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农业 AI 大模型在生菜水培种植中的环境与营养智能管控

生菜是水培蔬菜中种植规模最大的品类,也是设施农业无土栽培的核心作物,传统水培生菜种植面临营养液配比不精准、环境管控粗放、病虫害易发、产量品质不均等痛点,农业AI大模型在生菜水培种植中的环境与营养智能管控,实现了水培生菜从育苗、定植到采收的全流程闭环管控,推动水培蔬菜产业向标准化、工厂化、高产高效方向发展。
农业 AI 大模型在生菜水培种植中的环境与营养智能管控
来源:江苏叁拾叁

发布时间:2026-04-08

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生菜是水培蔬菜中种植规模最大的品类,也是设施农业无土栽培的核心作物,传统水培生菜种植面临营养液配比不精准、环境管控粗放、病虫害易发、产量品质不均等痛点,农业AI大模型在生菜水培种植中的环境与营养智能管控,实现了水培生菜从育苗、定植到采收的全流程闭环管控,推动水培蔬菜产业向标准化、工厂化、高产高效方向发展。

农业AI大模型为水培生菜构建了营养液智能管控体系,整合生菜不同生长阶段的营养需求、营养液EC值、pH值、溶解氧等实时监测数据,结合品种特性、环境温度、光照时长,构建了营养液动态调控模型。模型可精准识别生菜育苗期、定植期、莲座期、结球期的营养需求变化,动态优化氮、磷、钾、钙、镁等大中微量元素的配比,精准调控营养液EC值与pH值,避免营养液浓度过高导致的烧根、或浓度不足导致的生长迟缓。针对水培生菜常见的缺素症,模型可通过叶片图像识别早期预警营养失衡问题,实时调整营养液配方,保障生菜健壮生长。江苏叁拾叁研发的水培生菜AI管控系统,在长三角多个植物工厂应用后,营养液利用率提升50%以上,生菜缺素症发生率降至3%以下。

农业AI大模型12

水培生菜生长环境多因子协同调控是系统的核心优势,模型整合种植车间内的温度、湿度、光照、二氧化碳浓度等实时数据,联动智能温控、LED补光、通风、加湿设备,实现环境的闭环动态调控。针对散叶生菜、结球生菜等不同品种,模型定制专属的光配方,优化光照时长、光强与光质配比,提升生菜光合作用效率,缩短生长周期;通过精准控制昼夜温差,减少生菜抽薹,提升生菜脆度与口感。在病虫害防控方面,模型通过优化车间环境通风、湿度管控,从源头减少霜霉病、软腐病、蚜虫等高湿病虫害发生,结合图像识别技术实现病虫害早期识别,推荐物理防治与生物防治方案,杜绝化学农药使用,保障水培生菜的食品安全。

该系统在全国多个植物工厂与水培蔬菜基地应用后,生菜生长周期从传统的45天缩短至30-35天,单位面积产量提升30%以上,商品率从85%提升至98%,人工管理成本降低60%,实现了水培生菜的全年不间断、标准化、高品质生产。


上一篇:农业 AI 大模型在花椒种植中的提质增效与智能管理应用 下一篇:农业 AI 大模型在梯田种植中的水土保持与作物智能管护技术
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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 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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.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 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