Xinglei Liu

A data-driven DRL-based home energy management system optimization framework considering uncertain household parameters

Kezheng Ren, Jun Liu, Zeyang Wu et al. · Applied Energy · 2023 · 103 citations

Architecture, Building Science, Design Optimization +10

A Bayesian Deep Learning-Based Probabilistic Risk Assessment and Early-Warning Model for Power Systems Considering Meteorological Conditions

Xiaoming Liu, Jun Liu, Yu Zhao et al. · IEEE Transactions on Industrial Informatics · 2023 · 35 citations

Computing, Risk Management, Risk Analysis +16

Multi-period optimal capacity expansion planning scheme of regional integrated energy systems considering multi-time scale uncertainty and generation low-carbon retrofit

Xinglei Liu, Jun Liu, Jun Liu et al. · Renewable Energy · 2024 · 29 citations

Engineering, Regional Planning, Capacity Planning +10

Reinforcement Learning-Based Bi-Level strategic bidding model of Gas-fired unit in integrated electricity and natural gas markets preventing market manipulation

Kezheng Ren, Jun Liu, Xinglei Liu et al. · Applied Energy · 2023 · 28 citations

Natural Resources, Decision Sciences, Economics +17

An integrated fuzzy multi-energy transaction evaluation approach for energy internet markets considering judgement credibility and variable rough precision

Xinglei Liu, Jun Liu, Kezheng Ren et al. · Energy · 2022 · 24 citations

Business, Decision Sciences, Decision Analysis +14