农业中的AIoT:保护农作物免受害虫和疾病的威胁
Pedro Blanco-Carmona1, Lucía Baeza-Moreno1, Eduardo Hidalgo-Fort1
1Department of Electronic Engineering, University of Seville, 41092 Seville, Spain.
Sensors (Basel, Switzerland)
|December 23, 2023
概括
这项研究引入了一个AIoT系统,用于早期检测作物害虫和疾病. 该系统使用低功耗传感器和机器学习进行及时的风险评估,使农民能够保护农业生产.
科学领域:
- 农业技术 农业技术
- 事物的人工智能 (AIoT)
- 精准农业 精准农业 精准农业
背景情况:
- 严重的全球农业损失是由于害虫和疾病造成的.
- 早期检测和干预对于减轻作物损害和确保粮食安全至关重要.
研究的目的:
- 提出和验证一个AIoT系统,用于早期检测作物中的害虫和疾病风险.
- 开发一种低功耗,具有成本效益的解决方案,用于实时作物监测.
主要方法:
- 部署低功耗,低成本的传感器节点用于环境数据收集.
- 使用窄带物联网 (NB-IoT) 网络进行数据传输.
- 在传感器节点上实施个性化,可回收的机器学习算法,每30分钟进行一次风险评估.
- 开发在线/离线双重通知系统 (电子邮件和LED).
主要成果:
- 在现实世界农业环境中成功部署和验证AIoT系统.
- 传感器节点功耗的表征,确认系统的寿命.
- 证明风险检测算法的正确运行.
结论:
- 开发的AIoT系统有效地使作物威胁的早期发现成为可能.
- 该系统为农民提供及时的信息,以积极主动地管理作物,减少损失.
- 该解决方案为农业害虫和疾病监测提供了一种可持续和高效的方法.
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