AI赋能的农机社会化服务对水稻生产技术效率提升机制研究

——基于山东省智慧农机应用的实证分析

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关键词：智慧农机；人工智能（AI）；水稻生产技术效率；随机前沿分析；社会化服务；山东省

中图分类号：F323.3；F326.11 文献标识码：A

文章编号：0439-8114（2026）01-0233-07

DOI：10.14088/j.cnki.issn0439-8114.2026.01.034

Research on the mechanismof AI-empowered agricultural machinerysocialized services in improving rice production technical efficiency：An empirical analysis based on smart agricultural machinery applications in Shandong Province

HANJi-cai，YUANXin （AgriculturalandRuralAffirsBureauofHuiminCounty，Shandong Province，Huimin2517oo，Shandong，China）

Abstract：BasedonsurveydatafromricefarmersinhandongProvincein2O23，thetranslogstochasticfrontiermodelandTobitmodelwereusedtoempiricallexaminetheimpactpathwaysofA-empoweredagriculturalmachinerysocializedservicesonriceproductiontechnicaleficiency.Theresultssowedtatsmartagriculturalmachneryservicessignificantlyimproediceproductiontehnical efficiencyby%thouhrtificialintellgncetholoies.Aanedfiencythoughteainpathwaysntellecisionsupport，dynamicfactoroptization，ndful-procescollborativedivision.HetergeeitynalysisrevealedtatAdelived thehighesteficiencygainsinlandpreparationndharvesting，withsmall-scalefarmersbenefiting ostsignficantlyfromAservice outsourcing.ItwasrecommendedtopromoteanAI-enabledagriculturalmachinerysocializationservicesstemandbuilda"cloudplatform + intelligent equipment + data services" smart agriculture ecosystem.

Keywords：smaragriculturalmacinerytificialintellgence（A）；iceproductionechicalefciency；stochasticfontieraaly sis;socialized service;ShandongProvince

作为推动中国粮食生产效率提升及生产模式转型的核心要素，农机社会化服务在农业现代化进程中发挥着战略支撑作用[]。（剩余11012字）