使用人工智能设计农场应急计划
Noah J Berning1, Shawn G Ehlers1, William E Field1
1Department of Agricultural & Biological Engineering, Purdue University, West Lafayette, Indiana, USA.
Journal of agricultural safety and health
|March 9, 2026
概括
人工智能 (AI) 系统显示出创建农场应急计划 (FEP) 的潜力,但无法独立生成完整的计划. 人类监督和特定提示对于有效的人工智能辅助农业应急准备至关重要.
科学领域:
- 农业安全与技术
- 人工智能应用程序 人工智能应用程序
- 应急准备情况 应急准备情况
背景情况:
- 农场应急计划 (FEP) 对农业安全至关重要.
- 评估人工智能在产生全面的FEP方面的有效性是一个日益增长的研究领域.
- 当前的人工智能系统在理解各种农业操作的复杂性方面可能存在局限性.
研究的目的:
- 评估三种人工智能系统 (ChatGPT,微软Copilot,谷歌Gemini) 在为中西部一家排列作物谷物农场生成功能性FEP的能力.
- 评估人工智能生成的FEP和紧急响应的完整性和准确性.
- 确定人工智能辅助FEP开发中人类干预的必要性和及时的具体性.
主要方法:
- 三个AI系统被提示具有四个特异性级别,生成十二个不同的FEP.
- 基于文献综述的标题被用于评估FEP组件.
- 人工智能系统还对应对三个特定农场紧急情况进行了测试:粮食陷,化学物质泄漏和氨暴露.
主要成果:
- 聊天GPT和微软Copilot为FEP提供了有用的起点,提供了详细的提示;谷歌Gemini的效果不那么好.
- 没有一个人工智能系统能够独立生成完整和可靠的FEP.
- 人工智能对特定紧急情况的反应是有信息的,但需要人类验证和额外的投入.
结论:
- 人工智能系统可以作为农业应急准备的宝贵工具,但需要人类指导.
- 有效的FEP创建需要人工智能,用户专业知识和基于证据的资源之间的协作方法.
- 人工智能系统的功能正在迅速发展,这表明未来的代可能会提供更全面的解决方案.
相关概念视频
Applications of GIS: Disaster Management and Emergency Response
610
Geographic Information System (GIS) technology is essential for risk identification, action prioritization, and resource optimization in critical situations like flooding and earthquakes. By integrating spatial and demographic data, GIS provides a comprehensive framework for emergency response.GIS integrates data layers, like rainfall intensity, topography, elevation profiles, and river levels, to model high-risk flood zones. These layers assess areas susceptible to flooding based on their...
610
Non-equilibrium in the Cell
5.6K
An important concept in studying metabolism and energy is that of chemical equilibrium. Most chemical reactions are reversible. They can proceed in both directions, releasing energy into their environment in one direction, and absorbing it from the environment in the other direction. The same is true for the chemical reactions involved in cell metabolism, such as the breaking down and building up of proteins into and from individual amino acids, respectively. Reactants within a closed system...
5.6K
Design Example: Analyzing Capacity Contours for Flood Risk Assessment
347
Flood risk assessment involves careful planning and analysis to ensure the safety of communities near water retention structures. Capacity contours are a vital tool in this process, as they illustrate the potential spread of water at specific levels in a given area. In the context of building a bund across a small valley, these contours play a critical role in evaluating the safety of nearby residential areas.In this example, the bund is intended to store stormwater in the valley. The engineers...
347
