基于大数据的智慧灌溉系统构建研究

针对传统农作物灌溉方式容易造成严重的水资源浪费,缺乏科学有效的灌溉方式,提出一种基于大数据的智慧灌溉系统.首先,搭建了以STM32F103作为核心处理器硬件平台;通过对无线传感器终端、数据汇集终端、灌溉执行终端和上机位软件功能模块4个部分的设计,完成对系统软件的设计.然后,构建了基于LSTM的智慧灌溉预测模型.最后,根...

Construction of intelligent irrigation system based on big data

with the development of network cloud technology,big data has been widely used in many fields.In this paper,an agricultural intelligent irrigation system is studied based on big data technology.By designing the hardware and software of the system and improving the traditional RNN irrigation prediction model,LSTM irrigation prediction model is constructed.Finally,according to the actual production requirements,the effectiveness and stability of the system are verified.The experimental results show that each module of the system can work normally,and the system collects data accurately and quickly.The precision of irrigation can meet the actual needs of crops for water and fertilizer,and can meet the modern intelligent agricultural irrigation,which provides a reliable research basis for intelligent agriculture.