67 citations · 101 across the 11 of their papers we have counts for
11 papers
Solving Unit Commitment Problems with Graph Neural Network based Initial Commitment Prediction and Large Neighborhood Search
Linfeng Yang, Peilun Li, Jinbao Jian
Unit commitment problem (UCP) is a critical component of power market decision-making. However, its computational complexity necessitates effi-cient solution methods. In this work…
Multiple-Periods Locally-Facet-Based MIP Formulations for the Unit Commitment Problem
Linfeng Yang, Shifei Chen, Zhaoyang Dong
The thermal unit commitment (UC) problem has historically been formulated as a mixed integer quadratic programming (MIQP), which is difficult to solve efficiently, especially for l…
A Distributionally Robust Self-Scheduling Under Price Uncertainty Based on CVaR
Linfeng Yang, Ying Yang, Guo Chen +1
To ensure a successful bid while maximizing of profits, generation companies (GENCOs) need a self-scheduling strategy that can cope with a variety of scenarios. So distributionally…
Sequence to Point Learning Based on Bidirectional Dilated Residual Network for Non Intrusive Load Monitoring
Ziyue Jia, Linfeng Yang, Zhenrong Zhang +2
Non Intrusive Load Monitoring (NILM) or Energy Disaggregation (ED), seeks to save energy by decomposing corresponding appliances power reading from an aggregate power reading of th…
High Dimensional Three-Periods Locally Ideal MIP Formulations for the UC Problem
Linfeng Yang, Wei Li, Yan Xu +2
The thermal unit commitment (UC) problem often can be formulated as a mixed integer quadratic programming (MIQP), which is difficult to solve efficiently, especially for large-scal…
A Center-Point Algorithm for Unit Commitment with Carbon Emission Trading
Linfeng Yang, Wei Li, Guo Chen +3
This paper proposes a global optimization method for it ensures finding good solutions while solving the unit commitment (UC) problem with carbon emission trading (CET). This metho…