleId=1242119791629111590, language=EN, orderNo=1, keyword=spiral stirrer)], 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=wfghvu3bhh/dKxuZ+ucVHA==, journalPrice=null, startedYear=null, abbrevIsoEn=Sci Technol Rev, journalRemark=null, publicationField=null, createdTime=null, updatedTime=1784015846012, createdBy=null, updatedBy=13041195026, firstLetterCn=K, firstLetterEn=K, subjectCode=Natural Sciences, subjectName=自然科学, subjectCodeEn=Natural Sciences, subjectNameEn=null, picCn=wfghvu3bhh/dKxuZ+ucVHA==, picEn=yjSfclmpNm7ihn9NbTZ69g==, jcr=null, cjcr=null, exts=[JournalExt(id=1283818766098219763, 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=, officeDirector=null, officePhone=null, coverPicUrl=null, journalRemark=, submitArticleUrl=null, websiteUrl=http://www.kjdb.org/CN/home, createdTime=1784015846037, updatedTime=1784015846037, createdBy=13041195026, updatedBy=13041195026, 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=1283818766144357108, language=EN, name=Science & Technology Review, nameHistory1=null, nameHistory2=null, managedBy=, sponsoredBy=, publishedBy=, editorOffice=, officeProv=null, officeCity=null, officeAddr=, officeZip=, editDirector=, officeDirector=null, officePhone=null, coverPicUrl=null, journalRemark=, submitArticleUrl=null, websiteUrl=http://www.kjdb.org/EN/home, createdTime=1784015846048, updatedTime=1784015846048, createdBy=13041195026, updatedBy=13041195026, 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=1, seqNo=null, journalTitleEn=Science & Technology Review, journalPhotoCn=wfghvu3bhh/dKxuZ+ucVHA==, journalPhotoEn=yjSfclmpNm7ihn9NbTZ69g==, journalFirstLetter=K, 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=, provinceCode=null, provinceName=null, collectFlag=false, interPubPlatform=, interPubPlatformUrl=null), detailUrlCn=https://castjournals.cast.org.cn/joweb/kjdb/CN/Y2010/V28/I06/35, detailUrlEn=https://castjournals.cast.org.cn/joweb/kjdb/EN/Y2010/V28/I06/35, pdfUrlCn=https://castjournals.cast.org.cn/joweb/kjdb/CN/PDF/Y2010/V28/I06/35, pdfUrlEn=https://castjournals.cast.org.cn/joweb/kjdb/EN/PDF/Y2010/V28/I06/35, aliStartDate=null, aliEndDate=null, collectionFlag=false, citedCount=null, citedUrl=null, previewStatus=0, delFlag=0, hasFullText=0, orderTime=1269705600000, fullTextJson=null, articleText=null, reference=null)
收藏切换
基于混合粒子群算法的沥青转运车螺旋搅料器模型及仿真
收藏切换
PDF下载
科技导报 | 研究论文 2010,28(06): 35-38
收起
收藏切换
科技导报 |研究论文 2010 , 28 (06) : 35 -38
基于混合粒子群算法的沥青转运车螺旋搅料器模型及仿真
全屏
游张平1, 2,李万莉1,王鹏程1,张 凯1
作者信息
    1. 同济大学机械工程学院,上海 201804 2. 丽水学院机械工程系,浙江丽水 323000
通讯作者:
游张平
Modeling and Simulation of Spiral Stirrer for Asphalt Conveyor Based on Hybrid PSO Algorithm
  • Affiliations
      Corresponding Author:
      Zhangping YOU
    出版时间: 2010-03-28
    文章导航
    收藏切换
    为解决沥青转运车螺旋搅料器搅拌特性建模困难的问题,运用人工智能理论建立了以螺距、叶片半径为输入,沥青混合料的离析率为输出的神经网络模型。为克服BP算法与粒子群算法(PSO)的缺陷,将L-M算法与PSO算法相融合的混合粒子群算法PSOLM应用于该神经网络模型的学习算法中。为避免PSOLM算法在全局最优值附近的搜索过程变慢,采用一种从PSO搜索到L-M搜索的启发式算法。仿真试验结果表明,与BP算法、PSOBP算法相比,该算法不仅对螺旋搅料器模型的精度和建模的效率有显著的提高,而且改善了PSO算法的全局寻优能力,提高了算法的收敛速度和计算精度,避免了PSO算法早熟现象的出现,为螺旋搅料器搅拌特性的建模提供一条新的有效解决途径。
    混合粒子群优化算法  /  仿真  /  建模  /  螺旋搅料器
    To overcome the difficulty of modeling for agitation characteristics of spiral stirrer for asphalt conveyor, a Neural Network (NN) model was established, based on both pitch and radius of helical blade being used as the input vector, with the rate of mixture segregation used as the output vector of NN. To avoid the shortcomings of the Back Propagation (BP) algorithm and the Particle Swarm Optimization (PSO) algorithm, a hybrid PSO algorithm PSOLM was employed as the learning algorithm of NN, which was combined with Levenberg-Marquardt (L-M) algorithm. To avoid the slow search speed reated with the global optimum in the PSO-BP algorithm, a heuristic way was adopted to give a transition from the particle swarm search to L-M search. Simulation experiment was performed with model experiment for asphalt conveyor. The results of simulation and experiment show that the proposed approach not only has faster convergence and higher computational precision than the original PSO, but also can overcome the drawbacks of BP algorithm. It is also a new and effective approach for model building of spiral stirrer agitation characteristics.
    hybrid particle swarm optimization algorithm  /  modeling  /  simulation  /  spiral stirrer
    游张平;;李万莉;王鹏程;张 凯. 基于混合粒子群算法的沥青转运车螺旋搅料器模型及仿真. 科技导报, 2010 , 28 (06) : 35 -38 .
    . Modeling and Simulation of Spiral Stirrer for Asphalt Conveyor Based on Hybrid PSO Algorithm[J]. Science & Technology Review, 2010 , 28 (06) : 35 -38 .

    参考文献 引证文献
    排序方式:
    2010年第28卷第06期
    PDF下载
    220
    92
    引用本文
    BibTeX
    文章信息
    • 接收时间:2009-11-02
    • 首发时间:2010-03-28
    • 出版时间:2010-03-28
    补充材料
    相关文章
    文章信息
    作者
    出版历史
    • 收稿日期:2009-11-02
    • 修回日期:2010-01-29
    基金
    作者信息

    通讯作者:

    游张平
    参考文献
    分享链接
    https://castjournals.cast.org.cn/joweb/kjdb/CN/1242119791629111590
    分享至
    全文二维码

    扫描看全文

    引用本文
    BibTeX
    本文的引用情况
    2种不同金属材料的力学参数

    Family
    属数
    Number of
    genus
    种数
    Number of
    species
    占总种数比例
    Percentage of
    total species (%)

    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