Stochastic Optimization for Unit Commitment—A Review
University of Central Florida · Argonne National Laboratory · +1 more institution
Abstract
Optimization models have been widely used in the power industry to aid the decision-making process of scheduling and dispatching electric power generation resources, a process known as unit commitment (UC). Since UC's birth, there have been two major waves of revolution on UC research and real life practice. The first wave has made mixed integer programming stand out from the early solution and modeling approaches for deterministic UC, such as priority list, dynamic programming, and Lagrangian relaxation. With the high penetration of renewable energy, increasing deregulation of the electricity industry, and growing demands on system reliability, the next wave is focused on transitioning from traditional…
Citation impact
- FWCI
- 24.48
- Percentile
- 100%
- References
- 113
Authors
3Topics & keywords
- Power system simulation
- Lagrangian relaxation
- Stochastic programming
- Electric power system
- Scheduling (production processes)
- Computer science
- Mathematical optimization
- Integer programming