Article(id=1325194198860836939, tenantId=1146029695717560320, journalId=1319690209941618849, issueId=1325194116245619276, articleNumber=null, orderNo=null, doi=10.12398/j.issn.2096-7217.2026.02.015, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1745510400000, receivedDateStr=2025-04-25, revisedDate=1750780800000, revisedDateStr=2025-06-25, acceptedDate=null, acceptedDateStr=null, onlineDate=1793880517926, onlineDateStr=2026-11-05, pubDate=1778774400000, pubDateStr=2026-05-15, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1793880517926, onlineIssueDateStr=2026-11-05, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1793880517926, creator=13701087609, updateTime=1793880517926, updator=13701087609, issue=Issue{id=1325194116245619276, tenantId=1146029695717560320, journalId=1319690209941618849, year='2026', volume='7', issue='2', pageStart='1', pageEnd='200', issueExtLink='null', onlineDate='null', pubDate='1778774400000', pubDateStr='2026-05-15', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=1, specialIssue=null, createTime=1793880498229, creator='13701087609', updateTime=1793943300582, updator='13701087609', preIssue=null, nextIssue=null, articleTotal=null, ext={EN=IssueExt(id=1325457528724795795, tenantId=1146029695717560320, journalId=1319690209941618849, issueId=1325194116245619276, language=EN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=), CN=IssueExt(id=1325457528724795796, tenantId=1146029695717560320, journalId=1319690209941618849, issueId=1325194116245619276, language=CN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=)}, issueFiles=null, downloadFileDto=null}, startPage=161, endPage=168, ext={EN=ArticleExt(id=1325194199049580620, articleId=1325194198860836939, tenantId=1146029695717560320, journalId=1319690209941618849, language=EN, title=Analysis of spatial-temporal evolution of cultivated land based on temporal index characteristics, columnId=null, journalTitle=Journal of Intelligent Agricultural Mechanization, columnName=null, runingTitle=null, highlight=null, articleAbstract=
Accurately obtaining annual cropland area and spatiotemporal change information is crucial for safeguarding the agricultural land redline and improving the efficient, economical, and intensive utilization of water resources. It also provides a scientific basis for navigation and intelligent scheduling of agricultural machinery, thereby effectively enhancing the precision and efficiency of mechanized agricultural operations. Taking the Aksu river basin in the Xinjiang Uygur Autonomous Region as an example, this study proposes a method for extracting cropland spatiotemporal change information based on time-series index features. First, based on NDVI data derived from time-series remote sensing images covering the entire crop growth phenological period, annual composite vegetation index images are generated using the maximum value compositing method, and these images are stacked into bands to construct a time-series index feature image. Second, an object-oriented segmentation approach is applied to perform multi-scale segmentation on the feature image to obtain segmentation results. Finally, the change patterns of cropland across different years revealed by the feature image are analyzed, and extraction rules for different cropland change types are established. A decision tree classification method is then employed to achieve rapid extraction of annual cropland spatiotemporal change information. Experimental results demonstrate that the proposed method can extract annual cropland change information rapidly and accurately. Analysis of the annual change information shows that the cropland area in the Aksu river basin exhibited an overall increasing trend from 2021 to 2024, with relatively high growth rates of 1.24% and 1.28% in 2022 and 2023, respectively, while the growth rate slowed to 0.42% in 2024. To validate the accuracy of the extraction results, a comparison between the statistical yearbook data of selected counties and the remote sensing monitoring data was conducted, revealing a relative error of approximately 5%. This confirms that the proposed method attains satisfactory accuracy in extracting cropland area.
, authors=Yang Yang, Kun Li, Wei Song, Mengchen Shi, authorsList=Yang Yang, Kun Li, Wei Song, Mengchen Shi, authorCompany=null, correspAuthors=Wei Song, authorNote=
, correspAuthorsNote=
, 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=1325194199338987597, articleId=1325194198860836939, tenantId=1146029695717560320, journalId=1319690209941618849, language=CN, title=基于时序指数特征的耕地时空演变分析研究, columnId=0, journalTitle=智能化农业装备学报（中英文）, columnName=, runingTitle=null, highlight=null, articleAbstract=
准确获取年度耕地面积与时空变化信息对于保障农业耕地红线和提升水资源高效节约集约利用水平至关重要，为农机作业提供科学导航与智能调度依据，有效提升农业机械化作业精度与效率。本研究以新疆维吾尔自治区阿克苏河流域为例，提出一种基于时序指数特征的耕地时空变化信息提取方法。首先基于农作物整个生长物候期时序遥感影像NDVI数据，采用最大值合成的方法获取年度综合植被指数影像，将其进行波段叠加构造得到时序指数特征影像；其次采用面向对象分割的方法对特征影像进行多尺度分割，得到分割结果；最后分析不同年度变化耕地在特征影像上的变化规律，构建不同变化类型耕地提取规则，采用决策树分类的方法实现不同年度耕地时空变化信息的快速提取。实验结果表明：采用本研究方法可以实现各年度耕地变化信息的快速准确提取。通过分析各年度耕地变化信息可知，2021—2024年间阿克苏河流域耕地面积整体呈增加趋势，2022年与2023年耕地增长率较大，为1.24%、1.28%；2024年耕地增长放缓，增长率为0.42%。为验证提取结果的准确性，基于部分县统计年鉴数据与遥感监测数据对比，结果显示两者相对误差在5%左右，由此说明本研究方法提取耕地面积准确性较好。
, authors=杨阳, 李昆, 宋伟
*, *, 石孟宸, authorsList=杨阳, 李昆, 宋伟, 石孟宸, authorCompany=null, correspAuthors=宋伟, authorNote=
, correspAuthorsNote=
, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=IuxWmh9oAV55VFjCv8DvdQ==, magXml=L5nUTrcYdmKCywNohdOfgQ==, pdfUrl=null, pdf=qNu+rnrO+pMCAQxjtuo3Hw==, pdfFileSize=1437081, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=InHXsOIJikvVX3RDhm4hng==, mapNumber=null, fund=null)}, authors=[Author(id=1325194201213841490, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, orderNo=0, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=908258261@qq.com, emailSecond=null, emailThird=null, correspondingAuthor=0, authorType=1, ext={EN=AuthorExt(id=1325194201285144660, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, authorId=1325194201213841490, language=EN, stringName=Yang Yang, firstName=Yang, middleName=null, lastName=Yang, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=null, address=Yellow River Water Conservancy Commission Information Center, Zhengzhou 450003, China, bio={"content":"
Yang Yang, E-mail: 908258261@qq.com
"}, bioImg=null, bioContent=
Yang Yang, E-mail: 908258261@qq.com
, aboutCorrespAuthor=null), CN=AuthorExt(id=1325194201360642133, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, authorId=1325194201213841490, language=CN, stringName=杨阳, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=null, address=黄河水利委员会信息中心，河南 郑州，450003, bio={"content":"
杨阳，女，1986年生，河南南阳人，硕士，高级工程师；研究方向为农业遥感信息智能提取。E-mail：908258261@qq.com
"}, bioImg=null, bioContent=
杨阳，女，1986年生，河南南阳人，硕士，高级工程师；研究方向为农业遥感信息智能提取。E-mail：908258261@qq.com
, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1325194201117372494, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, xref=null, ext=[AuthorCompanyExt(id=1325194201125761103, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, companyId=1325194201117372494, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=Yellow River Water Conservancy Commission Information Center, Zhengzhou 450003, China), AuthorCompanyExt(id=1325194201134149712, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, companyId=1325194201117372494, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=黄河水利委员会信息中心，河南 郑州，450003)])]), Author(id=1325194201436139607, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, orderNo=1, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=null, emailSecond=null, emailThird=null, correspondingAuthor=0, authorType=1, ext={EN=AuthorExt(id=1325194201536802905, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, authorId=1325194201436139607, language=EN, stringName=Kun Li, firstName=Kun, middleName=null, lastName=Li, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=null, address=Yellow River Water Conservancy Commission Information Center, Zhengzhou 450003, China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1325194201603911770, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, authorId=1325194201436139607, language=CN, stringName=李昆, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=null, address=黄河水利委员会信息中心，河南 郑州，450003, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1325194201117372494, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, xref=null, ext=[AuthorCompanyExt(id=1325194201125761103, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, companyId=1325194201117372494, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=Yellow River Water Conservancy Commission Information Center, Zhengzhou 450003, China), AuthorCompanyExt(id=1325194201134149712, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, companyId=1325194201117372494, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=黄河水利委员会信息中心，河南 郑州，450003)])]), Author(id=1325194201700380764, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, orderNo=2, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=243052997@qq.com, emailSecond=null, emailThird=null, correspondingAuthor=1, authorType=1, ext={EN=AuthorExt(id=1325194201796849758, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, authorId=1325194201700380764, language=EN, stringName=Wei Song, firstName=Wei, middleName=null, lastName=Song, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=null, address=Yellow River Water Conservancy Commission Information Center, Zhengzhou 450003, China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1325194201880735839, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, authorId=1325194201700380764, language=CN, stringName=宋伟, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=
*, *, address=黄河水利委员会信息中心，河南 郑州，450003, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1325194201117372494, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, xref=null, ext=[AuthorCompanyExt(id=1325194201125761103, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, companyId=1325194201117372494, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=Yellow River Water Conservancy Commission Information Center, Zhengzhou 450003, China), AuthorCompanyExt(id=1325194201134149712, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, companyId=1325194201117372494, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=黄河水利委员会信息中心，河南 郑州，450003)])]), Author(id=1325194201952039009, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, orderNo=3, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=null, emailSecond=null, emailThird=null, correspondingAuthor=0, authorType=1, ext={EN=AuthorExt(id=1325194202035925091, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, authorId=1325194201952039009, language=EN, stringName=Mengchen Shi, firstName=Mengchen, middleName=null, lastName=Shi, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=null, address=Yellow River Water Conservancy Commission Information Center, Zhengzhou 450003, China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1325194202094645348, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, authorId=1325194201952039009, language=CN, stringName=石孟宸, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=null, address=黄河水利委员会信息中心，河南 郑州，450003, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1325194201117372494, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, xref=null, ext=[AuthorCompanyExt(id=1325194201125761103, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, companyId=1325194201117372494, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=Yellow River Water Conservancy Commission Information Center, Zhengzhou 450003, China), AuthorCompanyExt(id=1325194201134149712, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, companyId=1325194201117372494, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=黄河水利委员会信息中心，河南 郑州，450003)])])], keywords=[Keyword(id=1325194202199502949, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, language=EN, orderNo=1, keyword=Aksu river basin), Keyword(id=1325194202266611814, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, language=EN, orderNo=2, keyword=plowland), Keyword(id=1325194202342109287, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, language=EN, orderNo=3, keyword=composite index feature), Keyword(id=1325194202413412456, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, language=EN, orderNo=4, keyword=temporal feature), Keyword(id=1325194202472132713, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, language=EN, orderNo=5, keyword=spatiotemporal variation), Keyword(id=1325194202547630186, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, language=CN, orderNo=1, keyword=阿克苏河流域), Keyword(id=1325194202631516267, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, language=CN, orderNo=2, keyword=耕地), Keyword(id=1325194202702819436, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, language=CN, orderNo=3, keyword=综合植被指数), Keyword(id=1325194202769928301, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, language=CN, orderNo=4, keyword=时序特征), Keyword(id=1325194202862202990, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, language=CN, orderNo=5, keyword=时空变化)], refs=[Reference(id=1325194203130638449, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[1], rfOrder=0, authorNames=null, journalName=null, refType=null, unstructuredReference=熊曦柳，胡月明，文宁，等．耕地遥感识别研究进展与展望[J]．农业资源与环境学报，2020，37（6）：856-865., articleTitle=null, refAbstract=null), Reference(id=1325194203214524530, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[1], rfOrder=1, authorNames=null, journalName=null, refType=null, unstructuredReference=Xiong Xiliu, Hu Yueming, Wen Ning, et al. Progress and prospect of cultivated land extraction research using remote sensing [J]. Journal of Agricultural Resources and Environment, 2020, 37(6): 856-865., articleTitle=null, refAbstract=null), Reference(id=1325194203294216307, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[2], rfOrder=2, authorNames=null, journalName=null, refType=null, unstructuredReference=郑可心，张锡煜，张清．1985—2020年海伦市耕地质量遥感监测与空间格局变化分析[J]．黑龙江农业科学，2024（1）：29-36., articleTitle=null, refAbstract=null), Reference(id=1325194203369713780, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[2], rfOrder=3, authorNames=null, journalName=null, refType=null, unstructuredReference=Zheng Kexin, Zhang Xiyu, Zhang Qing. Remote sensing of cultivated land quality in Hailun from 1985 to 2020 [J]. Heilongjiang Agricultural Sciences, 2024(1): 29-36., articleTitle=null, refAbstract=null), Reference(id=1325194203445211253, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[3], rfOrder=4, authorNames=null, journalName=null, refType=null, unstructuredReference=王丽蒙，王加胜，杨昆，等．1990—2019年石漠化区耕地时空特征及成因分析：以富源县为例[J]．测绘通报，2022（4）：77-82., articleTitle=null, refAbstract=null), Reference(id=1325194203508125814, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[3], rfOrder=5, authorNames=null, journalName=null, refType=null, unstructuredReference=Wang Limeng, Wang Jiasheng, Yang Kun, et al. Spatial-temporal characteristics and driving forces of the cropland in rocky desertification area from 1990 to 2019: taking Fuyuan county as an example [J]. Bulletin of Surveying and Mapping, 2022(4): 77-82., articleTitle=null, refAbstract=null), Reference(id=1325194203592011895, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[4], rfOrder=6, authorNames=null, journalName=null, refType=null, unstructuredReference=Wu Z, Thenkabail P S, Mueller R, et al. Seasonal cultivated and fallow cropland mapping using MODIS-based automated cropland classification algorithm [J]. Journal of Applied Remote Sensing, 2014, 8(1): 083685., articleTitle=null, refAbstract=null), Reference(id=1325194203671703672, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[5], rfOrder=7, authorNames=null, journalName=null, refType=null, unstructuredReference=Smaliychuk A, Müller D, Prishchepov A V, et al. Recultivation of abandoned agricultural lands in Ukraine: Patterns and drivers [J]. Global Environmental Change, 2016, 38: 70-81., articleTitle=null, refAbstract=null), Reference(id=1325194203743006841, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[6], rfOrder=8, authorNames=null, journalName=null, refType=null, unstructuredReference=丁书培，李蒙蒙，汪小钦，等．基于时序遥感数据的福州市耕地非农化特征及驱动因子分析[J]．遥感技术与应用，2022，37（3）：550-563., articleTitle=null, refAbstract=null), Reference(id=1325194203814310010, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[6], rfOrder=9, authorNames=null, journalName=null, refType=null, unstructuredReference=Ding Shupei, Li Mengmeng, Wang Xiaoqin, et al. The use of time series remote sensing data to analyze the characteristics of non-agriculture farmland and their driving factors in Fuzhou [J]. Remote Sensing Technology and Application, 2022, 37(3): 550-563., articleTitle=null, refAbstract=null), Reference(id=1325194203877224571, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[7], rfOrder=10, authorNames=null, journalName=null, refType=null, unstructuredReference=周再文．基于时序遥感影像的荆州市耕地利用动态监测研究[D]．武汉：长江大学，2024., articleTitle=null, refAbstract=null), Reference(id=1325194205693358205, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[7], rfOrder=11, authorNames=null, journalName=null, refType=null, unstructuredReference=Zhou Zaiwen. Research on dynamic monitoring of arable land use in jingzhou city based on time-series remote sensing images [D]. Wuhan: Yangtze University, 2024., articleTitle=null, refAbstract=null), Reference(id=1325194206179897470, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[8], rfOrder=12, authorNames=null, journalName=null, refType=null, unstructuredReference=Dong J W, Liu J Y, Yan H M, et al. Spatio-temporal pattern and rationality of land reclamation and cropland abandonment in mid-eastern Inner Mongolia of China in 1990—2005 [J]. Environmental Monitoring and Assessment, 2011, 179(1/4): 137-153., articleTitle=null, refAbstract=null), Reference(id=1325194206540607615, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[9], rfOrder=13, authorNames=null, journalName=null, refType=null, unstructuredReference=卞嘉蓉．基于图像翻译的异源遥感影像耕地变化检测方法研究[D]．咸阳：西北农林科技大学，2024., articleTitle=null, refAbstract=null), Reference(id=1325194206616105088, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[9], rfOrder=14, authorNames=null, journalName=null, refType=null, unstructuredReference=Bian Jiarong. Research on cultivated land change detection methods based on image translation for heterogeneous remote sensing images [D]. Xianyang: Northwest A&F University, 2024., articleTitle=null, refAbstract=null), Reference(id=1325194206930677889, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[10], rfOrder=15, authorNames=null, journalName=null, refType=null, unstructuredReference=韦中晖，靳海亮，顾晓鹤，等．基于多时相协同变化检测的耕地撂荒遥感监测[J]．遥感技术与应用，2022，37（3）：539-549., articleTitle=null, refAbstract=null), Reference(id=1325194207018758274, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[10], rfOrder=16, authorNames=null, journalName=null, refType=null, unstructuredReference=Wei Zhonghui, Jin Hailiang, Gu Xiaohe, et al. Remote sensing monitoring of cultivated land abandonment based on multi-temporal collaborative change detection [J]. Remote Sensing Technology and Application, 2022, 37 (3): 539-549., articleTitle=null, refAbstract=null), Reference(id=1325194207090061443, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[11], rfOrder=17, authorNames=null, journalName=null, refType=null, unstructuredReference=Xu L L, Yang P, Yu J J, et al. Extraction of cropland field parcels with high resolution remote sensing using multi-task learning [J]. European Journal of Remote Sensing, 2023, 56(1): 2181874., articleTitle=null, refAbstract=null), Reference(id=1325194207165558916, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[12], rfOrder=18, authorNames=null, journalName=null, refType=null, unstructuredReference=孟凤，朱庆伟，董士伟，等．基于多季相分形特征的Landsat 8 OLI影像耕地信息提取方法[J]．农业机械学报，2024，55（6）：168-177., articleTitle=null, refAbstract=null), Reference(id=1325194207241056389, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[12], rfOrder=19, authorNames=null, journalName=null, refType=null, unstructuredReference=Meng Feng, Zhu Qingwei, Dong Shiwei, et al. Cropland information extraction method of Landsat 8 OLI images based on multi-seasonal fractal features [J]. Transactions of the Chinese Society for Agricultural Machinery, 2024, 55(6): 168-177., articleTitle=null, refAbstract=null), Reference(id=1325194207404634246, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[13], rfOrder=20, authorNames=null, journalName=null, refType=null, unstructuredReference=常婉秋，姚宇，席晓杰，等．基于迁移学习和非监督分类的制种玉米遥感识别方法[J]．农业机械学报，2024，55（8）：181-195., articleTitle=null, refAbstract=null), Reference(id=1325194207467548808, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[13], rfOrder=21, authorNames=null, journalName=null, refType=null, unstructuredReference=Chang Wanqiu, Yao Yu, Xi Xiaojie, et al. Remote sensing identification for seed maize with integrated migration learning and unsupervised classification [J]. Transactions of the Chinese Society for Agricultural Machinery, 2024, 55(8): 181-195., articleTitle=null, refAbstract=null), Reference(id=1325194207543046281, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[14], rfOrder=22, authorNames=null, journalName=null, refType=null, unstructuredReference=郭千慧子，汤伏全，马婷，等．基于时序遥感的黄土矿区耕地变化动态监测：以大佛寺矿区为例[J]．煤炭科学技术，2022，50（3）：215-223., articleTitle=null, refAbstract=null), Reference(id=1325194207618543754, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[14], rfOrder=23, authorNames=null, journalName=null, refType=null, unstructuredReference=Guo Qianhuizi, Tang Fuquan, Ma Ting, et al. Dynamic monitoring of cultivated land changes in loess mining areas based on time series remote sensing: A case of Dafosi mining area [J]. Coal Science and Technology, 2022, 50(3): 215-223., articleTitle=null, refAbstract=null), Reference(id=1325194207681458315, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[15], rfOrder=24, authorNames=null, journalName=null, refType=null, unstructuredReference=杨悦，杨贵军，龙慧灵，等．基于遥感时序物候特征的耕地非粮化多模式监测方法[J]．农业工程学报，2024，40（2）：283-294., articleTitle=null, refAbstract=null), Reference(id=1325194207756955788, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[15], rfOrder=25, authorNames=null, journalName=null, refType=null, unstructuredReference=Yang Yue, Yang Guijun, Long Huiling, et al. Multi-modal recognition method for non-grain cropland using remote sensing time series [J]. Transactions of the Chinese Society of Agricultural Engineering, 2024, 40 (2): 283-294., articleTitle=null, refAbstract=null), Reference(id=1325194207832453261, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[16], rfOrder=26, authorNames=null, journalName=null, refType=null, unstructuredReference=于淼．基于遥感时序分析的衡阳盆地耕地时空动态变化检测研究[D]．北京：中国地质大学（北京），2020., articleTitle=null, refAbstract=null), Reference(id=1325194207907950734, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[16], rfOrder=27, authorNames=null, journalName=null, refType=null, unstructuredReference=Yu Miao. Study of cropland spatio-temporal dynamics change detection in Hengyang basin based on remote sensing time series analysis [D]. Beijing: China University of Geosciences (Beijing), 2020., articleTitle=null, refAbstract=null), Reference(id=1325194207991836815, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[17], rfOrder=28, authorNames=null, journalName=null, refType=null, unstructuredReference=习文强，杜世宏，杜守基．多时相耕地覆盖提取和变化分析：一种结合遥感和空间统计的时空上下文方法[J]．地球信息科学学报，2022，24（2）：310-325., articleTitle=null, refAbstract=null), Reference(id=1325194208071528592, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[17], rfOrder=29, authorNames=null, journalName=null, refType=null, unstructuredReference=Xi Wenqiang, Du Shihong, Du Shouji. Multi-temporal cultivated land cover extraction and change analysis: a spatiotemporal context method combining remote sensing and spatial statistics [J]. Journal of Geo-information Science, 2022, 24(2): 310-325., articleTitle=null, refAbstract=null), Reference(id=1325194208138637457, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[18], rfOrder=30, authorNames=null, journalName=null, refType=null, unstructuredReference=马永建，汪传建，赵庆展，等．基于GF-1遥感影像的荒漠区耕地分类与提取方法[J]．石河子大学学报（自然科学版），2021，39（3）：383-390., articleTitle=null, refAbstract=null), Reference(id=1325194208218329234, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[18], rfOrder=31, authorNames=null, journalName=null, refType=null, unstructuredReference=Ma Yongjian, Wang Chuanjian, Zhao Qingzhan, et al. Study on extraction of cultivated land in desert area with GF-1 remote sensing image based on U-Net model [J]. Journal of Shihezi University(Natural Science), 2021, 39(3): 383-390., articleTitle=null, refAbstract=null), Reference(id=1325194208289632403, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[19], rfOrder=32, authorNames=null, journalName=null, refType=null, unstructuredReference=徐道雯，吴家煜，朱高龙．基于时序遥感数据的东南丘陵地区撂荒耕地提取：以福建省闽清县为例[J]．农业灾害研究，2024，14（8）：288-292., articleTitle=null, refAbstract=null), Reference(id=1325194208365129876, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[19], rfOrder=33, authorNames=null, journalName=null, refType=null, unstructuredReference=Xu Daowen, Wu Jiayu, Zhu Gaolong. et al. Extraction of abandoned farmland in southeast hilly area based on time series remote sensing data [J]. Journal of Agricultural Catastrophology, 2024, 14(8): 288-292., articleTitle=null, refAbstract=null), Reference(id=1325194210026074261, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[20], rfOrder=34, authorNames=null, journalName=null, refType=null, unstructuredReference=康鼎荣．基于MODIS-EVI的关中地区耕地非粮化遥感识别与时空演变[D]．武汉：武汉大学，2023., articleTitle=null, refAbstract=null), Reference(id=1325194210088988822, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[20], rfOrder=35, authorNames=null, journalName=null, refType=null, unstructuredReference=Kang Dingrong. Remote sensing identification and spatialtemporal evolution for non-grain production of cultivated land in Guanzhong Region based on MODIS-EVI[D]. Wuhan: Wuhan University, 2023., articleTitle=null, refAbstract=null), Reference(id=1325194210172874903, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[21], rfOrder=36, authorNames=null, journalName=null, refType=null, unstructuredReference=毛星，金晶，张欣，等．基于改进DeepLab v3+模型和迁移学习的高分遥感耕地信息提取方法[J]．江苏农业学报，2023，39（7）：1519-1529., articleTitle=null, refAbstract=null), Reference(id=1325194210260955288, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[21], rfOrder=37, authorNames=null, journalName=null, refType=null, unstructuredReference=Mao Xing, Jin Jing, Zhang Xin, et al. High-resolution remote sensing arable land information extraction method based on improved DeepLab v3+ model and transfer learning [J]. Jiangsu Journal of Agricultural Sciences, 2023, 39(7): 1519-1529., articleTitle=null, refAbstract=null), Reference(id=1325194210336452761, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[22], rfOrder=38, authorNames=null, journalName=null, refType=null, unstructuredReference=姚小晨，高凡，韩方红，等．2000—2020年阿克苏河流域土地利用强度变化及其对蒸散发的影响[J]．干旱区研究，2024，41（6）：951-963., articleTitle=null, refAbstract=null), Reference(id=1325194210411950234, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[22], rfOrder=39, authorNames=null, journalName=null, refType=null, unstructuredReference=Yao Xiaochen, Gao Fan, Han Fanghong, et al. Land use intensity change and its influence on evapotranspiration in Aksu river basin from 2000 to 2020 [J]. Arid Zone Research, 2024, 41(6): 951-963., articleTitle=null, refAbstract=null), Reference(id=1325194210479059099, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[23], rfOrder=40, authorNames=null, journalName=null, refType=null, unstructuredReference=杨秋兰，王新军，高胜寒，等．2000—2020年阿克苏河流域土地利用时空变化图谱分析[J]．湖南农业科学，2024（10）：45-52., articleTitle=null, refAbstract=null), Reference(id=1325194210537779356, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[23], rfOrder=41, authorNames=null, journalName=null, refType=null, unstructuredReference=Yang Qiulan, Wang Xinjun, Gao Shenghan, et al. Atlas of spatial and temporal changes of land use in the Aksu River Basin during 2000—2020 [J]. Hunan Agricultural Sciences, 2024(10): 45-52., articleTitle=null, refAbstract=null), Reference(id=1325194210596499613, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[24], rfOrder=42, authorNames=null, journalName=null, refType=null, unstructuredReference=许丽，岳胜如，胡雪菲．2000—2020年阿克苏河流域植被动态变化及驱动机制[J]．水土保持通报，2024，44（1）：326-334., articleTitle=null, refAbstract=null), Reference(id=1325194210667802782, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[24], rfOrder=43, authorNames=null, journalName=null, refType=null, unstructuredReference=Xu Li, Yue Shengru, Hu Xuefei. Dynamics changes and driving mechanisms of vegetation in Aksu River Basin from 2000 to 2020 [J]. Bulletin of Soiland Water Conservation, 2024, 44(1): 326-334., articleTitle=null, refAbstract=null), Reference(id=1325194210776854687, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[25], rfOrder=44, authorNames=null, journalName=null, refType=null, unstructuredReference=卢辉雄，聂振龙，王金哲，等．基于时序NDVI的石羊河流域植被时空变化规律研究[J]．地理空间信息，2020，18（5）：54-60，7., articleTitle=null, refAbstract=null), Reference(id=1325194210839769248, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[25], rfOrder=45, authorNames=null, journalName=null, refType=null, unstructuredReference=Lu Huixiong, Nie Zhenlong, Wang Jinzhe, et al. Research on vegetation spatio-temporal variation characteristics of Shiyang River Basin based on NDVI time series data [J]. Geospatial Information, 2020, 18(5): 54-60, 7., articleTitle=null, refAbstract=null), Reference(id=1325194210906878113, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[26], rfOrder=46, authorNames=null, journalName=null, refType=null, unstructuredReference=范影影，朱洪芬，刘慧芳，等．基于面向对象分割的耕地集中连片经营分布提取及其影响因素研究：以大同市云州区四乡镇为例[J]．农业资源与环境学报，2023，40（3）：548-556., articleTitle=null, refAbstract=null), Reference(id=1325194210978181282, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[26], rfOrder=47, authorNames=null, journalName=null, refType=null, unstructuredReference=Fan Yingying, Zhu Hongfen, Liu Huifang, et al. Distribution extraction and influencing factors of farmland concentrated contiguous management based on objectoriented segmentation: A case study of four towns in Yunzhou District, Datong City of China [J]. Journal of Agricultural Resources and Environment, 2023, 40(3): 548-556., articleTitle=null, refAbstract=null), Reference(id=1325194211074650275, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[27], rfOrder=48, authorNames=null, journalName=null, refType=null, unstructuredReference=吕昱，范燕敏，武红旗，等．面向对象的作物种植信息提取研究：以新疆奇台县为例[J]．山东农业科学，2020，52（6）：137-143., articleTitle=null, refAbstract=null), Reference(id=1325194211141759140, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[27], rfOrder=49, authorNames=null, journalName=null, refType=null, unstructuredReference=Lü Yu, Fan Yanmin, Wu Hongqi, et al. Study on extracting crop planting information by object-oriented method-Taking Qitai county of Xinjiang as example[J]. Shandong Agricultural Sciences, 2020, 52(6): 137-143., articleTitle=null, refAbstract=null), Reference(id=1325194211217256613, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[28], rfOrder=50, authorNames=null, journalName=null, refType=null, unstructuredReference=陈艺华，陈振杰．一种面向对象的人工草地遥感监测方法[J]．江苏农业学报，2021，37（6）：1545-1553., articleTitle=null, refAbstract=null), Reference(id=1325194211322114215, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, doi=null, pmid=null, pmcid=null, year=null, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=[28], rfOrder=51, authorNames=null, journalName=null, refType=null, unstructuredReference=Chen Yihua, Chen Zhenjie. An object-oriented remote sensing monitoring method for artificial grassland [J]. Jiangsu Journal of Agricultural Sciences, 2021, 37(6): 1545-1553., articleTitle=null, refAbstract=null)], funds=[Fund(id=1325194202967060591, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, awardId=2023YFC3209201, language=EN, fundingSource=National Key Research and Development Program of China(2023YFC3209201), fundOrder=null, country=null), Fund(id=1325194203034169456, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, awardId=2023YFC3209201, language=CN, fundingSource=国家重点研发计划(2023YFC3209201), fundOrder=null, country=null)], companyList=[AuthorCompany(id=1325194201117372494, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, xref=null, ext=[AuthorCompanyExt(id=1325194201125761103, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, companyId=1325194201117372494, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=Yellow River Water Conservancy Commission Information Center, Zhengzhou 450003, China), AuthorCompanyExt(id=1325194201134149712, tenantId=1146029695717560320, journalId=1319690209941618849, articleId=1325194198860836939, companyId=1325194201117372494, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=黄河水利委员会信息中心，河南 郑州，450003)])], figs=null, attaches=null, journal=Journal(id=1319689616527294622, delFlag=0, nameCn=智能化农业装备学报（中英文）, nameEn=Journal of Intelligent Agricultural Mechanization, nameHistory1=null, nameHistory2=null, issn=2096-7217, eissn=null, cn=32-1887/S2, coden=null, periodic=2, language=CN, oaType=null, 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=IEz3YM92XWiTCk67GBAiCA==, journalPrice=null, startedYear=null, abbrevIsoEn=Journal of Intelligent Agricultural Mechanization, journalRemark=null, publicationField=null, createdTime=1792568123229, updatedTime=1792569004778, createdBy=18614031015, updatedBy=13701087609, firstLetterCn=Z, firstLetterEn=Z, subjectCode=Agriculture, subjectName=null, subjectCodeEn=Agriculture, subjectNameEn=null, picCn=IEz3YM92XWiTCk67GBAiCA==, picEn=jlxiQ3TsEbiPEYiY4RJ8CQ==, jcr=null, cjcr=null, exts=[JournalExt(id=1319693314106970824, language=CN, name=智能化农业装备学报（中英文）, 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=, createdTime=1792569004799, updatedTime=1792569004799, createdBy=13701087609, updatedBy=13701087609, submissionGuidelinesUrl=, submissionAuthorUrl=https://znhnyzbxbauthor.cast.org.cn/webm, submissionEditorUrl=https://znhnyzbxbeditor.cast.org.cn/webm, submissionReviewUrl=https://znhnyzbxbauthor.cast.org.cn/webm, submissionCeEditorUrl=https://znhnyzbxbeditor.cast.org.cn/webm, submissionAeEditorUrl=https://znhnyzbxbeditor.cast.org.cn/webm, option={"copyright":""}), JournalExt(id=1319693314153108169, language=EN, name=Journal of Intelligent Agricultural Mechanization, 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=, createdTime=1792569004810, updatedTime=1792569004810, createdBy=13701087609, updatedBy=13701087609, submissionGuidelinesUrl=, submissionAuthorUrl=https://znhnyzbxbauthor.cast.org.cn/webm, submissionEditorUrl=https://znhnyzbxbeditor.cast.org.cn/webm, submissionReviewUrl=https://znhnyzbxbauthor.cast.org.cn/webm, submissionCeEditorUrl=https://znhnyzbxbeditor.cast.org.cn/webm, submissionAeEditorUrl=https://znhnyzbxbeditor.cast.org.cn/webm, option={"copyright":""})], databaseList=null, tenantJournalId=1319690209941618849, websiteList=[Website(id=1319694953069003123, webName=null, webTitle=null, webDomain=null, webCopyrigh=null, webIpcNo=null, seoTitle=null, seoKeywords=null, seoDescription=null, tenantJournalId=null, journalId=1319690209941618849, 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/znhnyzbxb/CN, language=CN, createTime=1792569395558, createBy=18614031015, updateTime=1792569436523, updateBy=18614031015, name=智能化农业装备学报（中英文）-中文, tplId=1146099689490845704, title=智能化农业装备学报（中英文）, delFlag=0, indexPage=/home, props=[WebsiteProps(id=1324017607078195724, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1319694953069003123, code=articleTextType, value=kx, createTime=1793599996585, updateTime=1793599996585, creator=18614031015, updator=18614031015), WebsiteProps(id=1324017607036252681, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1319694953069003123, code=banner, value=null, createTime=1793599996575, updateTime=1793599996575, creator=18614031015, updator=18614031015), WebsiteProps(id=1324017607099167247, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1319694953069003123, code=grayFlag, value=0, createTime=1793599996590, updateTime=1793599996590, creator=18614031015, updator=18614031015), WebsiteProps(id=1324017607023669768, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1319694953069003123, code=logo, value=https://castjournals.cast.org.cn/joweb/znhnyzbxb/CN/file/pic?fileId=yzSB9LWg5hLywnCT/YzvWw==, createTime=1793599996572, updateTime=1793599996572, creator=18614031015, updator=18614031015), WebsiteProps(id=1324017607115944465, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1319694953069003123, code=minRunFlag, value=0, createTime=1793599996594, updateTime=1793599996594, creator=18614031015, updator=18614031015), WebsiteProps(id=1324017607069807115, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1319694953069003123, code=picServerUrl, value=https://castjournals.cast.org.cn/joweb/znhnyzbxb/CN/file/pic, createTime=1793599996583, updateTime=1793599996583, creator=18614031015, updator=18614031015), WebsiteProps(id=1324017607107555856, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1319694953069003123, code=silenceFlag, value=0, createTime=1793599996592, updateTime=1793599996592, creator=18614031015, updator=18614031015), WebsiteProps(id=1324017607053029898, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1319694953069003123, code=staticResourcePath, value=https://castjournals.cast.org.cn/joweb/cast_kjdb_cn_619/, createTime=1793599996579, updateTime=1793599996579, creator=18614031015, updator=18614031015), WebsiteProps(id=1324017607082390029, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1319694953069003123, code=themeColor, value=null, createTime=1793599996586, updateTime=1793599996586, creator=18614031015, updator=18614031015), WebsiteProps(id=1324017607090778638, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1319694953069003123, code=themeStyle, value=.style-1 .main-menu ul>li {
margin-right: 18px;
}
@media (max-width: 1442px) {
.style-1 .main-menu ul>li a {
font-size: 16px;
padding: 10px 0;
}
}
.top-cast {
border: 0;
background: none;
display: none;
}, createTime=1793599996588, updateTime=1793599996588, creator=18614031015, updator=18614031015)]), Website(id=1319694953148694900, webName=null, webTitle=null, webDomain=null, webCopyrigh=null, webIpcNo=null, seoTitle=null, seoKeywords=null, seoDescription=null, tenantJournalId=null, journalId=1319690209941618849, 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/znhnyzbxb/EN, language=EN, createTime=1792569395577, createBy=18614031015, updateTime=1792569432575, updateBy=18614031015, name=智能化农业装备学报（中英文）-英文, tplId=1146101810881728533, title=Journal of Intelligent Agricultural Mechanization, delFlag=0, indexPage=/home, props=[WebsiteProps(id=1324017740012466741, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1319694953148694900, code=articleTextType, value=kx, createTime=1793600028279, updateTime=1793600028279, creator=18614031015, updator=18614031015), WebsiteProps(id=1324017739966329394, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1319694953148694900, code=banner, value=null, createTime=1793600028268, updateTime=1793600028268, creator=18614031015, updator=18614031015), WebsiteProps(id=1324017740389954104, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1319694953148694900, code=grayFlag, value=0, createTime=1793600028369, updateTime=1793600028369, creator=18614031015, updator=18614031015), WebsiteProps(id=1324017739936969265, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1319694953148694900, code=logo, value=https://castjournals.cast.org.cn/joweb/znhnyzbxb/CN/file/pic?fileId=yzSB9LWg5hLywnCT/YzvWw==, createTime=1793600028261, updateTime=1793600028261, creator=18614031015, updator=18614031015), WebsiteProps(id=1324017740788412986, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1319694953148694900, code=minRunFlag, value=0, createTime=1793600028464, updateTime=1793600028464, creator=18614031015, updator=18614031015), WebsiteProps(id=1324017739995689524, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1319694953148694900, code=picServerUrl, value=https://castjournals.cast.org.cn/joweb/znhnyzbxb/EN/file/pic, createTime=1793600028275, updateTime=1793600028275, creator=18614031015, updator=18614031015), WebsiteProps(id=1324017740733887033, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1319694953148694900, code=silenceFlag, value=0, createTime=1793600028451, updateTime=1793600028451, creator=18614031015, updator=18614031015), WebsiteProps(id=1324017739974718003, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1319694953148694900, code=staticResourcePath, value=https://castjournals.cast.org.cn/joweb/cast_kjdb_en_623/, createTime=1793600028270, updateTime=1793600028270, creator=18614031015, updator=18614031015), WebsiteProps(id=1324017740335428150, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1319694953148694900, code=themeColor, value=null, createTime=1793600028356, updateTime=1793600028356, creator=18614031015, updator=18614031015), WebsiteProps(id=1324017740360593975, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1319694953148694900, code=themeStyle, value=.style-1 .main-menu ul>li {
margin-right: 18px;
}
@media (max-width: 1442px) {
.style-1 .main-menu ul>li a {
font-size: 16px;
padding: 10px 0;
}
}
.top-cast {
border: 0;
background: none;
display: none;
}, createTime=1793600028362, updateTime=1793600028362, creator=18614031015, updator=18614031015)])], journalTitle=智能化农业装备学报（中英文）, weixinUrl=null, journalUrl=http://znhnyzbxb.niam.com.cn/, iacademicId=null, status=1, seqNo=null, journalTitleEn=Journal of Intelligent Agricultural Mechanization, journalPhotoCn=IEz3YM92XWiTCk67GBAiCA==, journalPhotoEn=jlxiQ3TsEbiPEYiY4RJ8CQ==, journalFirstLetter=Z, 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/znhnyzbxb/CN/10.12398/j.issn.2096-7217.2026.02.015, detailUrlEn=https://castjournals.cast.org.cn/joweb/znhnyzbxb/EN/10.12398/j.issn.2096-7217.2026.02.015, pdfUrlCn=https://castjournals.cast.org.cn/joweb/znhnyzbxb/CN/PDF/10.12398/j.issn.2096-7217.2026.02.015, pdfUrlEn=https://castjournals.cast.org.cn/joweb/znhnyzbxb/EN/PDF/10.12398/j.issn.2096-7217.2026.02.015, aliStartDate=0, aliEndDate=0, collectionFlag=false, citedCount=null, citedUrl=null, previewStatus=0, delFlag=0, hasFullText=0, orderTime=1778774400000, fullTextJson=null, articleText=null, reference=null)
全屏
文章导航
关闭全屏
