Article(id=1321853838991151807, tenantId=1146029695717560320, journalId=1146123222451335185, issueId=1321853648871739529, articleNumber=PA20260928_NXuCY3ij, orderNo=null, doi=null, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1753459200000, receivedDateStr=2025-07-26, revisedDate=null, revisedDateStr=null, acceptedDate=null, acceptedDateStr=null, onlineDate=1793084114072, onlineDateStr=2026-10-27, pubDate=1769270400000, pubDateStr=2026-01-25, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1793084114072, onlineIssueDateStr=2026-10-27, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1793084114072, creator=admin, updateTime=1793084114072, updator=admin, issue=Issue{id=1321853648871739529, tenantId=1146029695717560320, journalId=1146123222451335185, year='2026', volume='26', issue='2', pageStart='1', pageEnd='334', issueExtLink='null', onlineDate='null', pubDate='1769270400000', pubDateStr='2026-01-25', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=0, articleOrder=1, issueType=-1, specialIssue=null, createTime=1793084068744, creator='ztmeta', updateTime=1793085634361, updator='13701087609', preIssue=null, nextIssue=null, articleTotal=null, ext={EN=IssueExt(id=1321860215599907785, tenantId=1146029695717560320, journalId=1146123222451335185, issueId=1321853648871739529, language=EN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=), CN=IssueExt(id=1321860215599907786, tenantId=1146029695717560320, journalId=1146123222451335185, issueId=1321853648871739529, language=CN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=)}, issueFiles=null, downloadFileDto=null}, startPage=53, endPage=60, ext={CN=ArticleExt(id=1321853841855861440, articleId=1321853838991151807, tenantId=1146029695717560320, journalId=1146123222451335185, language=CN, title=区域限制下无人机-地面运输车辆联合配送路径优化, columnId=null, journalTitle=科技和产业, columnName=null, runingTitle=null, highlight=null, articleAbstract=

随着中国电子商务的快速发展,快递业务面临运输成本高、区域限制多等挑战。为解决上述问题提出了卡车、无人机和三轮车的协同配送方式,建立了区域限制下无人机-地面运输车辆联合配送路径优化模型,以最小化运输成本为目标,采用改进的自适应大邻域搜索(IALNS)算法进行求解。数值实验结果表明,IALNS算法优于Gurobi和自适应大邻域搜索(ALNS)算法。在相同客户点条件下,与传统卡车配送模式相比,无人机-地面运输车辆联合配送模式可降低34.51%的运输成本;相较于卡车-无人机联合配送模式和卡车-三轮车联合配送模式,分别降低27.47%和18.92%的运输成本。研究结果表明,该联合配送方式能够显著降低运输成本,为城市物流配送网络优化提供了可行的参考方案。

, authors=null, authorsList=null, authorCompany=null, correspAuthors=null, authorNote=null, correspAuthorsNote=null, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=null, magXml=null, pdfUrl=https://oss.bj-dx-dzqywjd-hlw-icp.inspurcloudoss.com:6063/cast-journal-prod/bf7470dab9c1421b83c79e9c82f90d7a.pdf?response-content-disposition=attachment%3B%20filename%3D%221671-1807-2026-02-0053.pdf%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Date=20261027T065032Z&X-Amz-SignedHeaders=host&X-Amz-Expires=604800&X-Amz-Credential=NjRlNmUzOGMtM2Y3OC00MDQ3LThkMmYtN2JkODRmYmI3MTgw%2F20261027%2Fbj-dx-dzqywjd-hlw-icp%2Fs3%2Faws4_request&X-Amz-Signature=b021c266b2d1a5ced030e9361574ae52fc696b474b8fa884875a473175894458, pdf=xAlpZprHFF1JXcskVauWFg==, 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)}, authors=[Author(id=1321853842459841221, tenantId=1146029695717560320, journalId=1146123222451335185, articleId=1321853838991151807, orderNo=1, firstName=null, middleName=null, lastName=null, nameCn=武雪杰, orcid=null, stid=null, country=null, authorPic=null, dead=null, email=[], emailSecond=null, emailThird=null, correspondingAuthor=0, authorType=2, ext={CN=AuthorExt(id=1321853842543727302, tenantId=1146029695717560320, journalId=1146123222451335185, articleId=1321853838991151807, authorId=1321853842459841221, language=CN, stringName=武雪杰, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=¹,, address=² 中国民用航空飞行学院机场学院,广汉618307, bio=武雪杰: 中国民用航空飞行学院机场学院,广汉618307 武雪杰(1999—),女,安徽阜阳人,硕士研究生,研究方向为航空交通运输, bioImg=null, bioContent=null, aboutCorrespAuthor=null)}, companyList=null), Author(id=1321853842753442503, tenantId=1146029695717560320, journalId=1146123222451335185, articleId=1321853838991151807, orderNo=2, firstName=null, middleName=null, lastName=null, nameCn=王旻轲, orcid=null, stid=null, country=null, authorPic=null, dead=null, email=[], emailSecond=null, emailThird=null, correspondingAuthor=1, authorType=2, ext={CN=AuthorExt(id=1321853842891854536, tenantId=1146029695717560320, journalId=1146123222451335185, articleId=1321853838991151807, authorId=1321853842753442503, language=CN, stringName=王旻轲, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=¹,, address=² 中国民用航空飞行学院机场学院,广汉618307, bio=王旻轲: 中国民用航空飞行学院机场学院,广汉618307 王旻轲(1986—),男,四川成都人,博士,副教授,研究方向为系统工程与决策科学、物流系统优化* 王旻轲(1986—),男,四川成都人,博士,副教授,研究方向为系统工程与决策科学、物流系统优化, bioImg=null, bioContent=null, aboutCorrespAuthor=null)}, companyList=null), Author(id=1321853843088986825, tenantId=1146029695717560320, journalId=1146123222451335185, articleId=1321853838991151807, orderNo=3, firstName=null, middleName=null, lastName=null, nameCn=胡浩浩, orcid=null, stid=null, country=null, authorPic=null, dead=null, email=[], emailSecond=null, emailThird=null, correspondingAuthor=0, authorType=2, ext={CN=AuthorExt(id=1321853843206427338, tenantId=1146029695717560320, journalId=1146123222451335185, articleId=1321853838991151807, authorId=1321853843088986825, language=CN, stringName=胡浩浩, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=¹,, address=² 中国民用航空飞行学院机场学院,广汉618307, bio=胡浩浩: 中国民用航空飞行学院机场学院,广汉618307 胡浩浩(1998—),男,甘肃天水人,硕士研究生,研究方向为航空交通运输。, bioImg=null, bioContent=null, aboutCorrespAuthor=null)}, companyList=null)], keywords=[Keyword(id=1321853843349033675, tenantId=1146029695717560320, journalId=1146123222451335185, articleId=1321853838991151807, language=CN, orderNo=1, keyword=区域限制), Keyword(id=1321853843562943180, tenantId=1146029695717560320, journalId=1146123222451335185, articleId=1321853838991151807, language=CN, orderNo=2, keyword=无人机-地面运输车辆联合配送), Keyword(id=1321853843730715341, tenantId=1146029695717560320, journalId=1146123222451335185, articleId=1321853838991151807, language=CN, orderNo=3, keyword=改进的自适应大邻域搜索算法)], refs=null, funds=[Fund(id=1321853843869127374, tenantId=1146029695717560320, journalId=1146123222451335185, articleId=1321853838991151807, awardId=2104556396692443138, language=CN, fundingSource=中央高校基本科研业务费项目, fundOrder=null, country=null)], companyList=[AuthorCompany(id=1321853842044605121, tenantId=1146029695717560320, journalId=1146123222451335185, articleId=1321853838991151807, xref=1, ext=[AuthorCompanyExt(id=1321853842052993730, tenantId=1146029695717560320, journalId=1146123222451335185, articleId=1321853838991151807, companyId=1321853842044605121, language=CN, country=null, province=null, city=null, postcode=null, companyName=中国民用航空飞行学院机场学院,广汉618307, departmentName=null, remark=^1. 中国民用航空飞行学院机场学院,广汉618307)]), AuthorCompany(id=1321853842342400707, tenantId=1146029695717560320, journalId=1146123222451335185, articleId=1321853838991151807, xref=2^*, ext=[AuthorCompanyExt(id=1321853842354983620, tenantId=1146029695717560320, journalId=1146123222451335185, articleId=1321853838991151807, companyId=1321853842342400707, language=CN, country=null, province=null, city=null, postcode=null, companyName=中国民用航空飞行学院机场学院,广汉618307, departmentName=null, remark=^2. 中国民用航空飞行学院机场学院,广汉618307)])], figs=null, attaches=null, journal=Journal(id=1146119232468656133, delFlag=0, nameCn=科技和产业, nameEn=Science Technology and Industry, nameHistory1=null, nameHistory2=null, issn=1671-1807, eissn=, cn=11-4671/T, coden=null, periodic=3, language=CN, oaType=是, 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=65omA9nasEwsJtKyya4q2A==, journalPrice=null, startedYear=null, abbrevIsoEn=Sci Technol Ind, journalRemark=null, publicationField=null, createdTime=null, updatedTime=1788948806777, createdBy=null, updatedBy=13041195026, firstLetterCn=K, firstLetterEn=K, subjectCode=Multidisciplinary, subjectName=null, subjectCodeEn=Multidisciplinary, subjectNameEn=null, picCn=65omA9nasEwsJtKyya4q2A==, picEn=/wwFtLNQXxKpecNSjAf1AQ==, jcr=null, cjcr=null, exts=[JournalExt(id=1304509103758398326, language=CN, name=科技和产业, nameHistory1=null, nameHistory2=null, managedBy=中国科学技术协会, sponsoredBy=中国技术经济学会, publishedBy=《科技和产业》编辑部, editorOffice=, officeProv=null, officeCity=null, officeAddr=, officeZip=, editDirector=, officeDirector=null, officePhone=null, coverPicUrl=null, journalRemark=, submitArticleUrl=null, websiteUrl=http://www.kjhcy.org/kjycy/home, createdTime=1788948806943, updatedTime=1788948806943, createdBy=13041195026, updatedBy=13041195026, submissionGuidelinesUrl=http://www.kjhcy.org/kjycy/site/menu/20110121105642001, submissionAuthorUrl=http://www.kjhcy.org/kjycy/author/login, submissionEditorUrl=http://www.kjhcy.org/kjycy/editor/login, submissionReviewUrl=http://www.kjhcy.org/kjycy/user/login, submissionCeEditorUrl=, submissionAeEditorUrl=, option={"copyright":""}), JournalExt(id=1304509103808729975, language=EN, name=Science Technology and Industry, 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.kjhcy.org/kjycy/home, createdTime=1788948806955, updatedTime=1788948806955, createdBy=13041195026, updatedBy=13041195026, submissionGuidelinesUrl=, submissionAuthorUrl=http://www.kjhcy.org/kjycy/author/login, submissionEditorUrl=http://www.kjhcy.org/kjycy/editor/login, submissionReviewUrl=http://www.kjhcy.org/kjycy/user/login, submissionCeEditorUrl=, submissionAeEditorUrl=, option={"copyright":""})], databaseList=null, tenantJournalId=1146123222451335185, websiteList=[Website(id=1148243202395595182, webName=null, webTitle=null, webDomain=null, webCopyrigh=null, webIpcNo=null, seoTitle=null, seoKeywords=null, seoDescription=null, tenantJournalId=null, journalId=1146123222451335185, 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/kjhcy/CN, language=CN, createTime=1751692112778, createBy=18614031015, updateTime=1753522130587, updateBy=18614031015, name=科技和产业-中文站点, tplId=1146099689490845704, title=科技和产业, delFlag=0, indexPage=/home, props=[WebsiteProps(id=1155919343281103033, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1148243202395595182, code=articleTextType, value=kx, createTime=1753522247381, updateTime=1753522247381, creator=18614031015, updator=18614031015), WebsiteProps(id=1155919343260131510, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1148243202395595182, code=banner, value=null, createTime=1753522247376, updateTime=1753522247376, creator=18614031015, updator=18614031015), WebsiteProps(id=1155919343251742901, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1148243202395595182, code=logo, value=https://castjournals.cast.org.cn/joweb/kjdb/CN/file/pic?fileId=NeDGaoVSnAwTO5bjjrifjg==, createTime=1753522247374, updateTime=1753522247374, creator=18614031015, updator=18614031015), WebsiteProps(id=1155919343272714424, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1148243202395595182, code=picServerUrl, value=https://castjournals.cast.org.cn/joweb/kjdb/CN/file/pic, createTime=1753522247379, updateTime=1753522247379, creator=18614031015, updator=18614031015), WebsiteProps(id=1155919343268520119, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1148243202395595182, code=staticResourcePath, value=https://castjournals.cast.org.cn/joweb/cast_kjdb_cn_619/, createTime=1753522247378, updateTime=1753522247378, creator=18614031015, updator=18614031015)]), Website(id=1155919131955314719, webName=null, webTitle=null, webDomain=null, webCopyrigh=null, webIpcNo=null, seoTitle=null, seoKeywords=null, seoDescription=null, tenantJournalId=null, journalId=1146123222451335185, 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/kjhcy/EN, language=EN, createTime=1753522197002, createBy=18614031015, updateTime=1753522207756, updateBy=18614031015, name=科技和产业-英文站点, tplId=1146101810881728533, title=Science Technology and Industry, delFlag=0, indexPage=/home, props=[WebsiteProps(id=1155919498877194448, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1155919131955314719, code=articleTextType, value=kx, createTime=1753522284478, updateTime=1753522284478, creator=18614031015, updator=18614031015), WebsiteProps(id=1155919498860417229, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1155919131955314719, code=banner, value=null, createTime=1753522284474, updateTime=1753522284474, creator=18614031015, updator=18614031015), WebsiteProps(id=1155919498852028620, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1155919131955314719, code=logo, value=https://castjournals.cast.org.cn/joweb/kjdb/CN/file/pic?fileId=NeDGaoVSnAwTO5bjjrifjg==, createTime=1753522284472, updateTime=1753522284472, creator=18614031015, updator=18614031015), WebsiteProps(id=1155919498873000143, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1155919131955314719, code=picServerUrl, value=https://castjournals.cast.org.cn/joweb/kjdb/CN/file/pic, createTime=1753522284477, updateTime=1753522284477, creator=18614031015, updator=18614031015), WebsiteProps(id=1155919498864611534, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1155919131955314719, code=staticResourcePath, value=https://castjournals.cast.org.cn/joweb/cast_kjdb_cn_619/, createTime=1753522284476, updateTime=1753522284476, creator=18614031015, updator=18614031015)])], journalTitle=科技和产业, weixinUrl=null, journalUrl=null, iacademicId=null, status=1, seqNo=null, journalTitleEn=Science Technology and Industry, journalPhotoCn=65omA9nasEwsJtKyya4q2A==, journalPhotoEn=/wwFtLNQXxKpecNSjAf1AQ==, journalFirstLetter=K, journalRecommend=null, journalNew=null, journalCollection=null, jcrJf=null, cjcrJf=null, 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/kjhcy/CN/Y2026/V26/I2/53, detailUrlEn=https://castjournals.cast.org.cn/joweb/kjhcy/EN/Y2026/V26/I2/53, pdfUrlCn=https://castjournals.cast.org.cn/joweb/kjhcy/CN/PDF/Y2026/V26/I2/53, pdfUrlEn=https://castjournals.cast.org.cn/joweb/kjhcy/EN/PDF/Y2026/V26/I2/53, aliStartDate=null, aliEndDate=null, collectionFlag=false, citedCount=null, citedUrl=null, previewStatus=0, delFlag=0, hasFullText=0, orderTime=1769270400000, fullTextJson=null, articleText=null, reference=null)