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基于LPWAN物联网与专家系统的果园精准灌溉研究

Research on the Orchard Precision Irrigation Based on LPWAN Internet of Things and Expert System

  • 摘要: 针对传统通信技术传输距离短、抗干扰能力差以及传统灌溉不合理、水资源利用率低等问题,构建了基于LPWAN物联网与专家系统的果园精准灌溉系统。该系统通过节点采集果园空气、土壤温湿度等环境信息,通过LoRa和NB-IoT网络将数据包上传到云服务器,专家系统根据采集到的环境数据和决策数学模型,实现需水量预测与灌溉决策,并将决策结果反馈到灌溉控制模块。为提高预测精度,引入GA-BP需水量预测算法,以芒果园为实验对象,结果表明传输距离在1 200 m内系统平均丢包率为0.45%,数据传输稳定可靠;GA-BP模型的均方根误差和平均绝对误差分别为0.074 5和0.109 1 mm/d,相较于BP模型GA-BP模型具有更高的预测精度。试验期间果园土壤相对湿度维持在80%~90%,满足芒果树生长所需条件。该系统能够实现果园环境的实时监测与精准灌溉,可为进一步提高灌溉对水果产量与质量效果提供借鉴。

     

    Abstract: Targeted at the problems of short transmission distance and poor anti-interference ability of traditional communication technology,unreasonable and low water resource utilization of traditional irrigation,this paper constructs a precision irrigation system for orchards based on LPWAN Internet of Things and expert system. The system collects environmental information such as air temperature and humidity,soil temperature and humidity through the acquisition nodes,then uploads data packets to the cloud server through LoRa and NB-IoT networks.The expert system realizes water requirement prediction and irrigation decision-making and other functions based on the collected environmental data and the decision-making mathematical model,and feedback the decision-making results to the irrigation control module. In order to improve the prediction accuracy,the GA-BP water requirement prediction algorithm is introduced,and the mango orchard is used as the experimental object. The results show that the average packet loss rate of the system is 0.45% within 1 200 m,revealing that the data transmission is stable and reliable. The root mean square error and mean absolute error are 0.074 5 and 0.109 1 mm/d,respectively,which have higher prediction accuracy than the BP model. During the experiment,the relative humidity of the orchard soil is between 80% and90%,which meets the conditions required for the growth of mango trees. The system can realize real-time monitoring and precise irrigation of the orchard environment,and can provide a reference for further improving the effect of irrigation on fruit yield and quality.

     

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