Skip to main content
Erschienen in: Soft Computing 21/2020

17.04.2020 | Methodologies and Application

Lightning attachment procedure optimization algorithm for nonlinear non-convex short-term hydrothermal generation scheduling

verfasst von: Maha Mohamed, Abdel-Raheem Youssef, Salah Kamel, Mohamed Ebeed

Erschienen in: Soft Computing | Ausgabe 21/2020

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Short-term hydrothermal scheduling (STHS) is considered an important problem in the field of power system economics. The solution of this problem gives the hourly output of power generation schedule of the available hydro and thermal power units, which leads to minimization of the total fuel cost of thermal units for a given period of a time. The optimal generation of STHS is considered as a complicated and nonlinear optimization problem with a set of equality and inequality constraints such as the valve point loading effect of thermal units, the power transmission loss and the load balance. This paper proposes lightning attachment procedure Optimization (LAPO) algorithm for solving the nonlinear non-convex STHS optimization problem in order to minimize the operating fuel cost of thermal units with satisfying the operating constraints of the system. The performance of LAPO algorithm is validated using three different test systems considering the valve point loading effects of thermal units and the power transmission losses. The obtained results prove the effectiveness and superiority of LAPO algorithm for solving the STHS problem compared with other well-known optimization techniques.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Amjady N, Soleymanpour HR (2010) Daily hydrothermal generation scheduling by a new modified adaptive particle swarm optimization technique. Electr Power Syst Res 80:723–732 Amjady N, Soleymanpour HR (2010) Daily hydrothermal generation scheduling by a new modified adaptive particle swarm optimization technique. Electr Power Syst Res 80:723–732
Zurück zum Zitat Basu M (2004a) An interactive fuzzy satisfying method based on evolutionary programming technique for multiobjective short-term hydrothermal scheduling. Electr Power Syst Res 69:277–285 Basu M (2004a) An interactive fuzzy satisfying method based on evolutionary programming technique for multiobjective short-term hydrothermal scheduling. Electr Power Syst Res 69:277–285
Zurück zum Zitat Basu M (2014b) Improved differential evolution for short-term hydrothermal scheduling. Int J Electr Power Energy Syst 58:91–100 Basu M (2014b) Improved differential evolution for short-term hydrothermal scheduling. Int J Electr Power Energy Syst 58:91–100
Zurück zum Zitat Bhattacharjee K, Bhattacharya A, nee Dey SH (2014a) Oppositional real coded chemical reaction based optimization to solve short-term hydrothermal scheduling problems. Int J Electr Power Energy Syst 63:145–157 Bhattacharjee K, Bhattacharya A, nee Dey SH (2014a) Oppositional real coded chemical reaction based optimization to solve short-term hydrothermal scheduling problems. Int J Electr Power Energy Syst 63:145–157
Zurück zum Zitat Bhattacharjee K, Bhattacharya A, nee Dey SH (2014b) Real coded chemical reaction based optimization for short-term hydrothermal scheduling. Appl Soft Comput 24:962–976 Bhattacharjee K, Bhattacharya A, nee Dey SH (2014b) Real coded chemical reaction based optimization for short-term hydrothermal scheduling. Appl Soft Comput 24:962–976
Zurück zum Zitat Catalão JPS, Pousinho HMI, Mendes VMF (2011) Hydro energy systems management in Portugal: profit-based evaluation of a mixed-integer nonlinear approach. Energy 36:500–507 Catalão JPS, Pousinho HMI, Mendes VMF (2011) Hydro energy systems management in Portugal: profit-based evaluation of a mixed-integer nonlinear approach. Energy 36:500–507
Zurück zum Zitat Chang W (2010) Notice of retraction optimal scheduling of hydrothermal system based on improved particle swarm optimization. In: Power and energy engineering conference (APPEEC), 2010 Asia-Pacific, pp 1–4 Chang W (2010) Notice of retraction optimal scheduling of hydrothermal system based on improved particle swarm optimization. In: Power and energy engineering conference (APPEEC), 2010 Asia-Pacific, pp 1–4
Zurück zum Zitat Chang GW, Aganagic M, Waight JG, Medina J, Burton T, Reeves S, Christoforidis M (2001) Experiences with mixed integer linear programming based approaches on short-term hydro scheduling. IEEE Trans Power Syst 16:743–749 Chang GW, Aganagic M, Waight JG, Medina J, Burton T, Reeves S, Christoforidis M (2001) Experiences with mixed integer linear programming based approaches on short-term hydro scheduling. IEEE Trans Power Syst 16:743–749
Zurück zum Zitat Dieu VN, Ongsakul W (2009) Improved merit order and augmented Lagrange Hopfield network for short term hydrothermal scheduling. Energy Convers Manag 50:3015–3023 Dieu VN, Ongsakul W (2009) Improved merit order and augmented Lagrange Hopfield network for short term hydrothermal scheduling. Energy Convers Manag 50:3015–3023
Zurück zum Zitat Dubey HM, Pandit M, Panigrahi B (2016) Ant lion optimization for short-term wind integrated hydrothermal power generation scheduling. Int J Electr Power Energy Syst 83:158–174 Dubey HM, Pandit M, Panigrahi B (2016) Ant lion optimization for short-term wind integrated hydrothermal power generation scheduling. Int J Electr Power Energy Syst 83:158–174
Zurück zum Zitat Fang N, Zhou J, Zhang R, Liu Y, Zhang Y (2014) A hybrid of real coded genetic algorithm and artificial fish swarm algorithm for short-term optimal hydrothermal scheduling. Int J Electr Power Energy Syst 62:617–629 Fang N, Zhou J, Zhang R, Liu Y, Zhang Y (2014) A hybrid of real coded genetic algorithm and artificial fish swarm algorithm for short-term optimal hydrothermal scheduling. Int J Electr Power Energy Syst 62:617–629
Zurück zum Zitat Gouthamkumar N, Sharma V, Naresh R (2015) Disruption based gravitational search algorithm for short term hydrothermal scheduling. Expert Syst Appl 42:7000–7011 Gouthamkumar N, Sharma V, Naresh R (2015) Disruption based gravitational search algorithm for short term hydrothermal scheduling. Expert Syst Appl 42:7000–7011
Zurück zum Zitat Haghrah A, Mohammadi-ivatloo B, Seyedmonir S (2014) Real coded genetic algorithm approach with random transfer vectors-based mutation for short-term hydro–thermal scheduling. IET Gener Transm Distrib 9:75–89 Haghrah A, Mohammadi-ivatloo B, Seyedmonir S (2014) Real coded genetic algorithm approach with random transfer vectors-based mutation for short-term hydro–thermal scheduling. IET Gener Transm Distrib 9:75–89
Zurück zum Zitat Homem-de-Mello T, De Matos VL, Finardi EC (2011) Sampling strategies and stopping criteria for stochastic dual dynamic programming: a case study in long-term hydrothermal scheduling. Energy Syst 2:1–31 Homem-de-Mello T, De Matos VL, Finardi EC (2011) Sampling strategies and stopping criteria for stochastic dual dynamic programming: a case study in long-term hydrothermal scheduling. Energy Syst 2:1–31
Zurück zum Zitat Hota P, Chakrabarti R, Chattopadhyay P (1999) Short-term hydrothermal scheduling through evolutionary programming technique. Electr Power Syst Res 52:189–196 Hota P, Chakrabarti R, Chattopadhyay P (1999) Short-term hydrothermal scheduling through evolutionary programming technique. Electr Power Syst Res 52:189–196
Zurück zum Zitat Hota P, Barisal A, Chakrabarti R (2009) An improved PSO technique for short-term optimal hydrothermal scheduling. Electr Power Syst Res 79:1047–1053 Hota P, Barisal A, Chakrabarti R (2009) An improved PSO technique for short-term optimal hydrothermal scheduling. Electr Power Syst Res 79:1047–1053
Zurück zum Zitat Kang C, Guo M, Wang J (2017) Short-term hydrothermal scheduling using a two-stage linear programming with special ordered sets method. Water Resour Manage 31:3329–3341 Kang C, Guo M, Wang J (2017) Short-term hydrothermal scheduling using a two-stage linear programming with special ordered sets method. Water Resour Manage 31:3329–3341
Zurück zum Zitat Lakshminarasimman L, Subramanian S (2006) Short-term scheduling of hydrothermal power system with cascaded reservoirs by using modified differential evolution. IEE Proc Gener Transm Distrib 153:693–700 Lakshminarasimman L, Subramanian S (2006) Short-term scheduling of hydrothermal power system with cascaded reservoirs by using modified differential evolution. IEE Proc Gener Transm Distrib 153:693–700
Zurück zum Zitat Liao X, Zhou J, Ouyang S, Zhang R, Zhang Y (2013) An adaptive chaotic artificial bee colony algorithm for short-term hydrothermal generation scheduling. Int J Electr Power Energy Syst 53:34–42 Liao X, Zhou J, Ouyang S, Zhang R, Zhang Y (2013) An adaptive chaotic artificial bee colony algorithm for short-term hydrothermal generation scheduling. Int J Electr Power Energy Syst 53:34–42
Zurück zum Zitat Lu Y, Zhou J, Qin H, Wang Y, Zhang Y (2010) An adaptive chaotic differential evolution for the short-term hydrothermal generation scheduling problem. Energy Convers Manag 51:1481–1490 Lu Y, Zhou J, Qin H, Wang Y, Zhang Y (2010) An adaptive chaotic differential evolution for the short-term hydrothermal generation scheduling problem. Energy Convers Manag 51:1481–1490
Zurück zum Zitat Mahor A, Rangnekar S (2012) Short term generation scheduling of cascaded hydro electric system using novel self adaptive inertia weight PSO. Int J Electr Power Energy Syst 34:1–9 Mahor A, Rangnekar S (2012) Short term generation scheduling of cascaded hydro electric system using novel self adaptive inertia weight PSO. Int J Electr Power Energy Syst 34:1–9
Zurück zum Zitat Malik TN, Zafar S, Haroon S (2016) Short-term economic emission power scheduling of hydrothermal systems using improved chaotic hybrid differential evolution. Turk J Electr Eng Comput Sci 24:2654–2670 Malik TN, Zafar S, Haroon S (2016) Short-term economic emission power scheduling of hydrothermal systems using improved chaotic hybrid differential evolution. Turk J Electr Eng Comput Sci 24:2654–2670
Zurück zum Zitat Mandal K, Chakraborty N (2008) Differential evolution technique-based short-term economic generation scheduling of hydrothermal systems. Electr Power Syst Res 78:1972–1979 Mandal K, Chakraborty N (2008) Differential evolution technique-based short-term economic generation scheduling of hydrothermal systems. Electr Power Syst Res 78:1972–1979
Zurück zum Zitat Mandal K, Chakraborty N (2009) Short-term combined economic emission scheduling of hydrothermal power systems with cascaded reservoirs using differential evolution. Energy Convers Manag 50:97–104 Mandal K, Chakraborty N (2009) Short-term combined economic emission scheduling of hydrothermal power systems with cascaded reservoirs using differential evolution. Energy Convers Manag 50:97–104
Zurück zum Zitat Mandal KK, Chakraborty N (2011) Short-term combined economic emission scheduling of hydrothermal systems with cascaded reservoirs using particle swarm optimization technique. Appl Soft Comput 11:1295–1302 Mandal KK, Chakraborty N (2011) Short-term combined economic emission scheduling of hydrothermal systems with cascaded reservoirs using particle swarm optimization technique. Appl Soft Comput 11:1295–1302
Zurück zum Zitat Mandal KK, Basu M, Chakraborty N (2008) Particle swarm optimization technique based short-term hydrothermal scheduling. Appl Soft Comput 8:1392–1399 Mandal KK, Basu M, Chakraborty N (2008) Particle swarm optimization technique based short-term hydrothermal scheduling. Appl Soft Comput 8:1392–1399
Zurück zum Zitat Narang N, Dhillon J, Kothari D (2014) Scheduling short-term hydrothermal generation using predator prey optimization technique. Appl Soft Comput 21:298–308 Narang N, Dhillon J, Kothari D (2014) Scheduling short-term hydrothermal generation using predator prey optimization technique. Appl Soft Comput 21:298–308
Zurück zum Zitat Nazari-Heris M, Mohammadi-Ivatloo B, Haghrah A (2017a) Optimal short-term generation scheduling of hydrothermal systems by implementation of real-coded genetic algorithm based on improved Mühlenbein mutation. Energy 128:77–85 Nazari-Heris M, Mohammadi-Ivatloo B, Haghrah A (2017a) Optimal short-term generation scheduling of hydrothermal systems by implementation of real-coded genetic algorithm based on improved Mühlenbein mutation. Energy 128:77–85
Zurück zum Zitat Nazari-Heris M, Mohammadi-Ivatloo B, Gharehpetian G (2017b) Short-term scheduling of hydro-based power plants considering application of heuristic algorithms: a comprehensive review. Renew Sustain Energy Rev 74:116–129 Nazari-Heris M, Mohammadi-Ivatloo B, Gharehpetian G (2017b) Short-term scheduling of hydro-based power plants considering application of heuristic algorithms: a comprehensive review. Renew Sustain Energy Rev 74:116–129
Zurück zum Zitat Nazari-Heris M, Babaei AF, Mohammadi-Ivatloo B, Asadi S (2018) Improved harmony search algorithm for the solution of non-linear non-convex short-term hydrothermal scheduling. Energy 151:226–237 Nazari-Heris M, Babaei AF, Mohammadi-Ivatloo B, Asadi S (2018) Improved harmony search algorithm for the solution of non-linear non-convex short-term hydrothermal scheduling. Energy 151:226–237
Zurück zum Zitat Nematollahi AF, Rahiminejad A, Vahidi B (2017) A novel physical based meta-heuristic optimization method known as lightning attachment procedure optimization. Appl Soft Comput 59:596–621 Nematollahi AF, Rahiminejad A, Vahidi B (2017) A novel physical based meta-heuristic optimization method known as lightning attachment procedure optimization. Appl Soft Comput 59:596–621
Zurück zum Zitat Nematollahi AF, Rahiminejad A, Vahidi B (2019) A novel multi-objective optimization algorithm based on Lightning Attachment Procedure Optimization algorithm. Appl Soft Comput 75:404–427 Nematollahi AF, Rahiminejad A, Vahidi B (2019) A novel multi-objective optimization algorithm based on Lightning Attachment Procedure Optimization algorithm. Appl Soft Comput 75:404–427
Zurück zum Zitat Ramesh P (2016) Short term hydrothermal scheduling in power system using improved particle swarm optimization. Int J Adv Eng Technol 602:606 Ramesh P (2016) Short term hydrothermal scheduling in power system using improved particle swarm optimization. Int J Adv Eng Technol 602:606
Zurück zum Zitat Rasoulzadeh-Akhijahani A, Mohammadi-Ivatloo B (2015) Short-term hydrothermal generation scheduling by a modified dynamic neighborhood learning based particle swarm optimization. Int J Electr Power Energy Syst 67:350–367 Rasoulzadeh-Akhijahani A, Mohammadi-Ivatloo B (2015) Short-term hydrothermal generation scheduling by a modified dynamic neighborhood learning based particle swarm optimization. Int J Electr Power Energy Syst 67:350–367
Zurück zum Zitat Roy PK (2013) Teaching learning based optimization for short-term hydrothermal scheduling problem considering valve point effect and prohibited discharge constraint. Int J Electr Power Energy Syst 53:10–19 Roy PK (2013) Teaching learning based optimization for short-term hydrothermal scheduling problem considering valve point effect and prohibited discharge constraint. Int J Electr Power Energy Syst 53:10–19
Zurück zum Zitat Roy PK (2014) Hybrid chemical reaction optimization approach for combined economic emission short-term hydrothermal scheduling. Electr Power Compon Syst 42:1647–1660 Roy PK (2014) Hybrid chemical reaction optimization approach for combined economic emission short-term hydrothermal scheduling. Electr Power Compon Syst 42:1647–1660
Zurück zum Zitat Roy PK, Sur A, Pradhan DK (2013) Optimal short-term hydro-thermal scheduling using quasi-oppositional teaching learning based optimization. Eng Appl Artif Intell 26:2516–2524 Roy PK, Sur A, Pradhan DK (2013) Optimal short-term hydro-thermal scheduling using quasi-oppositional teaching learning based optimization. Eng Appl Artif Intell 26:2516–2524
Zurück zum Zitat Swain R, Barisal A, Hota P, Chakrabarti R (2011) Short-term hydrothermal scheduling using clonal selection algorithm. Int J Electr Power Energy Syst 33:647–656 Swain R, Barisal A, Hota P, Chakrabarti R (2011) Short-term hydrothermal scheduling using clonal selection algorithm. Int J Electr Power Energy Syst 33:647–656
Zurück zum Zitat Türkay B, Mecitoğlu F, Baran S (2011) Application of a fast evolutionary algorithm to short-term hydro-thermal generation scheduling. Energy Sour Part B 6:395–405 Türkay B, Mecitoğlu F, Baran S (2011) Application of a fast evolutionary algorithm to short-term hydro-thermal generation scheduling. Energy Sour Part B 6:395–405
Zurück zum Zitat Wang Y, Zhou J, Mo L, Zhang R, Zhang Y (2012) Short-term hydrothermal generation scheduling using differential real-coded quantum-inspired evolutionary algorithm. Energy 44:657–671 Wang Y, Zhou J, Mo L, Zhang R, Zhang Y (2012) Short-term hydrothermal generation scheduling using differential real-coded quantum-inspired evolutionary algorithm. Energy 44:657–671
Zurück zum Zitat Wood AJ, Wollenberg BF (2003) Power generation, operation and control. Wiley, NewYork Wood AJ, Wollenberg BF (2003) Power generation, operation and control. Wiley, NewYork
Zurück zum Zitat Wu H, Guan X, Zhai Q, GAO F (2009) Short-term hydrothermal scheduling using mixed-integer linear programming. Proceedings of the CSEE 29:82–88 Wu H, Guan X, Zhai Q, GAO F (2009) Short-term hydrothermal scheduling using mixed-integer linear programming. Proceedings of the CSEE 29:82–88
Zurück zum Zitat Wu Y, Wu Y, Liu X (2019) Couple-based particle swarm optimization for short-term hydrothermal scheduling. Appl Soft Comput 74:440–450 Wu Y, Wu Y, Liu X (2019) Couple-based particle swarm optimization for short-term hydrothermal scheduling. Appl Soft Comput 74:440–450
Zurück zum Zitat Zaghlool MF, Trutt F (1988) Efficient methods for optimal scheduling of fixed head hydrothermal power systems. IEEE Trans Power Syst 3:24–30 Zaghlool MF, Trutt F (1988) Efficient methods for optimal scheduling of fixed head hydrothermal power systems. IEEE Trans Power Syst 3:24–30
Zurück zum Zitat Zhang J, Wang J, Yue C (2011) Small population-based particle swarm optimization for short-term hydrothermal scheduling. IEEE Trans Power Syst 27:142–152 Zhang J, Wang J, Yue C (2011) Small population-based particle swarm optimization for short-term hydrothermal scheduling. IEEE Trans Power Syst 27:142–152
Zurück zum Zitat Zhang J, Wang J, Yue C (2012) Small population-based particle swarm optimization for short-term hydrothermal scheduling. IEEE Trans Power Syst 27:142–152 Zhang J, Wang J, Yue C (2012) Small population-based particle swarm optimization for short-term hydrothermal scheduling. IEEE Trans Power Syst 27:142–152
Zurück zum Zitat Zhang J, Lin S, Qiu W (2015) A modified chaotic differential evolution algorithm for short-term optimal hydrothermal scheduling. Int J Electr Power Energy Syst 65:159–168 Zhang J, Lin S, Qiu W (2015) A modified chaotic differential evolution algorithm for short-term optimal hydrothermal scheduling. Int J Electr Power Energy Syst 65:159–168
Zurück zum Zitat Zhou J, Liao X, Ouyang S, Zhang R, Zhang Y (2014) Multi-objective artificial bee colony algorithm for short-term scheduling of hydrothermal system. Int J Electr Power Energy Syst 55:542–553 Zhou J, Liao X, Ouyang S, Zhang R, Zhang Y (2014) Multi-objective artificial bee colony algorithm for short-term scheduling of hydrothermal system. Int J Electr Power Energy Syst 55:542–553
Metadaten
Titel
Lightning attachment procedure optimization algorithm for nonlinear non-convex short-term hydrothermal generation scheduling
verfasst von
Maha Mohamed
Abdel-Raheem Youssef
Salah Kamel
Mohamed Ebeed
Publikationsdatum
17.04.2020
Verlag
Springer Berlin Heidelberg
Erschienen in
Soft Computing / Ausgabe 21/2020
Print ISSN: 1432-7643
Elektronische ISSN: 1433-7479
DOI
https://doi.org/10.1007/s00500-020-04936-2

Weitere Artikel der Ausgabe 21/2020

Soft Computing 21/2020 Zur Ausgabe