A hybrid algorithm for reactive power optimization based on bi-level programming
Title | A hybrid algorithm for reactive power optimization based on bi-level programming |
Publication Type | Conference Paper |
Year of Publication | 2015 |
Authors | Fan, H., Ji, X. y, Chen, S. |
Conference Name | International Conference on Renewable Power Generation (RPG 2015) |
Date Published | oct |
Keywords | active power source, Bi-level programming, bi-level programming model, by random forests algorithm, discrete variables, grid loss minimization, grid voltage-reactive power control, interior point algorithm, mathematical programming, minimisation, power grids, power system, primal-dual interior point algorithm, pubcrawl170110, random forests algorithm, reactive power control, reactive power optimization, reactive power source, RFA, upper-level model, voltage deviation |
Abstract | This paper established a bi-level programming model for reactive power optimization, considering the feature of the grid voltage-reactive power control. The targets of upper-level and lower-level are minimization of grid loss and voltage deviation, respectively. According to the differences of two level, such as different variables, different solution space, primal-dual interior point algorithm is suggested to be used in upper-level, which takes continuous variables in account such as active power source and reactive power source. Upper-level model guaranteed the sufficient of the reactive power in power system. And then in lower-level the discrete variables such as taps are optimized by random forests algorithm (RFA), which regulate the voltage in a feasible range. Finally, a case study illustrated the speediness and robustness of this method. |
DOI | 10.1049/cp.2015.0369 |
Citation Key | fan_hybrid_2015 |
- power grids
- voltage deviation
- upper-level model
- RFA
- reactive power source
- reactive power optimization
- reactive power control
- random forests algorithm
- pubcrawl170110
- primal-dual interior point algorithm
- power system
- active power source
- minimisation
- mathematical programming
- interior point algorithm
- grid voltage-reactive power control
- grid loss minimization
- discrete variables
- by random forests algorithm
- bi-level programming model
- Bi-level programming