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农业 AI 大模型在空心菜、木耳菜等水生叶菜的水培种植智能管控

空心菜、木耳菜是我国南方广泛种植的水生绿叶蔬菜,生长速度快、复种指数高、市场需求旺盛,水培种植是其高效生产的主流模式,传统水培种植面临营养液管控粗放、环境适配性差、病虫害多发、产量品质不均、高温季节易抽薹等痛点,农业AI大模型在空心菜、木耳菜等水生叶菜水培种植中的智能管控,实现了水生叶菜从育苗、定植到采收的全流程闭环智能管控,推动水生叶菜产业向标准化、工厂化、全年化供应方向发展。
农业 AI 大模型在空心菜、木耳菜等水生叶菜的水培种植智能管控
来源:江苏叁拾叁

发布时间:2026-04-17

132阅读


空心菜、木耳菜是我国南方广泛种植的水生绿叶蔬菜,生长速度快、复种指数高、市场需求旺盛,水培种植是其高效生产的主流模式,传统水培种植面临营养液管控粗放、环境适配性差、病虫害多发、产量品质不均、高温季节易抽薹等痛点,农业AI大模型在空心菜、木耳菜等水生叶菜水培种植中的智能管控,实现了水生叶菜从育苗、定植到采收的全流程闭环智能管控,推动水生叶菜产业向标准化、工厂化、全年化供应方向发展。

农业AI大模型为水生叶菜水培种植构建了营养液智能闭环管控体系,整合空心菜、木耳菜等不同水生叶菜品种的生长特性、不同生长阶段的营养需求,以及水培营养液的EC值、pH值、溶解氧、温度等实时监测数据,构建了水生叶菜营养液专属调控模型。空心菜、木耳菜为速生喜肥叶菜,生长周期短、需肥量大,模型针对其发芽期、幼苗期、快速生长期、采收期的不同营养需求,动态优化营养液的氮磷钾与钙、镁、铁等中微量元素的配比,精准调控营养液的EC值与pH值。在幼苗期,控制较低的营养液EC值,促进幼苗根系生长,避免烧根;在快速生长期,提升营养液EC值,优化氮素供应,促进茎叶快速生长,提升产量与鲜嫩度;在每次采收后,及时调整营养液配方与浓度,促进侧枝萌发与再生生长,提升采收茬次与总产量。针对空心菜、木耳菜的不同品种特性,模型定制差异化的营养液配方,同时通过实时监测营养液的成分变化,自动补充养分、调整pH值,保障营养液环境的稳定,避免养分失衡导致的叶片黄化、生长迟缓等问题。江苏叁拾叁在广东、广西、福建等水生叶菜主产区的实践中,打造的水培水生叶菜AI管控系统,使营养液利用率提升50%以上,蔬菜缺素症发生率降至3%以下。

农业AI大模型10

水生叶菜水培种植环境多因子协同调控是系统的核心应用,模型结合水培种植设施内的温度、湿度、光照、二氧化碳浓度等实时数据,联动智能温控、通风、遮阳、补光设备,实现环境的闭环动态调控。空心菜、木耳菜喜高温高湿、光照充足的环境,最适生长温度为25-30℃,模型针对不同生长阶段的环境需求,优化环境管控方案。在春秋季生长旺季,优化光照与通风管控,促进蔬菜快速生长;在夏季高温季节,通过遮阳、通风、水帘降温系统,控制设施内温度,避免高温导致的植株徒长、提前抽薹、纤维老化,延长采收期;在冬季低温季节,通过温控、补光系统,保障适宜的生长温度与光照时长,实现水生叶菜的反季节种植与全年稳定供应。针对水培种植中常见的根系缺氧问题,模型优化营养液循环与增氧方案,精准控制营养液的溶解氧含量,促进根系健壮生长,提升养分吸收能力。

水生叶菜病虫害智能绿色防控与采收智能调度是系统的核心优势,针对水培空心菜、木耳菜种植中高发的霜霉病、白粉病、蚜虫、菜青虫、潜叶蝇等病虫害,模型结合设施内环境数据,构建病虫害发生预测模型,提前7-10天预警发生风险。优先通过环境优化进行源头防控,优化设施通风、湿度管控,避免高湿环境导致的病害滋生;采用防虫网全程阻隔,杜绝虫害侵入;针对已发生的病虫害,推荐生物农药、物理诱杀等绿色防控措施,严格禁止高毒农药使用,保障水生叶菜的食品安全。系统通过图像识别技术,可快速识别蔬菜病虫害的早期症状,实现早发现、早防控,避免病虫害大面积扩散。在采收环节,模型通过监测水生叶菜的株高、生长状态、市场需求,精准预测最佳采收时间与采收批次,优化采收间隔与留茬高度,促进植株再生生长,提升年采收茬次与总产量;针对订单农业模式,精准规划播种、定植、采收时间,实现采收期与订单需求的精准匹配,保障市场稳定供应。

该系统在广东、广西、福建、海南等水生叶菜主产区推广应用后,空心菜、木耳菜的生长周期缩短20%,平均亩产提升30%以上,商品率从80%提升至95%,年采收茬次从传统的8-10茬提升至12-15茬,实现了水生叶菜水培种植的全年化、标准化、高产高效生产。


上一篇:农业 AI 大模型在核桃种植中的晚霜冻害防控与坚果品质优化技术 下一篇:农业 AI 大模型在油茶种植中的木本油料提质与低产林改造智能方案
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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.springframework.web.servlet.DispatcherServlet.doDispatch(DispatcherServlet.java:1008) at org.springframework.web.servlet.DispatcherServlet.doService(DispatcherServlet.java:925) at org.springframework.web.servlet.FrameworkServlet.processRequest(FrameworkServlet.java:974) at org.springframework.web.servlet.FrameworkServlet.doGet(FrameworkServlet.java:866) at javax.servlet.http.HttpServlet.service(HttpServlet.java:529) at org.springframework.web.servlet.FrameworkServlet.service(FrameworkServlet.java:851) at javax.servlet.http.HttpServlet.service(HttpServlet.java:623) at org.apache.catalina.core.ApplicationFilterChain.internalDoFilter(ApplicationFilterChain.java:199) at org.apache.catalina.core.ApplicationFilterChain.doFilter(ApplicationFilterChain.java:144) at org.apache.tomcat.websocket.server.WsFilter.doFilter(WsFilter.java:51) at org.apache.catalina.core.ApplicationFilterChain.internalDoFilter(ApplicationFilterChain.java:168) 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)