Heuristic Methodology for Planning AC Rural Medium-Voltage Distribution Grids

被引:8
作者
Montoya, Oscar Danilo [1 ,2 ]
Serra, Federico Martin [3 ]
De Angelo, Cristian Hernan [4 ]
Chamorro, Harold R. [5 ]
Alvarado-Barrios, Lazaro [6 ]
机构
[1] Univ Dist Francisco Jose de Caldas, Fac Ingn, Bogota 110231, Colombia
[2] Univ Tecnol Bolivar, Lab Inteligente Energia, Cartagena 131001, Colombia
[3] Univ Nacl San Luis, Fac Ingn & Ciencias Agr, Lab Control Automat LCA, CONICET, RA-5730 San Luis, Argentina
[4] Univ Nacl Rio Cuarto, Fac Ingn, Inst Invest Tecnol Energet & Mat IITEMA, Grp Elect Aplicada GEA,CONICET, RA-5800 C6rdoba, Argentina
[5] KTH, Royal Inst Technol, Dept Elect Engn, SE-10044 Stockholm, Sweden
[6] Univ Loyola Andalucia, Dept Engn, Seville 41704, Spain
关键词
distribution system planning; tabu search algorithm; minimum spanning tree; heuristic optimization methodology; rural distribution networks; ALGORITHM;
D O I
10.3390/en14165141
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
The optimal expansion of AC medium-voltage distribution grids for rural applications is addressed in this study from a heuristic perspective. The optimal routes of a distribution feeder are selected by applying the concept of a minimum spanning tree by limiting the number of branches that are connected to a substation (mixed-integer linear programming formulation). In order to choose the caliber of the conductors for the selected feeder routes, the maximum expected current that is absorbed by the loads is calculated, thereby defining the minimum thermal bound of the conductor caliber. With the topology and the initial selection of the conductors, a tabu search algorithm (TSA) is implemented to refine the solution with the help of a three-phase power flow simulation in MATLAB for three different load conditions, i.e., maximum, medium, and minimum consumption with values of 100%, 60%, and 30%, respectively. This helps in calculating the annual costs of the energy losses that will be summed with the investment cost in conductors for determining the final costs of the planning project. Numerical simulations in two test feeders comprising 9 and 25 nodes with one substation show the effectiveness of the proposed methodology regarding the final grid planning cost; in addition, the heuristic selection of the calibers using the minimum expected current absorbed by the loads provides at least 70% of the calibers that are contained in the final solution of the problem. This demonstrates the importance of using adequate starting points to potentiate metaheuristic optimizers such as the TSA.
引用
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页数:20
相关论文
共 26 条
  • [1] Caserta M, 2007, OPER RES COMPUT SCI, V39, P43
  • [2] Application of the Vortex Search Algorithm to the Phase-Balancing Problem in Distribution Systems
    Cortes-Caicedo, Brandon
    Avellaneda-Gomez, Laura Sofia
    Montoya, Oscar Danilo
    Alvarado-Barrios, Lazaro
    Chamorro, Harold R.
    [J]. ENERGIES, 2021, 14 (05)
  • [3] Dong Y.F., 2007, P 2007 IEEE INT C MA, DOI [10.1109/icmlc.2007.4370288, DOI 10.1109/ICMLC.2007.4370288]
  • [4] Integer Programming Formulations for Minimum Spanning Forests and Connected Components in Sparse Graphs
    Fan, Neng
    Golari, Mehdi
    [J]. COMBINATORIAL OPTIMIZATION AND APPLICATIONS (COCOA 2014), 2014, 8881 : 613 - 622
  • [5] A new model for distribution system planning
    Farrag, MA
    El-Metwally, MM
    El-Bages, MS
    [J]. INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 1999, 21 (07) : 523 - 531
  • [6] Granada Echeverri Mauricio, 2012, ing.cienc., V8, P121
  • [7] Solving the generalized minimum spanning tree problem by a branch-and-bound algorithm
    Haouari, M
    Chaouachi, J
    Dror, M
    [J]. JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2005, 56 (04) : 382 - 389
  • [8] Ismael SM, 2017, PROC INT MID EAST P, P103, DOI 10.1109/MEPCON.2017.8301170
  • [9] Kilyeni S., 2014, P 2014 IEEE 49 INT U, DOI [10.1109/upec.2014.6934812, DOI 10.1109/UPEC.2014.6934812]
  • [10] Lavorato M., 2009, P 2009 IEEE POW EN S, DOI [10.1109/pes.2009.5275860, DOI 10.1109/PES.2009.5275860]