摘要
本文研究了大语言模型及人工智能在电力系统中的应用。首先,介绍了大语言模型的基本原理和特点,包括其发展历程和应用领域。其次,探讨了人工智能技术在电力系统中的应用现状和前景。分析了大语言模型在电力系统中的三个关键应用领域:电力负荷预测、电力设备故障诊断和电力系统安全评估。在电力负荷预测方面,大语言模型通过学习历史数据和环境特征,可实现准确的负荷预测,为电力系统运行和调度提供有力支持;在电力设备故障诊断方面,大语言模型能够根据设备运行状态和故障特征,自动识别和定位故障,提高设备故障的诊断效率;在电力系统安全评估方面,大语言模型能够分析系统运行数据和风险因素,快速评估系统的安全状态,提供预警和决策支持。最后,讨论了大语言模型及人工智能在电力系统应用中面临的挑战及对策。我们认为,随着大语言模型的不断发展和人工智能技术的不断创新,电力系统的运行效率和安全性将得到显著提升。
In this paper,we study the application of big language modeling and artificial intelligence in power systems.First,we introduce the basic principles and characteristics of big language model,including its development history and application areas.Then,we discuss the current status and prospects of the application of artificial intelligence technology in power systems.We analyze three key application areas of big language models in power systems:power load forecasting,power equipment fault diagnosis,and power system security assessment.In power load forecasting,the big language model can realize accurate load forecasting by learning historical data and environmental features,providing powerful support for power system operation and scheduling.In power equipment fault diagnosis,the big language model can automatically identify and locate faults according to the operating state of the equipment and fault characteristics,improving the diagnostic efficiency of equipment faults.In power system security assessment,the Big Language Model can analyze system operation data and risk factors,quickly assess the security status of the system,and provide early warning and decision support.Finally,we discuss the challenges and countermeasures for the application of big language modeling and artificial intelligence in power systems.We believe that with the continuous development of big language modeling and the continuous innovation of AI technology,the operational efficiency and security of power systems will be significantly improved.
作者
林向阳
LIN Xiang-yang(China Mobile Fujian Co.,Ltd.Fuzhou branch,Fuzhou,Fujian 350001,China)
出处
《新一代信息技术》
2023年第24期29-34,共6页
New Generation of Information Technology
关键词
大语言模型
人工智能
电力系统
big language modeling
artificial intelligence
power system
