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ABS-SmartComAgri: An Agent-Based Simulator of Smart Communication Protocols in Wireless Sensor Networks for Debugging in Precision Agriculture

机译:ABS-SmartComAgri:无线传感器网络中基于代理的智能通信协议仿真器用于精密农业中的调试

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摘要

Smart communication protocols are becoming a key mechanism for improving communication performance in networks such as wireless sensor networks. However, the literature lacks mechanisms for simulating smart communication protocols in precision agriculture for decreasing production costs. In this context, the current work presents an agent-based simulator of smart communication protocols for efficiently managing pesticides. The simulator considers the needs of electric power, crop health, percentage of alive bugs and pesticide consumption. The current approach is illustrated with three different communication protocols respectively called (a) broadcast, (b) neighbor and (c) low-cost neighbor. The low-cost neighbor protocol obtained a statistically-significant reduction in the need of electric power over the neighbor protocol, with a very large difference according to the common interpretations about the Cohen’s d effect size. The presented simulator is called ABS-SmartComAgri and is freely distributed as open-source from a public research data repository. It ensures the reproducibility of experiments and allows other researchers to extend the current approach.
机译:智能通信协议正在成为提高诸如无线传感器网络之类的网络中通信性能的关键机制。但是,文献缺乏在精密农业中模拟智能通信协议以降低生产成本的机制。在这种情况下,当前的工作提出了一种基于代理的智能通信协议模拟器,用于有效管理农药。该模拟器考虑了电力,作物健康,活虫的百分比和农药消耗的需求。用三种不同的通信协议说明了当前的方法,分别称为(a)广播,(b)邻居和(c)低成本邻居。相对于邻居协议,低成本邻居协议在统计上减少了对电力的需求,根据有关Cohen d效应大小的常见解释,差异非常大。所提供的模拟器称为ABS-SmartComAgri,可以从公共研究数据库中以开源形式免费分发。它确保了实验的可重复性,并允许其他研究人员扩展当前的方法。

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