DOI: https://doi.org/10.20998/2074-272X.2020.1.10

A NEW METHODOLOGY CALLED DICE GAME OPTIMIZER FOR CAPACITOR PLACEMENT IN DISTRIBUTION SYSTEMS

M. Dehghani, Z. Montazeri, O.P. Malik, Kamal Al-Haddad, Josep M. Guerrero, G. Dhiman

Анотація


Цель. Шунтирующие конденсаторы в энергосистеме устанавливаются для компенсации реактивной мощности. Следовательно, снижается емкость фидера, улучшается профиль напряжения и снижаются потери мощности. Однако определение оптимального местоположения и размера конденсаторов в системах распределения является сложной задачей оптимизации. Чтобы определить оптимальный размер и расположение конденсатора, целевую функцию, которая обычно определяется на основе затрат на установку конденсатора и потерь мощности, следует минимизировать в соответствии с эксплуатационными ограничениями. Данная статья предлагает недавно разработанный метаэвристический метод, называемый оптимизатором игры в кости, для определения оптимального размера и расположения конденсаторов в распределительной сети. Оптимизатор игры в кости – это игровой метод оптимизации, основанный на правилах игры в кости. 

Ключові слова


размещение конденсаторов; оптимизатор игры в кости; системы распределения; алгоритм оптимизации

Повний текст:

PDF ENG (English)

Посилання


Aman M.M., Jasmon G.B., Bakar A.H.A., Mokhlis H., Karimi M. Optimum shunt capacitor placement in distribution system – A review and comparative study. Renewable and Sustainable Energy Reviews, 2014, vol. 30, pp. 429-439. doi: 10.1016/j.rser.2013.10.002.

Ng H.N., Salama M.M.A., Chikhani A.Y. Classification of capacitor allocation techniques. IEEE Transactions on Power Delivery, 2000, vol. 15, no. 1, pp. 387-392. doi: 10.1109/61.847278.

Da Silva I.C., Carneiro S., de Oliveira E.J., de Souza Costa J., Pereira J.L.R., Garcia P.A.N. A heuristic constructive algorithm for capacitor placement on distribution systems. IEEE Transactions on Power Systems, 2008, vol. 23, no. 4, pp. 1619-1626. doi: 10.1109/tpwrs.2008.2004742.

Haghifam M.-R., Malik O.P. Genetic algorithm-based approach for fixed and switchable capacitors placement in distribution systems with uncertainty and time varying loads. IET Generation, Transmission & Distribution, 2007, vol. 1, no. 2, p. 244. doi: 10.1049/iet-gtd:20045267.

Shyh-Jier Huang. An immune-based optimization method to capacitor placement in a radial distribution system. IEEE Transactions on Power Delivery, 2000, vol. 15, no. 2, pp. 744-749. doi: 10.1109/61.853014.

Lee C.-S., Ayala H.V.H., dos S. Coelho L. Capacitor placement of distribution systems using particle swarm optimization approaches. International Journal of Electrical Power & Energy Systems, 2015, vol. 64, pp. 839-851. doi: 10.1016/j.ijepes.2014.07.069.

Mendes A., FrancaP.M., Lyra C., Pissarra C., Cavellucci C. Capacitor placement in large-sized radial distribution networks. IEE Proceedings – Generation, Transmission and Distribution, 2005, vol. 152, no. 4, p. 496. doi: 10.1049/ip-gtd:20059015.

CarlisleJ. C., El-Keib A.A. A graph search algorithm for optimal placement of fixed and switched capacitors on radial distribution systems. IEEE Transactions on Power Delivery, 2000, vol. 15, no. 1, pp. 423-428. doi: 10.1109/61.847284.

Sultana S., Roy P.K. Optimal capacitor placement in radial distribution systems using teaching learning based optimization. International Journal of Electrical Power & Energy Systems, 2014, vol. 54, pp. 387-398. doi: 10.1016/j.ijepes.2013.07.011.

Kaur D., Sharma J. Multiperiod shunt capacitor allocation in radial distribution systems. International Journal of Electrical Power & Energy Systems, 2013, vol. 52, pp. 247-253. doi: 10.1016/j.ijepes.2013.03.026.

Dehghani M., Montazeri Z., Dehghani A., Nouri N., Seifi A. BSSA: Binary spring search algorithm. 2017 IEEE 4th International Conference on Knowledge-Based Engineering and Innovation (KBEI), Dec. 2017. doi: 10.1109/kbei.2017.8324977.

Dehghani M., Montazeri Z., Dehghani A., Seifi A. Spring search algorithm: A new meta-heuristic optimization algorithm inspired by Hooke's law. 2017 IEEE 4th International Conference on Knowledge-Based Engineering and Innovation (KBEI), Dec. 2017. doi: 10.1109/kbei.2017.8324975.

Dehghani M., Montazeri Z., Malik O.P., Ehsanifar A., Dehghani A. OSA: Orientation Search Algorithm. International Journal of Industrial Electronics, Control and Optimization, 2019, vol. 2, pp. 99-112.

Dehghani M., Mardaneh M., Malik O.P., NouraeiPour S.M. DTO: Donkey Theorem Optimization. 2019 27th Iranian Conference on Electrical Engineering (ICEE), Apr. 2019, pp. 1855-1859. doi: 10.1109/iraniancee.2019.8786601.

Dehghani M., Mardaneh M., Malik O. FOA: Following Optimization Algorithm for solving power engineering optimization problems. Journal of Operation and Automation in Power Engineering, 2020, vol. 8, iss. 1, pp. 57-64. doi: 10.22098/JOAPE.2019.5522.1414.

Dehghani M., Montazeri Z., Malik O.P., Dhiman G., Kumar V. BOSA: Binary Orientation Search Algorithm International. Journal of Innovative Technology and Exploring Engineering, 2019, vol. 9, iss. 1, pp. 5306-5310. doi: 10.35940/ijitee.A4215.119119.

Dehghani M., Montazeri Z., Dehghani A., Malik O.P. GO: Group Optimization. Gazi University Journal of Science, 2020, vol. 33.

Dehghani M., Montazeri Z., Malik O.P. DGO: Dice Game Optimizer. Gazi University Journal of Science, 2019, vol. 32, pp. 871-882. doi: 10.35378/gujs.484643.

Dehghani M., Montazeri Z., Malik O.P. Energy commitment: a planning of energy carrier based on energy consumption. Electrical engineering & electromechanics, 2019, no.4, pp. 69-72. doi: 10.20998/2074-272X.2019.4.10.

Montazeri Z., Niknam T. Optimal utilization of electrical energy from power plants based on final energy consumption using gravitational search algorithm. Electrical engineering & electromechanics, 2018, no.4, pp. 70-73. doi: 10.20998/2074-272X.2018.4.12.

Dehbozorgi S., Ehsanifar A., Montazeri Z., Dehghani M., Seifi A. Line loss reduction and voltage profile improvement in radial distribution networks using battery energy storage system. 2017 IEEE 4th International Conference on Knowledge-Based Engineering and Innovation (KBEI), Dec. 2017. doi: 10.1109/kbei.2017.8324976.

Dehghani M., Mardaneh M., Montazeri Z., Ehsanifar A., Ebadi M.J., Grechko O.M. Spring search algorithm for simultaneous placement of distributed generation and capacitors. Electrical engineering & electromechanics, 2018, no.6, pp. 68-73. doi: 10.20998/2074-272X.2018.6.10.

Dehghani M., Montazeri Z., Malik O.P. Optimal sizing and placement of capacitor banks and distributed generation in distribution systems using spring search algorithm. International Journal of Emerging Electric Power Systems, 2020, vol. 21. doi: 10.1515/ijeeps-2019-0217.

Dehghani M., Montazeri Z., Ehsanifar A., Seifi A.R., Ebadi M.J., Grechko O.M. Planning of energy carriers based on final energy consumption using dynamic programming and particle swarm optimization. Electrical engineering & electromechanics, 2018, no.5, pp. 62-71. doi: 10.20998/2074-272X.2018.5.10.

Montazeri Z., Niknam T. Energy carriers management based on energy consumption. 2017 IEEE 4th International Conference on Knowledge-Based Engineering and Innovation (KBEI), Dec. 2017. doi: 10.1109/kbei.2017.8325036.

Ehsanifar A., Dehghani M., Allahbakhshi M. Calculating the leakage inductance for transformer inter-turn fault detection using finite element method. 2017 Iranian Conference on Electrical Engineering (ICEE), May 2017. doi: 10.1109/iraniancee.2017.7985256.

Baran M.E., Wu F.F. Network reconfiguration in distribution systems for loss reduction and load balancing. IEEE Transactions on Power Delivery, 1989, vol. 4, no. 2, pp. 1401-1407. doi: 10.1109/61.25627.


Пристатейна бібліографія ГОСТ


  1. Aman M.M., Jasmon G.B., Bakar A.H.A., Mokhlis H., Karimi M. Optimum shunt capacitor placement in distribution system – A review and comparative study. Renewable and Sustainable Energy Reviews, 2014, vol. 30, pp. 429-439. doi: 10.1016/j.rser.2013.10.002.
  2. Ng H.N., Salama M.M.A., Chikhani A.Y. Classification of capacitor allocation techniques. IEEE Transactions on Power Delivery, 2000, vol. 15, no. 1, pp. 387-392. doi: 10.1109/61.847278.
  3. Da Silva I.C., Carneiro S., de Oliveira E.J., de Souza Costa J., Pereira J.L.R., Garcia P.A.N. A heuristic constructive algorithm for capacitor placement on distribution systems. IEEE Transactions on Power Systems, 2008, vol. 23, no. 4, pp. 1619-1626. doi: 10.1109/tpwrs.2008.2004742.
  4. Haghifam M.-R., Malik O.P. Genetic algorithm-based approach for fixed and switchable capacitors placement in distribution systems with uncertainty and time varying loads. IET Generation, Transmission & Distribution, 2007, vol. 1, no. 2, p. 244. doi: 10.1049/iet-gtd:20045267.
  5. Shyh-Jier Huang. An immune-based optimization method to capacitor placement in a radial distribution system. IEEE Transactions on Power Delivery, 2000, vol. 15, no. 2, pp. 744-749. doi: 10.1109/61.853014.
  6. Lee C.-S., Ayala H.V.H., dos S. Coelho L. Capacitor placement of distribution systems using particle swarm optimization approaches. International Journal of Electrical Power & Energy Systems, 2015, vol. 64, pp. 839-851. doi: 10.1016/j.ijepes.2014.07.069.
  7. Mendes A., FrancaP.M., Lyra C., Pissarra C., Cavellucci C. Capacitor placement in large-sized radial distribution networks. IEE Proceedings – Generation, Transmission and Distribution, 2005, vol. 152, no. 4, p. 496. doi: 10.1049/ip-gtd:20059015.
  8. CarlisleJ. C., El-Keib A.A. A graph search algorithm for optimal placement of fixed and switched capacitors on radial distribution systems. IEEE Transactions on Power Delivery, 2000, vol. 15, no. 1, pp. 423-428. doi: 10.1109/61.847284.
  9. Sultana S., Roy P.K. Optimal capacitor placement in radial distribution systems using teaching learning based optimization. International Journal of Electrical Power & Energy Systems, 2014, vol. 54, pp. 387-398. doi: 10.1016/j.ijepes.2013.07.011.
  10. Kaur D., Sharma J. Multiperiod shunt capacitor allocation in radial distribution systems. International Journal of Electrical Power & Energy Systems, 2013, vol. 52, pp. 247-253. doi: 10.1016/j.ijepes.2013.03.026.
  11. Dehghani M., Montazeri Z., Dehghani A., Nouri N., Seifi A. BSSA: Binary spring search algorithm. 2017 IEEE 4th International Conference on Knowledge-Based Engineering and Innovation (KBEI), Dec. 2017. doi: 10.1109/kbei.2017.8324977.
  12. Dehghani M., Montazeri Z., Dehghani A., Seifi A. Spring search algorithm: A new meta-heuristic optimization algorithm inspired by Hooke's law. 2017 IEEE 4th International Conference on Knowledge-Based Engineering and Innovation (KBEI), Dec. 2017. doi: 10.1109/kbei.2017.8324975.
  13. Dehghani M., Montazeri Z., Malik O.P., Ehsanifar A., Dehghani A. OSA: Orientation Search Algorithm. International Journal of Industrial Electronics, Control and Optimization, 2019, vol. 2, pp. 99-112.
  14. Dehghani M., Mardaneh M., Malik O.P., NouraeiPour S.M. DTO: Donkey Theorem Optimization. 2019 27th Iranian Conference on Electrical Engineering (ICEE), Apr. 2019, pp. 1855-1859. doi: 10.1109/iraniancee.2019.8786601.
  15. Dehghani M., Mardaneh M., Malik O. FOA: Following Optimization Algorithm for solving power engineering optimization problems. Journal of Operation and Automation in Power Engineering, 2020, vol. 8, iss. 1, pp. 57-64. doi: 10.22098/JOAPE.2019.5522.1414.
  16. Dehghani M., Montazeri Z., Malik O.P., Dhiman G., Kumar V. BOSA: Binary Orientation Search Algorithm International. Journal of Innovative Technology and Exploring Engineering, 2019, vol. 9, iss. 1, pp. 5306-5310. doi: 10.35940/ijitee.A4215.119119.
  17. Dehghani M., Montazeri Z., Dehghani A., Malik O.P. GO: Group Optimization. Gazi University Journal of Science, 2020, vol. 33.
  18. Dehghani M., Montazeri Z., Malik O.P. DGO: Dice Game Optimizer. Gazi University Journal of Science, 2019, vol. 32, pp. 871-882. doi: 10.35378/gujs.484643.
  19. Dehghani M., Montazeri Z., Malik O.P. Energy commitment: a planning of energy carrier based on energy consumption. Electrical engineering & electromechanics, 2019, no.4, pp. 69-72. doi: 10.20998/2074-272X.2019.4.10.
  20. Montazeri Z., Niknam T. Optimal utilization of electrical energy from power plants based on final energy consumption using gravitational search algorithm. Electrical engineering & electromechanics, 2018, no.4, pp. 70-73. doi: 10.20998/2074-272X.2018.4.12.
  21. Dehbozorgi S., Ehsanifar A., Montazeri Z., Dehghani M., Seifi A. Line loss reduction and voltage profile improvement in radial distribution networks using battery energy storage system. 2017 IEEE 4th International Conference on Knowledge-Based Engineering and Innovation (KBEI), Dec. 2017. doi: 10.1109/kbei.2017.8324976.
  22. Dehghani M., Mardaneh M., Montazeri Z., Ehsanifar A., Ebadi M.J., Grechko O.M. Spring search algorithm for simultaneous placement of distributed generation and capacitors. Electrical engineering & electromechanics, 2018, no.6, pp. 68-73. doi: 10.20998/2074-272X.2018.6.10.
  23. Dehghani M., Montazeri Z., Malik O.P. Optimal sizing and placement of capacitor banks and distributed generation in distribution systems using spring search algorithm. International Journal of Emerging Electric Power Systems, 2020, vol. 21. doi: 10.1515/ijeeps-2019-0217.
  24. Dehghani M., Montazeri Z., Ehsanifar A., Seifi A.R., Ebadi M.J., Grechko O.M. Planning of energy carriers based on final energy consumption using dynamic programming and particle swarm optimization. Electrical engineering & electromechanics, 2018, no.5, pp. 62-71. doi: 10.20998/2074-272X.2018.5.10.
  25. Montazeri Z., Niknam T. Energy carriers management based on energy consumption. 2017 IEEE 4th International Conference on Knowledge-Based Engineering and Innovation (KBEI), Dec. 2017. doi: 10.1109/kbei.2017.8325036.
  26. Ehsanifar A., Dehghani M., Allahbakhshi M. Calculating the leakage inductance for transformer inter-turn fault detection using finite element method. 2017 Iranian Conference on Electrical Engineering (ICEE), May 2017. doi: 10.1109/iraniancee.2017.7985256.
  27. Baran M.E., Wu F.F. Network reconfiguration in distribution systems for loss reduction and load balancing. IEEE Transactions on Power Delivery, 1989, vol. 4, no. 2, pp. 1401-1407. doi: 10.1109/61.25627.




Copyright (c) 2020 M. Dehghani, Z. Montazeri, O.P. Malik, Kamal Al-Haddad, Josep M. Guerrero, G. Dhiman


This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.

ISSN 2074–272X (Print)
ІSSN 2309–3404 (Online)