[PDF][PDF] 基于大语言模型的电力系统通用人工智能展望: 理论与应用

赵俊华, 文福拴, 黄建伟, 刘嘉宁, 赵焕… - 电力系统 …, 2024 - epjournal.csee.org.cn
大语言模型(LLM) 是一种利用大规模文本语料库进行预训练和微调的深度学习语言模型. 目前,
在通识问答, 文本生成和科学推理等方面已展现出强大的能力. 在此背景下, 文中探索了基于LLM …

Power grid resilience enhancement via protecting electrical substations against flood hazards: A stochastic framework

M Movahednia, A Kargarian… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Natural disasters, such as floods, may damage power system assets and lead to widespread
and long outages. The impact of flood can be alleviated by preventive actions such as …

Performance analysis of IoT-enabled hydro-photovoltaic power systems considering electrical power mission chains

H Dui, H Li, S Wu - Energy Conversion and Management, 2024 - Elsevier
Synergistically and complementarily managing the operation of hydropower plants and
other weather-dependent renewable energy generation plants (eg, solar energy plants) …

Machine learning assisted stochastic unit commitment during hurricanes with predictable line outages

F Mohammadi, M Sahraei-Ardakani… - … on Power Systems, 2021 - ieeexplore.ieee.org
Stochastic unit commitment is an efficient method for grid operation in the presence of
significant uncertainties. An example is an operation during a predicted hurricane with …

An efficient power system planning model considering year-round hourly operation simulation

N Zhang, H Jiang, E Du, Z Zhuo, P Wang… - … on Power Systems, 2022 - ieeexplore.ieee.org
High renewable energy penetration increases the electricity seasonal imbalance in the long-
term timescale. Power system planning needs to consider the optimal configuration of …

Optimizing energy storage capacity for enhanced resilience: The case of offshore wind farms

W Pan, E Shittu - Applied Energy, 2025 - Elsevier
This paper investigates the influence of different configurations of the offshore wind farms
(OWF) network on the optimal capacities of battery energy storage systems (BESS) in the …

Multidimensional scenario selection for power systems with line and generation outages

O Mirzapour, F Mohammadi… - 2022 North American …, 2022 - ieeexplore.ieee.org
Stochastic failures of power system elements due to extreme conditions, including severe
weather events, jeopardize power system reliability. As an example, hurricanes damage …

Optimization study of multidimensional big data matrix model in enterprise performance evaluation system

H Fu - Wireless Communications and Mobile Computing, 2021 - Wiley Online Library
This paper uses a multidimensional big data matrix model to optimize the analysis and
conduct a systematic construction of the enterprise performance evaluation system. The …

Resonance Area-Based PMSG Controller Optimization Under Energy Scenario Variations

J Zhu, J Ding, S Bu, C Nie, L Yu… - … on Power Systems, 2023 - ieeexplore.ieee.org
This paper proposes a resonance area-based controller optimization (RAC) scheme to
analyze dynamic interactions between a permanent magnet synchronous generator (PMSG) …

Tractable stochastic unit commitment for large systems during predictable hazards

F Mohammadi, M Sahraei-Ardakani - IEEE Access, 2020 - ieeexplore.ieee.org
Many foreseeable natural hazards, including extreme weather events, lead to an outage of
multiple transmission lines. Although such outages can be predicted in advance, there is a …