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农业 AI 大模型在茼蒿、菠菜等速生叶菜的批次化种植智能调度系统

茼蒿、菠菜、生菜、油麦菜等速生叶菜是我国“菜篮子”工程的重要品类,具有生长周期短、复种指数高、市场需求稳定的特点,是设施蔬菜种植的核心品类,传统速生叶菜种植面临批次化种植规划不合理、市场供需错配、种植管理粗放、产量品质不均、人工成本高等痛点,农业AI大模型在速生叶菜批次化种植中的智能调度系统,实现了速生叶菜从种植规划、田间管理到采收上市的全流程智能化调度与管控,推动速生叶菜产业向标准化、批次化、全年化稳定供应方向发展。
农业 AI 大模型在茼蒿、菠菜等速生叶菜的批次化种植智能调度系统
来源:江苏叁拾叁

发布时间:2026-04-14

31阅读


茼蒿、菠菜、生菜、油麦菜等速生叶菜是我国“菜篮子”工程的重要品类,具有生长周期短、复种指数高、市场需求稳定的特点,是设施蔬菜种植的核心品类,传统速生叶菜种植面临批次化种植规划不合理、市场供需错配、种植管理粗放、产量品质不均、人工成本高等痛点,农业AI大模型在速生叶菜批次化种植中的智能调度系统,实现了速生叶菜从种植规划、田间管理到采收上市的全流程智能化调度与管控,推动速生叶菜产业向标准化、批次化、全年化稳定供应方向发展。

农业AI大模型为速生叶菜构建了批次化种植智能规划与市场供需匹配体系,整合茼蒿、菠菜、生菜、油麦菜等不同速生叶菜品种的生长周期、产量表现、种植适应性,以及市场消费数据、价格走势、订单需求、气候特征等多源数据,构建了速生叶菜批次化种植智能调度模型。速生叶菜生长周期多为20-45天,可全年多批次种植,模型通过深度分析市场供需规律、价格波动周期、不同品种的季节适应性,精准规划全年的种植批次、播种时间、种植品种与种植面积,实现“全年分批播种、均衡上市”,避免集中上市导致的价格暴跌、滞销,或供应短缺导致的市场缺口,保障种植收益的稳定。针对设施种植与露地种植的不同条件,模型优化不同季节的种植品种选择,冬季低温季节推荐耐寒的菠菜、茼蒿品种,夏季高温季节推荐耐热的生菜、油麦菜品种,同时优化批次间隔与种植面积,保障全年稳定供应。针对订单农业模式,模型根据市场订单需求,精准规划播种时间、种植面积与采收期,实现采收期与订单需求的精准匹配。江苏叁拾叁在山东、江苏、上海等速生叶菜主产区的实践中,打造的批次化种植智能调度系统,使叶菜种植滞销率从传统的20%降至3%以下,种植收益稳定性大幅提升。

农业AI大模型3

速生叶菜批次化种植全周期智能管控是系统的核心应用,模型结合不同速生叶菜品种、不同批次的生长周期,构建了标准化的田间管理模型。针对茼蒿、菠菜、生菜等不同品种,以及不同季节的气候条件,模型优化播种、育苗、定植、水肥管理、病虫害防控的全流程标准化方案,实现不同批次叶菜的长势、产量、品质均匀一致。在水肥管理方面,速生叶菜生长速度快、需水需肥规律集中,模型针对叶菜的发芽期、幼苗期、快速生长期、采收期的不同需求,动态优化水肥管理方案,通过水肥一体化设备实现精准灌溉施肥,保障叶菜快速、均匀生长,缩短生长周期,提升产量与品质。针对不同批次的叶菜,模型实现标准化的水肥管控,确保同一品种不同批次的生长周期、产量品质一致,保障上市供应的稳定性。在病虫害防控方面,模型针对速生叶菜高发的霜霉病、软腐病、蚜虫、菜青虫等病虫害,结合设施内环境数据,构建病虫害发生预测模型,提前预警发生风险,优先推荐物理防治、生物防治等绿色防控措施,严格控制农药使用与安全间隔期,保障速生叶菜的食品安全。

速生叶菜采收与上市智能调度是系统的核心优势,模型通过监测不同批次叶菜的生长状态、成熟度,精准预测最佳采收时间与采收量,优化采收、分拣、包装、冷链运输、上市销售的全流程调度。针对不同批次的叶菜,模型根据市场需求、价格走势、订单情况,优化采收时间与上市节奏,最大化提升种植收益;针对商超、电商平台、批发市场等不同销售渠道,优化分拣、分级、包装方案,匹配不同渠道的商品标准。系统联动冷链物流资源,优化配送路线与配送时间,保障速生叶菜从田间到餐桌的新鲜度,提升商品率。同时模型构建了速生叶菜种植全流程数字化台账,记录不同批次的种植、管理、采收、检测数据,实现产品全程可追溯,提升市场竞争力。

系统还可根据不同批次叶菜的种植效果、市场反馈,通过大数据分析持续优化种植规划与管理方案,提升批次化种植的精准度与收益。该系统在山东寿光、江苏苏州、上海青浦等速生叶菜主产区推广应用后,速生叶菜全年种植批次从传统的8-10茬提升至12-15茬,土地利用率与复种指数大幅提升,平均亩产提升20%,人工管理成本降低50%,实现了速生叶菜的全年稳定、标准化、高效益种植供应。


上一篇:农业 AI 大模型在罗汉果种植中的桂林喀斯特地貌适配与智能管理 下一篇:农业 AI 大模型在青梅种植中的花果管理与加工品质适配智能管控
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when-present<#else>when-missing. (These only cover the last step of the expression; to cover the whole expression, use parenthesis: (myOptionalVar.foo)!myDefault, (myOptionalVar.foo)?? ---- ---- FTL stack trace ("~" means nesting-related): - Failed at: ${item.ID} [in template "mobile/hydt.shtml" at line 201, column 188] - Reached through: @wtl_col columnId="220" [in template "mobile/hydt.shtml" at line 199, column 105] - Reached through: @wtl_list columnId="15" fields="TITLE... [in template "mobile/hydt.shtml" at line 195, column 73] ---- Java stack trace (for programmers): ---- freemarker.core.InvalidReferenceException: [... Exception message was already printed; see it above ...] at freemarker.core.InvalidReferenceException.getInstance(InvalidReferenceException.java:134) at freemarker.core.EvalUtil.coerceModelToTextualCommon(EvalUtil.java:467) at freemarker.core.EvalUtil.coerceModelToStringOrMarkup(EvalUtil.java:389) at freemarker.core.EvalUtil.coerceModelToStringOrMarkup(EvalUtil.java:358) at freemarker.core.DollarVariable.calculateInterpolatedStringOrMarkup(DollarVariable.java:100) at freemarker.core.DollarVariable.accept(DollarVariable.java:63) at freemarker.core.Environment.visit(Environment.java:330) at freemarker.core.Environment.visit(Environment.java:372) at freemarker.core.Environment$NestedElementTemplateDirectiveBody.render(Environment.java:2900) at com.whir.tags.directive.tags.ColumnTag.execute(ColumnTag.java:486) at freemarker.core.Environment.visit(Environment.java:445) at freemarker.core.UnifiedCall.accept(UnifiedCall.java:101) at freemarker.core.Environment.visit(Environment.java:330) at freemarker.core.Environment.visit(Environment.java:372) at freemarker.core.IteratorBlock$IterationContext.executedNestedContentForCollOrSeqListing(IteratorBlock.java:317) at freemarker.core.IteratorBlock$IterationContext.executeNestedContent(IteratorBlock.java:271) at freemarker.core.IteratorBlock$IterationContext.accept(IteratorBlock.java:242) at freemarker.core.Environment.visitIteratorBlock(Environment.java:642) at freemarker.core.IteratorBlock.acceptWithResult(IteratorBlock.java:107) at freemarker.core.IteratorBlock.accept(IteratorBlock.java:93) at freemarker.core.Environment.visit(Environment.java:330) at freemarker.core.Environment.visit(Environment.java:372) at freemarker.core.Environment$NestedElementTemplateDirectiveBody.render(Environment.java:2900) at com.whir.tags.directive.tags.ListTag.execute(ListTag.java:322) at freemarker.core.Environment.visit(Environment.java:445) at freemarker.core.UnifiedCall.accept(UnifiedCall.java:101) at 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org.apache.catalina.core.ApplicationFilterChain.doFilter(ApplicationFilterChain.java:144) at org.springframework.web.filter.OncePerRequestFilter.doFilter(OncePerRequestFilter.java:101) at org.apache.catalina.core.ApplicationFilterChain.internalDoFilter(ApplicationFilterChain.java:168) at org.apache.catalina.core.ApplicationFilterChain.doFilter(ApplicationFilterChain.java:144) at org.springframework.web.filter.OncePerRequestFilter.doFilter(OncePerRequestFilter.java:101) at org.apache.catalina.core.ApplicationFilterChain.internalDoFilter(ApplicationFilterChain.java:168) at org.apache.catalina.core.ApplicationFilterChain.doFilter(ApplicationFilterChain.java:144) at com.alibaba.druid.support.http.WebStatFilter.doFilter(WebStatFilter.java:124) at org.apache.catalina.core.ApplicationFilterChain.internalDoFilter(ApplicationFilterChain.java:168) at org.apache.catalina.core.ApplicationFilterChain.doFilter(ApplicationFilterChain.java:144) at org.springframework.security.web.FilterChainProxy$VirtualFilterChain.doFilter(FilterChainProxy.java:320) at org.springframework.security.web.access.intercept.FilterSecurityInterceptor.invoke(FilterSecurityInterceptor.java:127) at org.springframework.security.web.access.intercept.FilterSecurityInterceptor.doFilter(FilterSecurityInterceptor.java:91) at org.springframework.security.web.FilterChainProxy$VirtualFilterChain.doFilter(FilterChainProxy.java:334) at org.springframework.security.web.access.ExceptionTranslationFilter.doFilter(ExceptionTranslationFilter.java:119) at org.springframework.security.web.FilterChainProxy$VirtualFilterChain.doFilter(FilterChainProxy.java:334) at org.springframework.security.web.session.SessionManagementFilter.doFilter(SessionManagementFilter.java:137) at org.springframework.security.web.FilterChainProxy$VirtualFilterChain.doFilter(FilterChainProxy.java:334) at 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org.springframework.security.web.FilterChainProxy$VirtualFilterChain.doFilter(FilterChainProxy.java:334) at org.springframework.security.web.authentication.AbstractAuthenticationProcessingFilter.doFilter(AbstractAuthenticationProcessingFilter.java:200) at org.springframework.security.web.FilterChainProxy$VirtualFilterChain.doFilter(FilterChainProxy.java:334) at org.springframework.security.web.authentication.AbstractAuthenticationProcessingFilter.doFilter(AbstractAuthenticationProcessingFilter.java:200) at org.springframework.security.web.FilterChainProxy$VirtualFilterChain.doFilter(FilterChainProxy.java:334) at com.whir.web.filter.JwtAuthenticationTokenFilter.doFilterInternal(JwtAuthenticationTokenFilter.java:286) at org.springframework.web.filter.OncePerRequestFilter.doFilter(OncePerRequestFilter.java:107) at org.springframework.security.web.FilterChainProxy$VirtualFilterChain.doFilter(FilterChainProxy.java:334) at 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org.springframework.web.filter.DelegatingFilterProxy.doFilter(DelegatingFilterProxy.java:270) at org.apache.catalina.core.ApplicationFilterChain.internalDoFilter(ApplicationFilterChain.java:168) at org.apache.catalina.core.ApplicationFilterChain.doFilter(ApplicationFilterChain.java:144) at org.springframework.web.filter.HttpPutFormContentFilter.doFilterInternal(HttpPutFormContentFilter.java:109) at org.springframework.web.filter.OncePerRequestFilter.doFilter(OncePerRequestFilter.java:107) at org.apache.catalina.core.ApplicationFilterChain.internalDoFilter(ApplicationFilterChain.java:168) at org.apache.catalina.core.ApplicationFilterChain.doFilter(ApplicationFilterChain.java:144) at org.springframework.web.filter.HiddenHttpMethodFilter.doFilterInternal(HiddenHttpMethodFilter.java:81) at org.springframework.web.filter.OncePerRequestFilter.doFilter(OncePerRequestFilter.java:107) at org.apache.catalina.core.ApplicationFilterChain.internalDoFilter(ApplicationFilterChain.java:168) at org.apache.catalina.core.ApplicationFilterChain.doFilter(ApplicationFilterChain.java:144) at org.springframework.boot.web.servlet.support.ErrorPageFilter.doFilter(ErrorPageFilter.java:117) at org.springframework.boot.web.servlet.support.ErrorPageFilter.access$000(ErrorPageFilter.java:61) at org.springframework.boot.web.servlet.support.ErrorPageFilter$1.doFilterInternal(ErrorPageFilter.java:92) at org.springframework.web.filter.OncePerRequestFilter.doFilter(OncePerRequestFilter.java:107) at org.springframework.boot.web.servlet.support.ErrorPageFilter.doFilter(ErrorPageFilter.java:110) at org.apache.catalina.core.ApplicationFilterChain.internalDoFilter(ApplicationFilterChain.java:168) at org.apache.catalina.core.ApplicationFilterChain.doFilter(ApplicationFilterChain.java:144) at org.springframework.web.filter.CharacterEncodingFilter.doFilterInternal(CharacterEncodingFilter.java:200) at org.springframework.web.filter.OncePerRequestFilter.doFilter(OncePerRequestFilter.java:107) at org.apache.catalina.core.ApplicationFilterChain.internalDoFilter(ApplicationFilterChain.java:168) at org.apache.catalina.core.ApplicationFilterChain.doFilter(ApplicationFilterChain.java:144) at org.apache.catalina.core.StandardWrapperValve.invoke(StandardWrapperValve.java:168) at org.apache.catalina.core.StandardContextValve.invoke(StandardContextValve.java:90) at org.apache.catalina.authenticator.AuthenticatorBase.invoke(AuthenticatorBase.java:482) at org.apache.catalina.core.StandardHostValve.invoke(StandardHostValve.java:130) at org.apache.catalina.valves.ErrorReportValve.invoke(ErrorReportValve.java:93) at org.apache.catalina.valves.AbstractAccessLogValve.invoke(AbstractAccessLogValve.java:660) at org.apache.catalina.core.StandardEngineValve.invoke(StandardEngineValve.java:74) at org.apache.catalina.connector.CoyoteAdapter.service(CoyoteAdapter.java:346) at org.apache.coyote.http11.Http11Processor.service(Http11Processor.java:383) at org.apache.coyote.AbstractProcessorLight.process(AbstractProcessorLight.java:63) at org.apache.coyote.AbstractProtocol$ConnectionHandler.process(AbstractProtocol.java:937) at org.apache.tomcat.util.net.NioEndpoint$SocketProcessor.doRun(NioEndpoint.java:1791) at org.apache.tomcat.util.net.SocketProcessorBase.run(SocketProcessorBase.java:52) at org.apache.tomcat.util.threads.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1190) at org.apache.tomcat.util.threads.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:659) at org.apache.tomcat.util.threads.TaskThread$WrappingRunnable.run(TaskThread.java:63) at java.lang.Thread.run(Thread.java:745)