论文标题
大量数字化的电网:使用启发的AI的机会和挑战
Massively Digitized Power Grid: Opportunities and Challenges of Use-inspired AI
论文作者
论文摘要
本文介绍了大量数字化电网中的机遇和挑战的使用启发的观点。它认为,数据可用性,计算能力和人工智能(AI)算法开发的复杂相互作用是推动功率网格中数字化解决方案采用的三个关键因素。通过工业实践案例研究对这三个因素对电力系统操作和计划实践的关键功能的影响进行了审查和说明。在电力行业的巨大脱矿工作的背景下,阐明了数据,计算和AI算法的公开挑战和研究机会。
This article presents a use-inspired perspective of the opportunities and challenges in a massively digitized power grid. It argues that the intricate interplay of data availability, computing capability, and artificial intelligence (AI) algorithm development are the three key factors driving the adoption of digitized solutions in the power grid. The impact of these three factors on critical functions of power system operation and planning practices are reviewed and illustrated with industrial practice case studies. Open challenges and research opportunities for data, computing, and AI algorithms are articulated within the context of the power industry's tremendous decarbonization efforts.