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农业 AI 大模型助力农业面源污染精准防控

农业面源污染是农业生态环境治理的重点与难点,主要来源于化肥农药过量施用、畜禽养殖废弃物随意排放、农田秸秆焚烧等,农业AI大模型助力农业面源污染精准防控,实现了污染源头管控、过程监测、末端治理的全流程智能化、精准化,破解了传统防控方式针对性弱、效率低、防控效果不佳等问题,推动农业生产与生态环境保护协同发展。
农业 AI 大模型助力农业面源污染精准防控
来源:江苏叁拾叁

发布时间:2026-02-24

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农业面源污染是农业生态环境治理的重点与难点,主要来源于化肥农药过量施用、畜禽养殖废弃物随意排放、农田秸秆焚烧等,农业AI大模型助力农业面源污染精准防控,实现了污染源头管控、过程监测、末端治理的全流程智能化、精准化,破解了传统防控方式针对性弱、效率低、防控效果不佳等问题,推动农业生产与生态环境保护协同发展。

农业AI大模型实现了农业面源污染源头精准管控,从根本上减少污染排放。在种植业方面,模型整合土壤数据、作物生长数据、气象数据等,为种植户提供精准的水肥管理与病虫害绿色防控方案,实现化肥农药的按需施用,减少化肥农药过量施用导致的土壤与水体污染;通过智能算法推荐有机肥、生物肥、生物农药等绿色农业投入品,替代传统化肥农药,从源头降低污染排放;同时指导种植户采用轮作、间作套种、秸秆还田等生态种植模式,提升土壤肥力,减少农业面源污染。在养殖业方面,模型根据畜禽养殖品种、养殖规模、生长阶段,为养殖户提供精准的饲料配方与投饲方案,实现精准投饲,减少饲料浪费与畜禽粪便排放;指导养殖户采用种养结合、粪污资源化利用等生态养殖模式,如畜禽粪便还田、生产沼气等,实现畜禽养殖废弃物的资源化利用,减少污染排放。

农业AI大模型3

农业面源污染过程智能监测是精准防控的关键,农业AI大模型构建了全方位的监测体系。整合卫星遥感、无人机航拍、物联网传感器、地面监测站等多种监测手段,实现对农田土壤、水体、大气,畜禽养殖场地周边环境等的全方位、高精度监测;通过传感器实时监测土壤养分、土壤农药残留、水体氨氮含量、水体磷含量等污染指标,通过无人机航拍与卫星遥感监测农田秸秆焚烧、化肥农药施用情况、畜禽养殖废弃物排放情况等;模型对监测数据进行实时分析与智能预警,当检测到污染指标超标或存在污染行为时,及时向监管部门与农业生产主体发出预警,提醒采取防控措施,防止污染进一步扩散。

在农业面源污染末端精准治理方面,农业AI大模型为治理方案制定提供智能支撑,提升治理效率与效果。模型整合污染区域的污染类型、污染程度、地形地貌、水资源状况、农业生产布局等数据,通过深度分析为不同类型、不同程度的农业面源污染制定个性化、精准化的治理方案;针对化肥农药污染的农田,推荐土壤改良、植物修复、微生物修复等治理措施;针对畜禽养殖废弃物污染的水体与土壤,推荐水体净化、土壤培肥、粪污资源化利用等治理措施;针对秸秆焚烧污染的大气与土壤,推荐秸秆还田、秸秆饲料化、秸秆基料化等资源化利用措施。同时模型实时监测治理过程,分析治理效果,动态优化治理方案,确保治理工作精准有效。

此外,农业AI大模型还构建了农业面源污染精准防控管理平台,为监管部门提供全方位的智能管控工具。平台整合污染防控的各类数据,实现数据的可视化展示与智能分析,监管部门可实时掌握农业面源污染的整体状况与防控进展;模型通过大数据分析预测农业面源污染的发展趋势,为监管部门制定防控政策、配置防控资源提供科学依据;同时实现防控任务的智能分配、防控过程的智能跟踪、防控效果的智能评价,提升监管部门的防控效率与管控水平。江苏叁拾叁打造的农业面源污染AI精准防控系统,已在多个县域应用,应用区域化肥农药使用量减少22%以上,畜禽养殖废弃物资源化利用率提升35%以上,农业面源污染得到有效防控,农业生态环境显著改善。


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江苏叁拾叁智慧农业有限公司是以农业产业数字大脑、农业AI大模型、农业产业模型和农业智能终端装备产品为核心的国家级专精特新小巨人企业。作为中国智慧农业行业先驱,叁拾叁致力于打造中国现代农业生产的智慧化生态管理体系和农业企业精细化的科学管理体系,提升中国农业的智慧化水平和高标准农田智慧化建设,用先进技术和多场景综合解决方案为中国的农业园区、大型农场、农业经营主体、政府提供完备可靠的服务。叁拾叁已经成功落地580多个重点项目,客户企业主体25000多个。

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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.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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