Unit Commitment With Continuous-Time Generation and Ramping Trajectory Models
- Univ. of Utah, Salt Lake City, UT (United States). Dept. of Electrical and Computer Engineering; University of Utah
- Arizona State Univ., Tempe, AZ (United States). School of Electrical, Computer and Energy Engineering
There is increasing evidence of shortage of ramping resources in the real-time operation of power systems. To explain and remedy this problem systematically, we take a novel look at the way the day-ahead unit commitment (UC) problem represents the information about load, generation and ramping constraints. We specifically investigate the approximation error made in mapping of the original problem, that would decide the continuous-time generation and ramping trajectories of the committed generating units, onto the discrete-time problem that is solved in practice. We first show that current practice amounts to approximating the trajectories with linear splines. We then offer a different representation through cubic splines that provides physically feasible schedules and increases the accuracy of the continuous-time generation and ramping trajectories by capturing sub-hourly variations and ramping of load in the day-ahead power system operation. The corresponding day-ahead UC model is formulated as an instance of mixed-integer linear programming (MILP), with the same number of binary variables as the traditional UC formulation. Numerical simulation over real load data from the California ISO demonstrate that the proposed UC model reduces the total day-ahead and real-time operation cost, and the number of events of ramping scarcity in the real-time operations.
- Research Organization:
- Univ. of Utah, Salt Lake City, UT (United States); Arizona State Univ., Tempe, AZ (United States)
- Sponsoring Organization:
- USDOE Office of Electricity Delivery and Energy Reliability (OE); National Science Foundation (NSF)
- OSTI ID:
- 1418628
- Report Number(s):
- TPWRS-00481-2015
- Journal Information:
- IEEE Transactions on Power Systems, Journal Name: IEEE Transactions on Power Systems Journal Issue: 4 Vol. 31; ISSN 0885-8950
- Publisher:
- IEEE
- Country of Publication:
- United States
- Language:
- English
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