The optimal power flow (OPF) problem is the backbone tool for power system operation. The objective of the OPF problem is to determine the optimal operating state of a power system by optimizing a particular objective while satisfying certain operating constraints.
This code is an illustration on how to solve the OPF problem using a metaheuristic.
Cite As
Bouchekara, H. R. E. H. “Optimal Power Flow Using Black-Hole-Based Optimization Approach.” Applied Soft Computing, vol. 24, Elsevier BV, Nov. 2014, pp. 879–88, doi:10.1016/j.asoc.2014.08.056.
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Bouchekara, H. R. E. H. “Optimal Power Flow Using Black-Hole-Based Optimization Approach.” Applied Soft Computing, vol. 24, Elsevier BV, Nov. 2014, pp. 879–88, doi:10.1016/j.asoc.2014.08.056.
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| APA |
Bouchekara, H. R. E. H. (2014). Optimal power flow using black-hole-based optimization approach. Applied Soft Computing, 24, 879–888. Elsevier BV. Retrieved from https://doi.org/10.1016%2Fj.asoc.2014.08.056
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| BibTeX |
@article{Bouchekara_2014,
doi = {10.1016/j.asoc.2014.08.056},
url = {https://doi.org/10.1016%2Fj.asoc.2014.08.056},
year = 2014,
month = {nov},
publisher = {Elsevier {BV}},
volume = {24},
pages = {879--888},
author = {H.R.E.H. Bouchekara},
title = {Optimal power flow using black-hole-based optimization approach},
journal = {Applied Soft Computing}
}
|
Bouchekara, H. R. E. H., et al. “Optimal Power Flow Using Teaching-Learning-Based Optimization Technique.” Electric Power Systems Research, vol. 114, Elsevier BV, Sept. 2014, pp. 49–59, doi:10.1016/j.epsr.2014.03.032.
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Bouchekara, H. R. E. H., et al. “Optimal Power Flow Using Teaching-Learning-Based Optimization Technique.” Electric Power Systems Research, vol. 114, Elsevier BV, Sept. 2014, pp. 49–59, doi:10.1016/j.epsr.2014.03.032.
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| APA |
Bouchekara, H. R. E. H., Abido, M. A., & Boucherma, M. (2014). Optimal power flow using Teaching-Learning-Based Optimization technique. Electric Power Systems Research, 114, 49–59. Elsevier BV. Retrieved from https://doi.org/10.1016%2Fj.epsr.2014.03.032
|
| BibTeX |
@article{Bouchekara_2014,
doi = {10.1016/j.epsr.2014.03.032},
url = {https://doi.org/10.1016%2Fj.epsr.2014.03.032},
year = 2014,
month = {sep},
publisher = {Elsevier {BV}},
volume = {114},
pages = {49--59},
author = {H.R.E.H. Bouchekara and M.A. Abido and M. Boucherma},
title = {Optimal power flow using Teaching-Learning-Based Optimization technique},
journal = {Electric Power Systems Research}
}
|
Bouchekara, H. R. E. H., et al. “Optimal Power Flow Using the League Championship Algorithm: A Case Study of the Algerian Power System.” Energy Conversion and Management, vol. 87, Elsevier BV, Nov. 2014, pp. 58–70, doi:10.1016/j.enconman.2014.06.088.
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| MLA |
Bouchekara, H. R. E. H., et al. “Optimal Power Flow Using the League Championship Algorithm: A Case Study of the Algerian Power System.” Energy Conversion and Management, vol. 87, Elsevier BV, Nov. 2014, pp. 58–70, doi:10.1016/j.enconman.2014.06.088.
|
| APA |
Bouchekara, H. R. E. H., Abido, M. A., Chaib, A. E., & Mehasni, R. (2014). Optimal power flow using the league championship algorithm: A case study of the Algerian power system. Energy Conversion and Management, 87, 58–70. Elsevier BV. Retrieved from https://doi.org/10.1016%2Fj.enconman.2014.06.088
|
| BibTeX |
@article{Bouchekara_2014,
doi = {10.1016/j.enconman.2014.06.088},
url = {https://doi.org/10.1016%2Fj.enconman.2014.06.088},
year = 2014,
month = {nov},
publisher = {Elsevier {BV}},
volume = {87},
pages = {58--70},
author = {H.R.E.H. Bouchekara and M.A. Abido and A.E. Chaib and R. Mehasni},
title = {Optimal power flow using the league championship algorithm: A case study of the Algerian power system},
journal = {Energy Conversion and Management}
}
|
Bouchekara, Houssem Rafik El-Hana, and Mohamed Ali Abido. “Optimal Power Flow Using Differential Search Algorithm.” Electric Power Components and Systems, vol. 42, no. 15, Informa UK Limited, Oct. 2014, pp. 1683–99, doi:10.1080/15325008.2014.949912.
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Bouchekara, Houssem Rafik El-Hana, and Mohamed Ali Abido. “Optimal Power Flow Using Differential Search Algorithm.” Electric Power Components and Systems, vol. 42, no. 15, Informa UK Limited, Oct. 2014, pp. 1683–99, doi:10.1080/15325008.2014.949912.
|
| APA |
Bouchekara, H. R. E.-H., & Abido, M. A. (2014). Optimal Power Flow Using Differential Search Algorithm. Electric Power Components and Systems, 42(15), 1683–1699. Informa UK Limited. Retrieved from https://doi.org/10.1080%2F15325008.2014.949912
|
| BibTeX |
@article{Bouchekara_2014,
doi = {10.1080/15325008.2014.949912},
url = {https://doi.org/10.1080%2F15325008.2014.949912},
year = 2014,
month = {oct},
publisher = {Informa {UK} Limited},
volume = {42},
number = {15},
pages = {1683--1699},
author = {Houssem Rafik El-Hana Bouchekara and Mohamed Ali Abido},
title = {Optimal Power Flow Using Differential Search Algorithm},
journal = {Electric Power Components and Systems}
}
|
Bouchekara, H. R. E. H., et al. “Optimal Power Flow Using an Improved Colliding Bodies Optimization Algorithm.” Applied Soft Computing, vol. 42, Elsevier BV, May 2016, pp. 119–31, doi:10.1016/j.asoc.2016.01.041.
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| MLA |
Bouchekara, H. R. E. H., et al. “Optimal Power Flow Using an Improved Colliding Bodies Optimization Algorithm.” Applied Soft Computing, vol. 42, Elsevier BV, May 2016, pp. 119–31, doi:10.1016/j.asoc.2016.01.041.
|
| APA |
Bouchekara, H. R. E. H., Chaib, A. E., Abido, M. A., & El-Sehiemy, R. A. (2016). Optimal power flow using an Improved Colliding Bodies Optimization algorithm. Applied Soft Computing, 42, 119–131. Elsevier BV. Retrieved from https://doi.org/10.1016%2Fj.asoc.2016.01.041
|
| BibTeX |
@article{Bouchekara_2016,
doi = {10.1016/j.asoc.2016.01.041},
url = {https://doi.org/10.1016%2Fj.asoc.2016.01.041},
year = 2016,
month = {may},
publisher = {Elsevier {BV}},
volume = {42},
pages = {119--131},
author = {H.R.E.H. Bouchekara and A.E. Chaib and M.A. Abido and R.A. El-Sehiemy},
title = {Optimal power flow using an Improved Colliding Bodies Optimization algorithm},
journal = {Applied Soft Computing}
}
|
Chaib, A. E., et al. “Optimal Power Flow with Emission and Non-Smooth Cost Functions Using Backtracking Search Optimization Algorithm.” International Journal of Electrical Power & Energy Systems, vol. 81, Elsevier BV, Oct. 2016, pp. 64–77, doi:10.1016/j.ijepes.2016.02.004.
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| MLA |
Chaib, A. E., et al. “Optimal Power Flow with Emission and Non-Smooth Cost Functions Using Backtracking Search Optimization Algorithm.” International Journal of Electrical Power & Energy Systems, vol. 81, Elsevier BV, Oct. 2016, pp. 64–77, doi:10.1016/j.ijepes.2016.02.004.
|
| APA |
Chaib, A. E., Bouchekara, H. R. E. H., Mehasni, R., & Abido, M. A. (2016). Optimal power flow with emission and non-smooth cost functions using backtracking search optimization algorithm. International Journal of Electrical Power & Energy Systems, 81, 64–77. Elsevier BV. Retrieved from https://doi.org/10.1016%2Fj.ijepes.2016.02.004
|
| BibTeX |
@article{Chaib_2016,
doi = {10.1016/j.ijepes.2016.02.004},
url = {https://doi.org/10.1016%2Fj.ijepes.2016.02.004},
year = 2016,
month = {oct},
publisher = {Elsevier {BV}},
volume = {81},
pages = {64--77},
author = {A.E. Chaib and H.R.E.H. Bouchekara and R. Mehasni and M.A. Abido},
title = {Optimal power flow with emission and non-smooth cost functions using backtracking search optimization algorithm},
journal = {International Journal of Electrical Power {\&} Energy Systems}
}
|
Bouchekara, Houssem Rafik El-Hana, et al. “Optimal Power Flow Using an Improved Electromagnetism-like Mechanism Method.” Electric Power Components and Systems, vol. 44, no. 4, Informa UK Limited, Jan. 2016, pp. 434–49, doi:10.1080/15325008.2015.1115919.
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| MLA |
Bouchekara, Houssem Rafik El-Hana, et al. “Optimal Power Flow Using an Improved Electromagnetism-like Mechanism Method.” Electric Power Components and Systems, vol. 44, no. 4, Informa UK Limited, Jan. 2016, pp. 434–49, doi:10.1080/15325008.2015.1115919.
|
| APA |
Bouchekara, H. R. E.-H., Abido, M. A., & Chaib, A. E. (2016). Optimal Power Flow Using an Improved Electromagnetism-like Mechanism Method. Electric Power Components and Systems, 44(4), 434–449. Informa UK Limited. Retrieved from https://doi.org/10.1080%2F15325008.2015.1115919
|
| BibTeX |
@article{El_Hana_Bouchekara_2016,
doi = {10.1080/15325008.2015.1115919},
url = {https://doi.org/10.1080%2F15325008.2015.1115919},
year = 2016,
month = {jan},
publisher = {Informa {UK} Limited},
volume = {44},
number = {4},
pages = {434--449},
author = {Houssem Rafik El-Hana Bouchekara and Mohammad Ali Abido and Alla Eddine Chaib},
title = {Optimal Power Flow Using an Improved Electromagnetism-like Mechanism Method},
journal = {Electric Power Components and Systems}
}
|
Bouchekara, H. R. E. H., et al. “Optimal Power Flow Using GA with a New Multi-Parent Crossover Considering: Prohibited Zones, Valve-Point Effect, Multi-Fuels and Emission.” Electrical Engineering, vol. 100, no. 1, Springer Nature, Nov. 2016, pp. 151–65, doi:10.1007/s00202-016-0488-9.
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| MLA |
Bouchekara, H. R. E. H., et al. “Optimal Power Flow Using GA with a New Multi-Parent Crossover Considering: Prohibited Zones, Valve-Point Effect, Multi-Fuels and Emission.” Electrical Engineering, vol. 100, no. 1, Springer Nature, Nov. 2016, pp. 151–65, doi:10.1007/s00202-016-0488-9.
|
| APA |
Bouchekara, H. R. E. H., Chaib, A. E., & Abido, M. A. (2016). Optimal power flow using GA with a new multi-parent crossover considering: prohibited zones, valve-point effect, multi-fuels and emission. Electrical Engineering, 100(1), 151–165. Springer Nature. Retrieved from https://doi.org/10.1007%2Fs00202-016-0488-9
|
| BibTeX |
@article{Bouchekara_2016,
doi = {10.1007/s00202-016-0488-9},
url = {https://doi.org/10.1007%2Fs00202-016-0488-9},
year = 2016,
month = {nov},
publisher = {Springer Nature},
volume = {100},
number = {1},
pages = {151--165},
author = {H. R. E. H. Bouchekara and A. E. Chaib and M. A. Abido},
title = {Optimal power flow using {GA} with a new multi-parent crossover considering: prohibited zones, valve-point effect, multi-fuels and emission},
journal = {Electrical Engineering}
}
|
Berrouk, F., Bouchekara, H. R. E. H., Chaib, A. E., Abido, M. A., Bounaya, K., & Javaid, M. S. (2018). A new multi-objective Jaya algorithm for solving the optimal power flow problem. Journal of Electrical Systems, 14(3), 165–181.
Bouchekara, Houssem. “Solution of the Optimal Power Flow Problem Considering Security Constraints Using an Improved Chaotic Electromagnetic Field Optimization Algorithm.” Neural Computing and Applications, Springer Science and Business Media LLC, June 2019, doi:10.1007/s00521-019-04298-3.
View more styles
| MLA |
Bouchekara, Houssem. “Solution of the Optimal Power Flow Problem Considering Security Constraints Using an Improved Chaotic Electromagnetic Field Optimization Algorithm.” Neural Computing and Applications, Springer Science and Business Media LLC, June 2019, doi:10.1007/s00521-019-04298-3.
|
| APA |
Bouchekara, H. (2019). Solution of the optimal power flow problem considering security constraints using an improved chaotic electromagnetic field optimization algorithm. Neural Computing and Applications. Springer Science and Business Media LLC. Retrieved from https://doi.org/10.1007%2Fs00521-019-04298-3
|
| BibTeX |
@article{Bouchekara_2019,
doi = {10.1007/s00521-019-04298-3},
url = {https://doi.org/10.1007%2Fs00521-019-04298-3},
year = 2019,
month = {jun},
publisher = {Springer Science and Business Media {LLC}},
author = {Houssem Bouchekara},
title = {Solution of the optimal power flow problem considering security constraints using an improved chaotic electromagnetic field optimization algorithm},
journal = {Neural Computing and Applications}
}
|
