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智慧农业水田作物网络化精准灌溉系统设计 被引量:23

Design of the networked precision irrigation system for paddy field crops in intelligent agriculture
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摘要 传统水田粗放型灌溉不仅对作物生长带来不利影响,而且不能够充分利用自然降水,在很大程度上造成了水资源的浪费。该研究设计了基于智慧农业技术的网络化水田作物精准灌溉系统。建立了通信节点最优部署模型、作物耗水预测模型、降水预测模型、最优化灌溉决策模型以及基于模糊控制理论的精准灌溉决策系统;提出了基于维诺图改进的飞蛾扑火优化算法(Voronoi Moth Flame Optimization,VI-MFO)的灌溉网络通信节点优化部署方法,以提升灌溉网络通信效率并降低通信能耗;最后,将水田状态信息及气象参数作为精准灌溉决策系统输入,经过系统决策,自适应控制水田灌溉设备进行精准灌溉。对江苏地区水稻田进行仿真,结果表明,所提出的智能灌溉系统与传统非智能决策系统相比,灌溉设备动作频次降低26.67%,灌溉量减少40.82%,排水量减少33.89%。所提出的智能灌溉决策系统节约了水资源。 Conventional extensive irrigation of paddy fields has posed a great challenge on crop growth,natural rainfall,and water resources.It is highly demanding for networked intelligent irrigation systems,with the increase in the area of paddy fields during agricultural modernization.However,the current irrigation system is still lacking in the deployment flexibility of underlying equipment,connectivity,and energy consumption of communication networks,as well as the intelligence decision-making of the whole system.Particularly,the energy consumption of equipment inevitably impacts the serving life of the equipment.In addition,the wired information transmission is used in most irrigation systems,where a large number of cables need to be erected.As such,great difficulties have been brought to the deployment and maintenance of equipment,due mainly to the complex environment in paddy fields.In this study,a precision irrigation strategy was proposed to fully utilize the natural precipitation using the sensor,embedded system,wireless networking,and artificial intelligence.Firstly,a networked precision irrigation system was designed for paddy fields using smart agricultural technology.Specifically,five modules were included:data collection node,irrigation control node,handheld control terminal,PC control terminal,and intelligent communication node.The wireless communication was used to flexibly deploy in the paddy fields with the solar power generation devices.Secondly,the fuzzy control was utilized to establish some of the models,including the most optimal deployment model of communication nodes,the most optimal irrigation decision-making model,a prediction model of crop water consumption and precipitation,as well as a decision-making system of precision irrigation.The design strategy was adopted in the decision-making system using the MATLAB+LABVIEW platform,in order to control the system by mutual cooperation.A new deployment model was proposed to optimize the deployment of communication nodes in the irrigation using the improved moth flame optimization and the Voronoi diagram,thereby improving the communication efficiency of the irrigation network,while reducing the energy consumption of communication.As such,the status and network meteorological parameters in the paddy fields were used as the input of the precision irrigation decision-making system.Finally,the irrigation equipment of the paddy field was adaptively controlled for precision irrigation after the decision-making of the system.Taking the rice fields in Jiangsu,China as an example,a field test was carried out to compare with the simulation.It was found that the intelligent irrigation system reduced the action frequency of irrigation equipment by 26.67%,while the irrigation volume of the system reduced by 40.82%,and the drainage volume reduced by 33.89%,compared with the traditional.Consequently,the operating life of the equipment was improved significantly,while the waste of water resources was reduced under the optimal growth water level of paddy field crops.The hardware and software parts of the system also performed well to meet the requirements of design indicators.
作者 鲁旭涛 张丽娜 刘昊 智超群 李静 Lu Xutao;Zhang Lina;Liu Hao;Zhi Chaoqun;Li Jing(School of Mechatronics Engineering,North University of China,Taiyuan 030051,China;School of Information and Communication Engineering,North University of China,Taiyuan 030051,China;School of Electrical and Control Engineering,North University of China,Taiyuan 030051,China)
出处 《农业工程学报》 EI CAS CSCD 北大核心 2021年第17期71-81,共11页 Transactions of the Chinese Society of Agricultural Engineering
基金 山西省应用基础研究项目(201701D221124) 山西省重点研发计划项目(201903D221025) 山西省青年科技基金(201801D221236)。
关键词 灌溉 作物 降水 智慧农业 精准 网络化 通信网络 智能灌溉系统 irrigation crops precipitation smart agriculture accuracy networking communication network intelligent irrigation system
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