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Guest Editorial: Special Section on Applications of Artificial Intelligence in Industrial Power Electronics and Systems
IEEE Transactions on Industrial Informatics ( IF 12.3 ) Pub Date : 2020-10-30 , DOI: 10.1109/tii.2020.3011457
Morteza Dabbaghjamanesh , Tomislav Dragicevic , Zhao Yang Dong , Frede Blaabjerg

The papers in this special section focus on applications of artificial intelligence in industrial power electronics and systems. The grid infrastructures and modernization, as well as the integration of renewable energies and using smart meters, can generate a large amount of data. These can lead to high complexity in the power system/electronics operation and control. Moreover, grid contingencies due to the natural disasters and cyber/physical attacks are highly unpredictable and costly preventable, which require fast and reliable data processing to preserve grid reliability and resiliency. Furthermore, the reliability of the power electronics devices and interfaces are very important, and can be improved by using the large data of measurements during long term operation. To this end, artificial intelligence (AI) techniques can potentially make it possible to provide new solutions to power electronics and power system operations and analysis. This special issue aims to investigate applications of AI in power system operation, analysis, planning, cybersecurity, as well as power electronics control, modulation techniques, reliability of the power electronics switches, and efficiency improvement in power electronics applications.

中文翻译:

客座社论:人工智能在工业电力电子和系统中的应用特别节

本节中的论文重点介绍人工智能在工业电力电子和系统中的应用。电网基础设施和现代化以及可再生能源的整合和使用智能电表可以生成大量数据。这些会导致电源系统/电子操作和控制的高度复杂性。此外,由于自然灾害和网络/物理攻击而导致的电网突发事件极度不可预测且成本高昂,这需要快速,可靠的数据处理以保持电网的可靠性和弹性。此外,电力电子设备和接口的可靠性非常重要,并且可以通过在长期操作期间使用大的测量数据来提高可靠性。为此,人工智能(AI)技术有可能为电力电子以及电力系统的运行和分析提供新的解决方案。本期专刊旨在研究AI在电力系统运行,分析,规划,网络安全以及电力电子控制,调制技术,电力电子开关的可靠性以及电力电子应用中的效率提高中的应用。
更新日期:2020-11-03
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