Solving hydro unit commitment problems with multiple hydraulic heads based on a two-layer nested optimization method

Qian Cheng, Bo Ming, Pan Liu, +3

Renewable Energy

Mathematical ProgrammingNumerical AnalysisUnit CommitmentEngineeringEnergy Management +7

Stochastic short-term scheduling of a wind-solar-hydro complementary system considering both the day-ahead market bidding and bilateral contracts decomposition

Qian Cheng, Peng Luo, Pan Liu, +4

International Journal of Electrical Power & Energy Systems

Power MarketUnit CommitmentEngineeringBilateral Contracts DecompositionEnergy Management +5

An attention-based LSTM model for long-term runoff forecasting and factor recognition

Dongyang Han, Pan Liu, Kang Xie, +7

Environmental Research Letters

Artificial IntelligenceForecasting MethodologyHydrological PredictionEngineeringMachine Learning +20

Contribution of complementary operation in adapting to climate change impacts on a large-scale wind–solar–hydro system: A case study in the Yalong River Basin, China

Qian Cheng, Pan Liu, Jun Xia, +6

Applied Energy

HydrometeorologyClimate ImpactRiver Basin ManagementEngineeringComplementary Operation +6

Complementary operation with wind and photovoltaic power induces the decrease in hydropower efficiency

Qian Cheng, Pan Liu, Maoyuan Feng, +6

Applied Energy

Electrical EngineeringEngineeringSolar PowerEnergy ConversionEnergy Efficiency +9

UTrans-Net: A Model for Short-Term Precipitation Prediction

Hao Cao, Yirui Wu, Yansong Bao, +3

Artificial Intelligence and Applications

A model coupling current non-adjustable, coming adjustable and remaining stages for daily generation scheduling of a wind-solar-hydro complementary system

Pan Liu, Jong‐Suk Kim, Weifeng Xu, +3

Energy

Electrical EngineeringEngineeringSmart GridEnergy ManagementEnergy Conversion +9

Extracting operation behaviors of cascade reservoirs using physics-guided long-short term memory networks

Yalian Zheng, Pan Liu, Lei Cheng, +7

Journal of Hydrology Regional Studies

Deriving long-term operating rules of the hydro-wind-PV hybrid energy system considering electricity price

Shitian Xu, Pan Liu, Xiao Li, +2

Renewable Energy

Distributed Energy SystemHybrid Energy SystemsElectrical EngineeringEngineeringSmart Grid +9

Machine learning-based surrogate model assisting stochastic model predictive control of urban drainage systems

Xinran Luo, Pan Liu, Qian Xia, +6

Journal of Environmental Management

EngineeringMachine LearningUrban HydrologyUrban Drainage SystemsCivil Engineering +7