CN CN122472257A

一种面向边缘部署的灌区渗漏与需水预测模型构建方法

Abstract

本发明公开了一种面向边缘部署的灌区渗漏与需水预测模型构建方法，属于智慧水利与农业信息技术领域，该方法包括：获取灌区多源感知数据，所述数据至少包括土壤墒情、渗漏流量及渠道水位；基于轻量化LSTM模型对所述多源感知数据进行处理，生成提前1‑6小时的渗漏风险与作物需水量预测结果；将所述预测结果通过边缘计算单元进行推理，生成用于控制闸门开关的调控指令。本发明通过将优化后的LSTM模型嵌入边缘计算单元，实现了低延迟、高精度的灌区渗漏与需水预测，有效解决了传统方法依赖人工经验、数据失真及响应滞后的问题。

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