Accuracy study of linearization methods for quadratic cost curves of thermal units in unit commitment problems

被引:5
作者
Dong, Jizhe [1 ]
Li, Yuanhan [1 ]
Lu, Yu [2 ]
Han, Shunjie [1 ]
机构
[1] Changchun Univ Technol, Sch Elect & Elect Engn, Changchun, Peoples R China
[2] State Grid Jilin Elect Power Co Ltd, Changchun, Peoples R China
关键词
FORMULATION;
D O I
10.1049/gtd2.12434
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
To solve the unit commitment (UC) problems with efficient mixed-integer linear programming solvers, the quadratic cost functions (QCFs) of thermal units are always approximated to piecewise linear (PWL) functions. This study examines the accuracies of different approximation methods for piecewise linearizing the QCFs of units in UC problems. We use five piecewise linearization methods-evenly spaced PWL interpolation, evenly spaced PWL tangent, evenly spaced PWL-e(max)/2 shifted interpolation, tighter PWL interpolation, and evenly spaced PWL least-squares fit-to approximate the QCFs of units. The authors first perform a series of reproductivity studies to verify the program. Then, numerical tests are conducted using different methods on the systems with 10, 100, and 800 units. The results show that different approximation methods lead to considerable differences in operating costs and the tighter PWL interpolation, compared with the other methods, is preferred in terms of approximation accuracy.
引用
收藏
页码:2198 / 2207
页数:10
相关论文
共 28 条
[1]  
Ahmadi H, 2013, IEEE POW ENER SOC GE
[2]   A computationally efficient mixed-integer linear formulation for the thermal unit commitment problem [J].
Carrion, Miguel ;
Arroyo, Jose M. .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2006, 21 (03) :1371-1378
[3]   Optimal wind-thermal generating unit commitment [J].
Chen, Chun-Lung .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 2008, 23 (01) :273-280
[4]  
Dong J., INPUT DATA THIS PAPE
[5]   A New Approach for Benefit Evaluation of Multiterminal VSC-HVDC Using A Proposed Mixed AC/DC Optimal Power Flow [J].
Feng, Wang ;
Le Anh Tuan ;
Tjernberg, Lina Bertling ;
Mannikoff, Anders ;
Bergman, Anders .
IEEE TRANSACTIONS ON POWER DELIVERY, 2014, 29 (01) :432-443
[6]   Tighter Approximated MILP Formulations for Unit Commitment Problems [J].
Frangioni, Antonio ;
Gentile, Claudio ;
Lacalandra, Fabrizio .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2009, 24 (01) :105-113
[7]  
Garver L.L., 1962, Transactions of the American Institute of Electrical Engineers. Part III: Power Apparatus and Systems, V81, P730, DOI DOI 10.1109/AIEEPAS.1962.4501405
[8]  
Kallrath J., 2014, Optimization in science and engineering: In honor of the 60th birthday of Panos M. Pardalos, V1st ed, P273
[9]   A genetic algorithm solution to the unit commitment problem [J].
Kazarlis, SA ;
Bakirtzis, AG ;
Petridis, V .
IEEE TRANSACTIONS ON POWER SYSTEMS, 1996, 11 (01) :83-90
[10]   Tailored Benders Decomposition for a Long-Term Power Expansion Model with Short-Term Demand Response [J].
Lohmann, Timo ;
Rebennack, Steffen .
MANAGEMENT SCIENCE, 2017, 63 (06) :2027-2048