Application of the Gradient-Based Metaheuristic Optimizerto Solve the Optimal Conductor Selection Problemin Three-Phase Asymmetric Distribution Networks

被引:2
作者
Pradilla-Rozo, Julian David [1 ]
Vega-Forero, Julian Alejandro [1 ]
Montoya, Oscar Danilo [1 ]
机构
[1] Univ Distrital Francisco Jose de Caldas, Fac Ingn, Grp Compatibil & Interferencia Electromagnet GCEM, Bogota 110231, Colombia
关键词
combinatorial optimization methods; unbalanced distribution networks; optimal conductor selection; investment and operating costs; three-phase power flow; OPTIMIZATION; ALGORITHM;
D O I
10.3390/en16020888
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
This study addresses the problem of selecting the conductor sizes for medium-voltage distribution networks with radial configurations. The optimization model that represents this problem is part of the mixed-integer non-linear programming (MINLP) models, in which a power flow must be solved for each possible combination of conductor sizes. The main objective of this optimization problem is to find the best set of conductor sizes that minimize an economic objective function composed of the total costs of conducting materials added with the expected annual costs of the energy losses by proposing a new hybrid optimization methodology from the family of combinatorial optimization methods. To solve the MINLP model, a master-slave optimization method based on the modified version of the gradient-based metaheuristic optimizer (MGbMO) combined with the successive approximation power flow method for unbalanced distribution networks is presented. The MGbMO defines the set of conductor sizes assignable for each distribution line using an integer codification. The slave stage (three-phase power flow) quantifies the total power losses and their expected annual operating costs. Numerical results in the IEEE 8-, 27-, and 85-bus grids demonstrate the effectiveness of the proposed master-slave optimizer when compared with multiple combinatorial optimization methods (vortex search algorithm, the Newton-metaheuristic optimizer, the traditional and Chu and Beasley genetic algorithms, and the tabu search approaches). Two scenarios regarding the demand behavior were analyzed for the IEEE 8- and 27-bus grids: a peak load operation was considered, and, for the IEEE 85-bus grid, the daily demand behavior, including the presence of renewable generators, was considered. The 85-bus grid allowed showing that the most realistic operative scenario for selecting conductors is the case where a demand curve is implemented since reductions over 40% in the annual investment and operating costs were found when compared to the peak load operating condition. All numerical validations were performed in MATLAB software.
引用
收藏
页数:29
相关论文
共 39 条
[1]   A novel approach based on crow search algorithm for optimal selection of conductor size in radial distribution networks [J].
Abdelaziz, Almoataz Y. ;
Fathy, Ahmed .
ENGINEERING SCIENCE AND TECHNOLOGY-AN INTERNATIONAL JOURNAL-JESTECH, 2017, 20 (02) :391-402
[2]   Multi-conductor feeder design for radial distribution networks [J].
Abul'Wafa, Ahmed R. .
ELECTRIC POWER SYSTEMS RESEARCH, 2016, 140 :184-192
[3]   Optimal selection and positioning of conductors in multi-circuit overhead transmission lines using evolutionary computing [J].
Acosta, Jhair S. ;
Tavares, Maria C. .
ELECTRIC POWER SYSTEMS RESEARCH, 2020, 180
[4]   Gradient-based optimizer: A new metaheuristic optimization algorithm [J].
Ahmadianfar, Iman ;
Bozorg-Haddad, Omid ;
Chu, Xuefeng .
INFORMATION SCIENCES, 2020, 540 :131-159
[5]   Notes on the Dimension of the Solution Space in Typical Electrical Engineering Optimization Problems [J].
Danilo Montoya, Oscar .
INGENIERIA, 2022, 27 (02)
[6]   Optimal Placement and Sizing of PV Sources in Distribution Grids Using a Modified Gradient-Based Metaheuristic Optimizer [J].
Danilo Montoya, Oscar ;
Fernando Grisales-Norena, Luis ;
Armando Giral-Ramirez, Diego .
SUSTAINABILITY, 2022, 14 (06)
[7]   A new metaheuristic for numerical function optimization: Vortex Search algorithm [J].
Dogan, Berat ;
Olmez, Tamer .
INFORMATION SCIENCES, 2015, 293 :125-145
[8]   Performance assessment and economic perspectives of integrated PEM fuel cell and PEM electrolyzer for electric power generation [J].
Escobar-Yonoff, Rony ;
Maestre-Cambronel, Daniel ;
Charry, Sebastian ;
Rincon-Montenegro, Adriana ;
Portnoy, Ivan .
HELIYON, 2021, 7 (03)
[9]  
Falaghi H., 2005, P CIRED 2005 18 INT, P1, DOI [10.1049/cp:20051351, DOI 10.1049/CP:20051351]
[10]   A new Newton metaheuristic algorithm for discrete performance-based design optimization of steel moment frames [J].
Gholizadeh, Saeed ;
Danesh, Masood ;
Gheyratmand, Changiz .
COMPUTERS & STRUCTURES, 2020, 234