基于聚类算法与多智能体的细碎化耕地空间优化研究

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关键词:耕地细碎化;聚类算法;多智能体;耕地空间优化;新北区 中图分类号:F301.21;TP311.13;F323.211文献标志码:A文章编号:2095-6819(2025)051196-10doi:10.13254/jare2024.0438
Spatial optimization of fragmented farmland based on clustering algorithm and multi-agent system
HUANG Bingyuan 11,2,3,⋅ , HUANG Qiuhac 1,2,3,5* ,YANG Lihong1,2,3,4, CHEN Zhenjie1,23 (1.ScholofGeographyandOceanSciene,NanjingUniversityNanjing103,China;.KeyLaboratoryoftheCoastalZone ExploitationndProteoistryofatualsouesng,Cia;3.KeybatoryfoandtelitRoesin Applications,inistryfaturalesources,anjingo3China;4JangsurovincialKeyLaboratoryofGeogaphicIfoatio ScienceandTechnologyanjngO3,China;5.JiangsuCenterforColaborativeIovationiGeograpicalInformationRsouce Development and Application,Nanjing 21oo23,China)
Abstract:Toaievelargescaleutlatinofculivatedlandresoucestroughmropareladjustments,addressingthhallgsf fragmentedcultivatedlandgoveane,suingfoodsurityndpromotigsaiableiculturalevelopent,tisdd landscapepatteindicesandacomprehensiveweightedoverlaymethodtoevaluate tefragmentationandarablelandresouesuitability intheXinbeiDistrictofChangzhuCity.eKmedoidscusteringalgoritwasusedtocategoretypesoffarlandfragmentatnda multi-agentmodelwasdevelopedtooptimizethespatiallayoutofthecultivatedland.TheresultsshowedthatusingtheK-medods clusteringalgiatedlandsaiditooigosdlampepedndateddfrdt proportion of non-contiguous and regular cultivated land was 53.68% ,suggesting severe cultivated land fragmentation. The overall level of landresourcesuitabilityforcultivationinthestudyareawasrelativelyhigh,withtheproportionofhighlyandrelativelyhighlysuitable plotsbeing 14.03% and 44.83% ,respectively.The spatial distribution showedapatern of higher in the north and west and lower in the southndeastTultgntoelielyidpatialagetfgmnedasmprovgovalblad suitabilityiooossedadoutiniol optimizationresults,butrequiredlargerscalefarmlandadjustments,withareasofhgherrablelandresourcesuitabilitytakingonore responsibilityforlandrestoration.Thefarmlandspatialoptimizationmodeldevelopedinthisstudydemonstratesstrongoptiization effectiveness and provides a scientific basis for addressing regional farmland fragmentation.
Keywords:farmlandfragmentation;clusteringalgorithm;multi-agentsystem;farmland spatialoptimization;XinbeiDistrict
耕地细碎化是自然资源禀赋与人类活动相互作用的复杂结果,耕地被分割成大小不一、空间分散的破碎地块,是我国耕地资源利用的典型特征[1-2]。(剩余17767字)