人工智能在智能电网中的作用 - - 一个小小的回顾
M Balamurugan1, Kamala Narayanan2, N Raghu3
1Department of EEE, Dayananda Sagar College of Engineering, Bangalore, India.
Frontiers in artificial intelligence
|February 19, 2025
概括
人工智能 (AI) 正在通过提高效率,可靠性和可持续性来彻底改变智能电网. 人工智能技术对于优化从发电到消费的能源系统至关重要.
科学领域:
- 电气工程 电气工程
- 计算机科学 计算机科学
- 能源系统 能源系统
背景情况:
- 智能电网整合了用于能源管理的先进通信和计算技术.
- 目前的智能电网运营在很大程度上依赖于人工智能 (AI) 以提高性能.
- 人工智能集成是实现可靠,高效和可持续能源系统的关键.
研究的目的:
- 要总结应用在各种智能电网领域的人工智能技术.
- 突出AI在改善智能电网功能和性能方面的作用.
- 提供对人工智能对能源供应链影响的概述.
主要方法:
- 在智能电网应用中审查和总结现有的AI技术.
- 分析AI对负载预测,电力分配和问题识别的贡献.
- 检查人工智能实施的数据要求,包括大数据和云计算.
主要成果:
- 人工智能显著提高了负载预测的准确性,并优化了电力分配.
- 人工智能能够可靠地识别问题,并提高整体系统效率.
- 成功的AI应用需要强大的基础设施来处理大数据和协作平台.
结论:
- 人工智能是创建智能智能电网的基础.
- 人工智能采用导致能源供应的高效率,可靠性和可负担性.
- 进一步开发支持大数据和云计算的基础设施对于人工智能驱动的智能电网至关重要.
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