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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

青梅是我国特色的药食同源果树,果实富含柠檬酸、苹果酸、维生素等营养成分,是青梅酒、青梅蜜饯、青梅精等加工产品的核心原料,在广东、福建、浙江、江苏等产区广泛种植,是山区乡村振兴的特色产业,传统青梅种植面临大小年现象严重、落花落果多、果实加工适配性差、病虫害防控难等痛点,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,实现了青梅从花芽分化、花果管理到采收加工的全流程智能化管控,推动青梅产业高质量发展。
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
来源:江苏叁拾叁

发布时间:2026-04-14

33阅读


青梅是我国特色的药食同源果树,果实富含柠檬酸、苹果酸、维生素等营养成分,是青梅酒、青梅蜜饯、青梅精等加工产品的核心原料,在广东、福建、浙江、江苏等产区广泛种植,是山区乡村振兴的特色产业,传统青梅种植面临大小年现象严重、落花落果多、果实加工适配性差、病虫害防控难等痛点,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,实现了青梅从花芽分化、花果管理到采收加工的全流程智能化管控,推动青梅产业高质量发展。

农业AI大模型为青梅种植构建了大小年调控与花果智能管理体系,整合青梅树龄、树势、历史产量、品种特性、气候数据、土壤条件等多源信息,构建了青梅大小年预测与花果管理模型。青梅大小年现象突出,大年结果过多导致树体养分消耗过大,花芽分化不足,次年产量骤降;小年结果少,花芽分化过量,次年又形成大年,同时花期低温阴雨、授粉不良导致的落花落果,也严重影响青梅产量。模型通过深度分析青梅树体的营养状况、结果量、花芽分化情况,可提前12个月预测大小年发生风险,生成针对性的调控方案。在大年,模型优化疏花疏果方案,根据树体长势与承载能力,精准推荐合理的留果量,疏除密生果、畸形果、小果,避免树体养分过度消耗,同时优化花芽分化期的水肥管理,促进花芽分化,保障次年的产量;在小年,模型优化保花保果方案,精准调控花期环境与水肥供应,提升坐果率,同时控制秋梢生长,减少养分消耗,避免次年花芽分化过量,平衡树体营养生长与生殖生长,从根源上缓解大小年现象。江苏叁拾叁在广东普宁、福建诏安等青梅主产区的实践中,打造的青梅AI管控系统,使青梅大小年产量波动幅度从45%以上降至12%以内。

农业AI大模型2

青梅种植加工品质适配智能管控是系统的核心应用,模型结合青梅加工产品的品质要求,构建了青梅种植与加工适配的专属调控模型。青梅的加工用途不同,对果实的酸度、糖度、果形、果肉质地、核肉比等指标要求差异显著,针对青梅酒加工,要求果实酸度高、果肉紧实、出汁率高;针对蜜饯加工,要求果形端正、果肉厚、核小、质地脆嫩;针对青梅精加工,要求有机酸含量高、功效成分丰富。模型针对不同的加工用途,优化青梅品种选择、种植管理方案,从种植端保障果实的加工适配性。在花芽分化期与花期,优化管控方案,提升果实的均匀度与果形端正度,适配蜜饯加工的外观要求;在果实膨大期与成熟期,优化水肥管理方案,精准调控氮磷钾配比,控制氮肥施用,促进柠檬酸、苹果酸等有机酸的积累,提升果实酸度,适配青梅酒、青梅精的加工要求;针对不同加工用途,精准预测最佳采收时间与成熟度,青梅加工对果实成熟度要求极高,青梅酒加工要求八成熟采收,蜜饯加工要求七成熟采收,模型通过监测果实的酸度、糖度、果肉硬度,精准匹配加工需求的最佳采收时机,保障加工产品的品质。

青梅病虫害智能绿色防控与气象灾害应对是系统的核心优势,针对青梅种植中高发的炭疽病、流胶病、蚜虫、食心虫、天牛等病虫害,模型结合田间气象数据、物候期信息,构建病虫害发生预测模型,提前7-10天预警发生风险。青梅果实多用于食品加工,对农药残留要求极高,模型优先推荐农业防治、物理防治、生物防治等绿色防控措施,通过冬季清园、修剪病枝、树干涂白,减少病虫害越冬基数;针对食心虫等果实虫害,推荐性诱捕器、果实套袋等物理防治方式,杜绝农药残留,保障青梅加工食品安全。针对青梅花期常见的低温阴雨、倒春寒等气象灾害,模型结合气象预报提前推送防范措施,指导农户做好花期防冻、授粉管理,减少落花落果;针对夏季台风、暴雨灾害,优化园区排水、树体加固方案,降低灾害损失。

该系统在广东普宁、福建诏安、浙江萧山等青梅主产区推广应用后,青梅大小年问题得到有效缓解,平均亩产提升22%,果实加工适配性显著提升,加工成品率提升35%,农药使用量减少80%以上,实现了青梅种植的稳产、优质与加工适配性提升,推动了青梅全产业链的高质量发展。


上一篇: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 下一篇:农业 AI 大模型在棕榈种植中的热带经济林智能管护与产量提升
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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 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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)