摩洛哥lokoss地区智能精准农业中基于多智能体建模的数据收集

Marwa Zaryouli, Maroi Tsouli Fathi, M. Ezziyyani
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引用次数: 1

摘要

精准农业(PA)是一种农场管理方法,旨在发展可持续农业,通过提高农民的产量和生产利润来优化作物生长决策。在这方面的研究面临着几个挑战:作物生长管理的动态性,这使其成为一个复杂的问题,难以建模,缺乏合格的农艺服务和缺乏针对特定地点的肥料建议。本文提出的解决方案旨在通过采用多智能体系统(MAS)来克服问题的复杂性,为肥料的使用、灌溉时间等作物提供建议。此外,我们选择了无线传感器网络(WSN)来收集农业环境的数据,如温度、湿度、湿度和光线。该解决方案分为四个部分,从从传感器接收数据开始,过滤这些数据,可视化和控制组件,最后到达作为决策支持系统的挖掘阶段。本文以Lokoss地区为研究对象,对气候变化对红果的影响进行了预测分析。
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Data collection based on multi-agent modeling for intelligent and precision farming in lokoss region morocco
Precision Agriculture (PA) is an approach to farm management that aims to develop a sustainable agriculture that optimizes crop growth decisions by increasing yields and profitability of production for the farmer. Research in this context has confronted several challenges: dynamism of crop growth management, which makes it a complex problem and difficult to model, lack of qualified agronomic services and absence of site-specific fertilizer recommendations. The proposed solution in this paper aims to provide crop recommendations for the use of fertilizers, irrigation duration… by the adoption of multi-agent systems (MAS) that will overcome the complexity of the problem. In addition, we opted for wireless sensor network (WSN) to collect data on the agricultural environment, such as temperature, moisture, humidity and light. This solution divided into four parts, starting with receiving data from the sensor, filtering these data, visualizing and controlling components and finally arriving at the mining stage as a decision support system. In this article, our simulation was in Lokoss region in order to establishing a predictive analysis on the impact of climatic change on red fruits.
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