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基于物联网和人工智能的柑橘灌溉专家系统 被引量:27

Citrus Irrigation Expert System Based on Internet of Things and Artificial Intelligence
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摘要 针对山地柑橘传统灌溉方式存在的费时耗力、不科学和水资源利用率低等问题,设计了基于物联网和人工智能技术的山地柑橘智能灌溉专家系统。各节点传感器实时监测土壤水分等相关信息,经无线传感器网络和GPRS上传到服务器。专家系统根据采集到的环境数据,结合专家知识,和网络接口获取到的天气预报降雨信息,综合权衡后作出控制调节。专家系统还通过人工智能自然语言处理技术训练语义模型,实现自动问答,指导用户栽培柑橘的功能。实验结果表明,该系统能实时监测到果园环境、根据作物不同时段需水量和自然降雨情况将土壤湿度控制在适合范围,具有稳定性好、能量自给、智能化高等特点。 In view of the problems existing in traditional irrigation of citrus in mountainous areas, such as time and energy consumption, unscientific and low utilization rate of water resources, this paper designs an intelligent irrigation expert system of citrus in mountainous areas based on Internet of things and artificial intelligence technology.Each node sensor monitors soil moisture and other relevant information in real time, which is uploaded to the server via wireless sensor network and GPRS.The expert system makes control and adjustment based on the collected environmental data, combined with the expert knowledge and the weather forecast rainfall information obtained through the network interface.The expert system also trains the semantic model through the artificial intelligence natural language processing technology, realizes the question answering automatically, guides the user to cultivate the citrus function.The experimental results show that the system can monitor the orchard environment in real time, control the soil moisture in a suitable range according to the water demand and natural rainfall of crops in different periods, and has the characteristics of good stability, energy self-sufficiency and high intelligence.
作者 杨伟志 孙道宗 刘建梅 高鹏 尧港东 赖俊桂 王卫星 YANG Wei-zhi;SUN Dao-zong;LIU Jian-mei;GAO Peng;YAO Gang-dong;LAI Jun-gui;WANG Wei-xing(College of Electronic Engineering, South China Agricultural University, Guangzhou 510642, China;Research Center of Guangdong Agricultural Information Monitoring Engineering Technology, Guangzhou 510642, China;Survey and Design Research Institute of Water Conservancy and Electricity in Guangdong Province, Guangzhou 510635, China)
出处 《节水灌溉》 北大核心 2019年第9期116-120,124,共6页 Water Saving Irrigation
基金 2018年省级乡村振兴战略专项资金项目(2018LM2163) 广西科技计划重点研发计划项目(桂科AB16380286) 广东省科技计划项目(2017A020208049) 广州市科技计划项目创新平台建设与共享专项项目(201605030013) 华南农业大学科技成果转化孵化项目(CGZHT2018004) 柳州市科技计划项目(2017BE10303)
关键词 物联网 人工智能 智能灌溉 无线传感器网络 专家系统 internet of things artificial intelligence intelligent irrigation wireless sensor network expert system
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