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人工智能技术在智能电网中的应用分析和展望

Analysis and Prospect on the Application of Artificial Intelligence Technologies in Smart Grid

  • 摘要: 人工智能技术的进步和突破,对于电网智能化程度的提高具有重要意义。从智能电网内涵出发,梳理电网发展的智能化需求,结合各类人工智能技术的特征和适用性,设计了具体的应用场景,开展了关键技术应用的SWOT分析,并对可能的困难进行估计。指出:许多人工智能技术在智能电网各环节的规划、预测、辅助决策、智能控制、视频监控、巡检、故障诊断等应用场景普遍具有重要参考价值,神经网络、专家系统、数据挖掘等技术各有其优劣和适用范围,应用中需要重视各类技术的科学选择,并对可靠性、可解释性、数据样本积累、基础设施准备、知识库的修正维护、机密性等可能的挑战有所准备。

     

    Abstract: The progresses and breakthroughs of artificial intelligence technologies are of great significance to improvement of intelligence level of smart grid. starting from connotations of smart grid, combined with characteristics and applicable scopes of all kinds of artificial intelligence technologies, the intelligence needs of smart grid are combed. Possible application scenes are designed, a SWOT analysis on some key artificial intelligence technologies is carried out and possible difficulties are estimated. It is pointed out that, many artificial intelligence technologies have important reference values in the smart grid applications, including planning, prediction, auxiliary decision-making, intelligent control, video surveillance and inspection fault diagnosis. neural networks, expert systems, data mining and other technologies all have their own advantages, disadvantages and applicable scopes. we should pay enough attention to scientific choice of all kinds of technologies, and prepare for possible challenges such as reliability, interpretability, accumulation of data samples, revision and maintenance of knowledge base, infrastructure preparation and confidentiality.

     

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