Search Results for author: Qian Ai

Found 3 papers, 1 papers with code

Collaborative planning and optimization for electric-thermal-hydrogen-coupled energy systems with portfolio selection of the complete hydrogen energy chain

no code implementations14 Nov 2023 Xinning Yi, Tianguang Lu, Yixiao Li, Qian Ai, Ran Hao

Therefore, this paper proposes a high-resolution collaborative planning model for electricity-thermal-hydrogen-coupled energy systems considering both the spatiotemporal distribution characteristics of renewable energy resources and the multi-scale bottom-to-top investment strategy for the complete hydrogen energy chain.

Optimal Adaptive Prediction Intervals for Electricity Load Forecasting in Distribution Systems via Reinforcement Learning

1 code implementation18 May 2022 Yufan Zhang, Honglin Wen, Qiuwei Wu, Qian Ai

Case studies on both load and net load demonstrate that the proposed method can better adapt to data distribution compared with online central PIs method.

Load Forecasting Prediction Intervals +1

A Random Matrix Theoretical Approach to Early Event Detection in Smart Grid

no code implementations31 Jan 2015 Xing He, Robert Caiming Qiu, Qian Ai, Yinshuang Cao, Jie Gu, Zhijian Jin

With the statistical procedure, the proposed method is universal and fast; moreover, it is robust against traditional EED challenges (such as error accumulations, spurious correlations, and even bad data in core area).

Anomaly Detection Decision Making +1

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