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农业 AI 大模型在开心果种植中的干旱区适配与丰产智能管理实践

开心果又称阿月浑子,是世界四大坚果之一,具有极高的营养价值与经济价值,原产于中亚、西亚干旱地区,在我国新疆、甘肃、陕西等西北干旱半干旱地区有规模化种植,是干旱区特色林果产业的重要发展方向,传统开心果种植面临品种本土化适配性差、干旱区管理粗放、结果晚、坐果率低、产量低、空壳率高等痛点,农业AI大模型在开心果种植中的干旱区适配与丰产智能管理实践,实现了开心果从品种适配、建园规划、树体管护到采收的全流程智能化管控,推动我国开心果产业本土化、高质量发展。
农业 AI 大模型在开心果种植中的干旱区适配与丰产智能管理实践
来源:江苏叁拾叁

发布时间:2026-04-27

83阅读


开心果又称阿月浑子,是世界四大坚果之一,具有极高的营养价值与经济价值,原产于中亚、西亚干旱地区,在我国新疆、甘肃、陕西等西北干旱半干旱地区有规模化种植,是干旱区特色林果产业的重要发展方向,传统开心果种植面临品种本土化适配性差、干旱区管理粗放、结果晚、坐果率低、产量低、空壳率高等痛点,农业AI大模型在开心果种植中的干旱区适配与丰产智能管理实践,实现了开心果从品种适配、建园规划、树体管护到采收的全流程智能化管控,推动我国开心果产业本土化、高质量发展。

农业AI大模型为开心果种植构建了干旱区适配与建园智能规划体系,整合种植区域的气候特征、土壤条件、地形地貌、无霜期、年降水量、冬季低温时长等多源数据,结合不同开心果品种的抗旱性、抗寒性、需冷量、丰产性、坚果品质、适生区域,构建了开心果干旱区种植适配性评估模型。开心果是典型的旱生果树,极耐旱、怕积水,对冬季需冷量、夏季高温、土壤排水性要求极高,模型通过深度分析西北干旱区的自然条件,精准推荐适配的开心果品种与砧木组合,针对新疆南疆、甘肃河西走廊等干旱暖温带地区,推荐需冷量适配、抗旱、丰产的优质品种,搭配抗旱、抗盐碱的砧木,提升品种本土化适配性;同时优化开心果园的建园规划,精准确定最佳的种植密度、株行距配置、雌雄株配比,开心果为雌雄异株、异花授粉作物,模型优化雌雄株的搭配比例与布局,提升授粉成功率,从源头降低空壳率。针对干旱区降水稀少、蒸发量大的特点,模型优化节水灌溉系统布局、等高种植、集雨保墒方案,提升天然降水与灌溉水的利用效率,适配干旱区的水资源约束。江苏叁拾叁在新疆喀什、甘肃敦煌、陕西榆林等开心果种植区的实践中,打造的干旱区开心果AI种植系统,使开心果定植成活率从传统的60%提升至85%以上,授粉坐果率显著提升。

农业AI大模型2

干旱区开心果种植全周期智能管护与早产丰产优化是系统的核心应用,模型结合开心果的生长周期,整合园区气象数据、土壤墒情、养分监测数据、树体长势数据,构建了开心果专属管护模型。开心果为多年生落叶乔木,实生苗种植后6-7年开始结果,10-12年进入盛果期,经济寿命可达百年以上,模型针对开心果幼龄期、初果期、盛果期、衰老期的不同需求,动态优化管护方案。在幼龄期,优化定干修剪、水肥管理方案,促进开心果树冠发育,培育健壮的结果枝组,缩短非生产期,实现早产丰产;在初果期与盛果期,优化修剪、水肥管理方案,通过冬季修剪、夏季复剪,调整开心果树体结构,改善通风透光条件,平衡营养生长与生殖生长,提升坐果率与产量,延长盛果期年限;在衰老期,优化更新复壮方案,通过老枝回缩修剪、增施有机肥,恢复树势,延长结果年限。针对干旱区水资源短缺的核心痛点,模型优化精准节水灌溉方案,结合开心果不同生育期的需水规律,通过滴灌系统实现精准供水,在萌芽期、开花坐果期、果实膨大期保障关键水供应,在休眠期控制灌溉,既满足开心果生长需求,又最大限度节约水资源,灌溉水利用系数提升至0.85以上。

开心果丰产提质与空壳率防控是系统的核心优势,模型结合开心果的结果特性,构建了空壳率防控与坚果品质优化专属模型。开心果空壳率高是制约产业发展的核心痛点,核心诱因是授粉不良、胚胎发育败育、水肥失衡,模型针对这些诱因,构建了全流程防控方案。在开花期,优化花期管控与授粉方案,精准预测雌雄花开花期,通过放蜂授粉、人工辅助授粉提升授粉均匀度与成功率,降低空壳率;在果实发育期,优化水肥管理方案,精准补充磷钾肥与硼、锌等微量元素,促进胚胎正常发育与果仁饱满度提升,降低空壳率,提升出仁率与坚果品质。在采收环节,模型通过监测开心果坚果的成熟度、果仁饱满度,精准预测最佳采收时间,指导农户适时采收,保障坚果品质。在病虫害防控方面,针对开心果种植中高发的枝枯病、根腐病、蚜虫、红蜘蛛等病虫害,模型结合干旱区气候特点,构建病虫害发生预测模型,提前7-10天预警发生风险,优先推荐农业防治、物理防治、生物防治等绿色防控措施,确需用药时精准推荐高效低毒农药,保障开心果坚果的食品安全。

该系统在新疆、甘肃等开心果主产区推广应用后,开心果进入盛果期的时间从传统的7年缩短至5年,平均亩产坚果提升40%,空壳率从传统的40%降至10%以下,出仁率平均提升20%,同时灌溉水用量减少50%以上,实现了西北干旱区开心果的早产、丰产、节水高效种植,填补了我国开心果本土化智能化种植的技术空白,推动了西北干旱区特色林果产业的高质量发展。


上一篇:农业 AI 大模型在鱼腥草种植中的林下仿生种植与品质管控智能体系 下一篇:农业 AI 大模型在芥蓝种植中的华南露地种植与病虫害绿色防控智能应用
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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.security.web.FilterChainProxy$VirtualFilterChain.doFilter(FilterChainProxy.java:334) at org.springframework.security.web.context.SecurityContextPersistenceFilter.doFilter(SecurityContextPersistenceFilter.java:105) at org.springframework.security.web.FilterChainProxy$VirtualFilterChain.doFilter(FilterChainProxy.java:334) at org.springframework.security.web.context.request.async.WebAsyncManagerIntegrationFilter.doFilterInternal(WebAsyncManagerIntegrationFilter.java:56) at org.springframework.web.filter.OncePerRequestFilter.doFilter(OncePerRequestFilter.java:107) at org.springframework.security.web.FilterChainProxy$VirtualFilterChain.doFilter(FilterChainProxy.java:334) at org.springframework.security.web.FilterChainProxy.doFilterInternal(FilterChainProxy.java:215) at org.springframework.security.web.FilterChainProxy.doFilter(FilterChainProxy.java:178) at org.springframework.web.filter.DelegatingFilterProxy.invokeDelegate(DelegatingFilterProxy.java:357) at 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)