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农业 AI 大模型在大豆玉米带状复合种植中的智能管控技术

大豆玉米带状复合种植是保障我国粮食安全、实现玉米大豆兼容发展的重要种植模式,可在保障玉米产量基本稳定的前提下,增收一季大豆,实现“玉米不减产、多收一季豆”的目标,但该模式面临种植管控复杂、水肥协同难、病虫草害防控难、农机适配性差等痛点,农业AI大模型在大豆玉米带状复合种植中的智能管控技术,破解了复合种植的管控难题,推动该模式的规模化、标准化推广。
农业 AI 大模型在大豆玉米带状复合种植中的智能管控技术
来源:江苏叁拾叁

发布时间:2026-04-02

27阅读


大豆玉米带状复合种植是保障我国粮食安全、实现玉米大豆兼容发展的重要种植模式,可在保障玉米产量基本稳定的前提下,增收一季大豆,实现“玉米不减产、多收一季豆”的目标,但该模式面临种植管控复杂、水肥协同难、病虫草害防控难、农机适配性差等痛点,农业AI大模型在大豆玉米带状复合种植中的智能管控技术,破解了复合种植的管控难题,推动该模式的规模化、标准化推广。

农业AI大模型为大豆玉米带状复合种植构建了科学的种植模式智能规划体系,整合种植区域的土壤条件、气候特征、光照资源、品种特性、农机作业要求等多源数据,构建复合种植模式优化模型。模型通过深度模拟不同带型配置、行比、株距下玉米与大豆的光照利用、群体生长、产量表现,精准确定最佳的种植模式,包括玉米与大豆的行比配置、带宽、株距、种植密度等核心参数,解决了传统种植中带型配置不合理、玉米与大豆争光争肥的核心矛盾。例如在黄淮海地区,模型推荐“4行玉米+4行大豆”“6行大豆+2行玉米”等适配的带型模式,优化玉米耐密抗倒品种与大豆耐阴高产品种的搭配,在保障玉米群体光照的同时,提升大豆的光合效率,实现两种作物的协同高产。江苏叁拾叁在复合种植推广区打造的AI规划系统,已为多个县域制定了标准化的复合种植模式方案。

农业AI大模型5

复合种植水肥协同精准管控是技术的核心应用,模型结合玉米与大豆不同的需水需肥规律、生长周期差异,以及土壤肥力、墒情监测数据,构建了“协同兼顾、分类精准”的水肥管理模型。玉米为高秆喜氮作物,大豆为矮秆固氮作物,模型针对两种作物的营养需求差异,优化基肥与追肥方案,在基肥中优化磷钾肥配比,减少氮肥施用,避免大豆徒长;在玉米大喇叭口期等需氮高峰期,通过变量施肥设备对玉米进行精准追肥,大豆区域不施氮肥,既满足玉米的高产需求,又促进大豆根瘤固氮,实现两种作物的水肥精准协同。在灌溉管理中,模型结合两种作物的需水规律,优化灌溉时间与灌溉量,通过滴灌、喷灌等节水灌溉设备,实现水肥的分区精准供应,提升水肥利用率,避免水肥浪费。

复合种植病虫草害智能绿色防控是技术的核心难点,江苏叁拾叁的复合种植AI管控系统,构建了玉米大豆病虫害协同防控模型。系统通过无人机巡田、田间图像识别技术,可同步识别玉米与大豆的常见病虫草害,针对玉米大斑病、玉米螟、大豆锈病、大豆食心虫等病虫害,结合田间气象数据提前预警发生风险。模型优先推荐“一施多防”的绿色防控方案,针对两种作物的共同病虫害,选择适配的生物农药、高效低毒农药,实现一次施药同时防控两种作物的病虫害,减少施药次数;针对两种作物的专属病虫害,推荐精准的分区防控方案,避免农药对另一种作物产生药害。在杂草防控中,模型结合玉米与大豆的杂草类型,推荐封闭除草与苗后精准除草方案,选择玉米大豆兼容的除草剂,或通过变量施药设备实现分区精准除草,解决了复合种植中除草难的痛点。

在农机作业智能协同方面,模型结合种植带型配置,优化播种、植保、收获等农机作业参数,推荐适配的专用农机与作业路线,实现农机作业与种植模式的精准适配,提升复合种植的机械化作业效率。该系统在四川、山东、河南、河北等大豆玉米带状复合种植主产区推广应用后,实现了玉米产量基本稳定,大豆平均亩产达120公斤以上,化肥农药使用量减少18%以上,有效推动了大豆玉米带状复合种植模式的规模化推广。


上一篇:农业 AI 大模型在草莓高架种植中的全周期智能管理系统应用 下一篇:农业 AI 大模型在中药材种植中的道地性管控与标准化种植系统
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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: [... 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