Skip to main content

2022 | OriginalPaper | Buchkapitel

Technical Review on Optimal Reactive Power Dispatch with FACTS Devices and Renewable Energy Sources

verfasst von : S. N. V. S. K. Chaitanya, R. Ashok Bakkiyaraj, B. Venkateswara Rao

Erschienen in: Advances in Energy Technology

Verlag: Springer Singapore

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

search-config
loading …

Abstract

The economic accomplishment of power system mainly consists of true power dispatch and reactive power regulation. Reactive power dispatch dominates these days due to the increase of connecting more number of non-conventional energy sources into the grid. The dispatch of optimal reactive power dispatch (ORPD) treated the problem of optimization for tuning the variables corresponding to PV bus voltages and tap settings of transformers and the rating of reactive power reimbursing devices. With the increasing demand for reactive power, its optimization in the electrical grid is an essential feature to maintain voltages within desirable limits for system reliability. ORPD is a non-continuous, nonlinear, complex, non-convex, and the problem of multimodel which implicates distinct as well as uninterrupted variables. Therefore, its results involve divergent objective functions corresponding to minimization of true power losses, improving voltage outline, voltage stability improvement, transmission cost minimization, minimization of investment cost of FACTS device and emission minimization, etc. A grid involving predictable thermal generators, renewable energy sources and with FACTS devices has been widely studied for ORPD. This paper presents a technological review on three topics which are reviewed in chronological order, with different meta-heuristic techniques applied on different IEEE bus systems for the elucidation of ORPD problems.

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 "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
1.
Zurück zum Zitat Mukherjee A, Mukherjee V (2015) Solution of optimal reactive power dispatch by chaotic krill herd algorithm. IET Gener Transm Distrib 9(15):2351–2362CrossRef Mukherjee A, Mukherjee V (2015) Solution of optimal reactive power dispatch by chaotic krill herd algorithm. IET Gener Transm Distrib 9(15):2351–2362CrossRef
2.
Zurück zum Zitat Pandya S, Roy R (2015) Particle swarm optimization based optimal reactive power dispatch. In: Proceedings of 2015 IEEE ICECCT 2015 Pandya S, Roy R (2015) Particle swarm optimization based optimal reactive power dispatch. In: Proceedings of 2015 IEEE ICECCT 2015
3.
Zurück zum Zitat Biswas P (2015) Genetic algorithm based multiobjectivebilevel programming for optimal real and reactive power dispatch under uncertainty. In: Computational intelligence applications in modeling and control, studies in computational intelligence. Springer International Publishing, Switzerland, pp 171–202 Biswas P (2015) Genetic algorithm based multiobjectivebilevel programming for optimal real and reactive power dispatch under uncertainty. In: Computational intelligence applications in modeling and control, studies in computational intelligence. Springer International Publishing, Switzerland, pp 171–202
4.
Zurück zum Zitat Mehdinejad M, MIvatloo B, DBonab R, Zare K (2016) Solution of optimal reactive power dispatch of power systems using hybrid particle swarm optimization and imperialist competitive algorithms. Int J Electr Power Energy Syst 83:104–116 Mehdinejad M, MIvatloo B, DBonab R, Zare K (2016) Solution of optimal reactive power dispatch of power systems using hybrid particle swarm optimization and imperialist competitive algorithms. Int J Electr Power Energy Syst 83:104–116
5.
Zurück zum Zitat Polprasert J, Ongsakul W, Dieu VN (2016) Optimal reactive power dispatch using improved pseudo-gradient search particle swarm optimization. Electr Power Components Syst 44(5):518–532CrossRef Polprasert J, Ongsakul W, Dieu VN (2016) Optimal reactive power dispatch using improved pseudo-gradient search particle swarm optimization. Electr Power Components Syst 44(5):518–532CrossRef
6.
Zurück zum Zitat Basu M (2016) Group search optimization for solution of different optimal power flow problems. Electr Power Components Syst 44(6):606–615CrossRef Basu M (2016) Group search optimization for solution of different optimal power flow problems. Electr Power Components Syst 44(6):606–615CrossRef
7.
Zurück zum Zitat Jain VK, Prasad U, Gupta AK (2016) Emerging research in computing information, communication and applications. Emerg Res Comput Inform Commun Appl Jain VK, Prasad U, Gupta AK (2016) Emerging research in computing information, communication and applications. Emerg Res Comput Inform Commun Appl
8.
Zurück zum Zitat Mohseni-Bonab SM, Rabiee A, Mohammadi-Ivatloo B, Jalilzadeh S, Nojavan S (2016) A two-point estimate method for uncertainty modeling in multi-objective optimal reactive power dispatch problem. Int J Electr Power Energy Syst 75:194–204CrossRef Mohseni-Bonab SM, Rabiee A, Mohammadi-Ivatloo B, Jalilzadeh S, Nojavan S (2016) A two-point estimate method for uncertainty modeling in multi-objective optimal reactive power dispatch problem. Int J Electr Power Energy Syst 75:194–204CrossRef
9.
Zurück zum Zitat Basu M (2016) Quasi-oppositional differential evolution for optimal reactive power dispatch. Int J Electr Power Energy Syst 78:29–40CrossRef Basu M (2016) Quasi-oppositional differential evolution for optimal reactive power dispatch. Int J Electr Power Energy Syst 78:29–40CrossRef
10.
Zurück zum Zitat Basu M (2016) Multi-objective optimal reactive power dispatch using multi-objective differential evolution. Int J Electr Power Energy Syst 82:213–224CrossRef Basu M (2016) Multi-objective optimal reactive power dispatch using multi-objective differential evolution. Int J Electr Power Energy Syst 82:213–224CrossRef
11.
Zurück zum Zitat Jangir P, Parmar SA, Trivedi IN, Bhesdadiya RH (2016) A novel hybrid PSO with multi verse optimizer for global numerical optimization and Optimal Reactive Power Dispatch problem. Eng Sci Technol Int J 20(2):570–586 Jangir P, Parmar SA, Trivedi IN, Bhesdadiya RH (2016) A novel hybrid PSO with multi verse optimizer for global numerical optimization and Optimal Reactive Power Dispatch problem. Eng Sci Technol Int J 20(2):570–586
12.
Zurück zum Zitat Kaur D, Lie TT, Nair NKC, Valles B (2016) An optimal reactive power dispatch (ORPD) for voltage security using particle swarm optimization (PSO) in graph theory. In: IEEE International conference on sustainable energy technology (ICSET), pp 25–30 Kaur D, Lie TT, Nair NKC, Valles B (2016) An optimal reactive power dispatch (ORPD) for voltage security using particle swarm optimization (PSO) in graph theory. In: IEEE International conference on sustainable energy technology (ICSET), pp 25–30
13.
Zurück zum Zitat Abaci K, Yamaçli V (2016) Optimal reactive-power dispatch using differential search algorithm. Electr Eng 99(1):213–225CrossRef Abaci K, Yamaçli V (2016) Optimal reactive-power dispatch using differential search algorithm. Electr Eng 99(1):213–225CrossRef
14.
Zurück zum Zitat Shaheen AM, Sehiemy RA, Farrag SM (2017) Optimal reactive power dispatch using backtracking search algorithm. Aust J Electr Electron Eng 13(3):200–210CrossRef Shaheen AM, Sehiemy RA, Farrag SM (2017) Optimal reactive power dispatch using backtracking search algorithm. Aust J Electr Electron Eng 13(3):200–210CrossRef
15.
Zurück zum Zitat Ng Shin Mei R, Sulaiman MH, Mustaffa Z, Daniyal H (2017) Optimal reactive power dispatch solution by loss minimization using moth-flame optimization technique. Appl Soft Comput J 59:210–222 Ng Shin Mei R, Sulaiman MH, Mustaffa Z, Daniyal H (2017) Optimal reactive power dispatch solution by loss minimization using moth-flame optimization technique. Appl Soft Comput J 59:210–222
16.
Zurück zum Zitat Heidari AA, Ali Abbaspour R, Rezaee Jordehi A (2017) Gaussian bare-bones water cycle algorithm for optimal reactive power dispatch in electrical power systems. Appl Soft Comput J 57:657–671 Heidari AA, Ali Abbaspour R, Rezaee Jordehi A (2017) Gaussian bare-bones water cycle algorithm for optimal reactive power dispatch in electrical power systems. Appl Soft Comput J 57:657–671
17.
Zurück zum Zitat Nuaekaew K, Artrit P, Pholdee N, Bureerat S (2017) Optimal reactive power dispatch problem using a two-archive multi-objective grey wolf optimizer. Expert Syst Appl 87:79–89CrossRef Nuaekaew K, Artrit P, Pholdee N, Bureerat S (2017) Optimal reactive power dispatch problem using a two-archive multi-objective grey wolf optimizer. Expert Syst Appl 87:79–89CrossRef
18.
Zurück zum Zitat Mouassa S, Bouktir T, Salhi A (2017) Ant lion optimizer for solving optimal reactive power dispatch problem in power systems. Eng Sci Technol Int J 20(3):885–895 Mouassa S, Bouktir T, Salhi A (2017) Ant lion optimizer for solving optimal reactive power dispatch problem in power systems. Eng Sci Technol Int J 20(3):885–895
19.
Zurück zum Zitat Li Y, Li X, Li Z (2017) Reactive power optimization using hybrid CABC-DE algorithm. Electr Power Components Syst 45(9):980–989CrossRef Li Y, Li X, Li Z (2017) Reactive power optimization using hybrid CABC-DE algorithm. Electr Power Components Syst 45(9):980–989CrossRef
20.
Zurück zum Zitat ben Oualid Medani K, Sayah S, Bekrar A (2017) Whale optimization algorithm based optimal reactive power dispatch: a case study of the Algerian power system. Electr Power Syst. Res. 163:696–705 ben Oualid Medani K, Sayah S, Bekrar A (2017) Whale optimization algorithm based optimal reactive power dispatch: a case study of the Algerian power system. Electr Power Syst. Res. 163:696–705
21.
Zurück zum Zitat Shareef SM, Rao RS (2018) Optimal reactive power dispatch under unbalanced conditions using hybrid swarm intelligence. Compt Electr Eng 69:183–193 Shareef SM, Rao RS (2018) Optimal reactive power dispatch under unbalanced conditions using hybrid swarm intelligence. Compt Electr Eng 69:183–193
22.
Zurück zum Zitat Zhou Y, Zhang J, Yang X, Ling Y (2018) Optimal reactive power dispatch using water wave optimization algorithm. Oper Res 0123456789 Zhou Y, Zhang J, Yang X, Ling Y (2018) Optimal reactive power dispatch using water wave optimization algorithm. Oper Res 0123456789
23.
Zurück zum Zitat Ucheniya R, Saraswat A, Siddiqui SA (2018) Optimal reactive power dispatch through minimization of real power loss and voltage deviation. In: ICTSES 2018, Springer, pp 421–430 Ucheniya R, Saraswat A, Siddiqui SA (2018) Optimal reactive power dispatch through minimization of real power loss and voltage deviation. In: ICTSES 2018, Springer, pp 421–430
24.
Zurück zum Zitat Sravanthi CH, Karthikaikannan D (2018) Optimal reactive power dispatch using directional bat algorithm. In: ICICA 2018. Springer, Berlin, pp 311–320 Sravanthi CH, Karthikaikannan D (2018) Optimal reactive power dispatch using directional bat algorithm. In: ICICA 2018. Springer, Berlin, pp 311–320
25.
Zurück zum Zitat Londoño DC, JM-L, Villa-Acevedo WM, López-Lezama JM (2018) Assessment of metaheuristic techniques applied to the optimal reactive power dispatch, vol 1 Londoño DC, JM-L, Villa-Acevedo WM, López-Lezama JM (2018) Assessment of metaheuristic techniques applied to the optimal reactive power dispatch, vol 1
26.
Zurück zum Zitat Kamel S, Abdel-Fatah S, Ebeed M, Yu J, Xie K, Zhao C (2019) Solving optimal reactive power dispatch problem considering load uncertainty. In: 2019 IEEE PES innovative smart grid technology Asia (ISGT 2019), pp 1335–1340 Kamel S, Abdel-Fatah S, Ebeed M, Yu J, Xie K, Zhao C (2019) Solving optimal reactive power dispatch problem considering load uncertainty. In: 2019 IEEE PES innovative smart grid technology Asia (ISGT 2019), pp 1335–1340
27.
Zurück zum Zitat Pattanaik JK, Basu M, Dash DP (2019) Improved real-coded genetic algorithm for reactive power dispatch. IETE J Res 1–13 Pattanaik JK, Basu M, Dash DP (2019) Improved real-coded genetic algorithm for reactive power dispatch. IETE J Res 1–13
28.
Zurück zum Zitat Bhattacharyya B, Karmakar N (2019) Optimal reactive power management problem: a solution using evolutionary algorithms. In: IETE Technical Review (Institution of Electronic and Telecommunication Engineering, India), pp 1–9 Bhattacharyya B, Karmakar N (2019) Optimal reactive power management problem: a solution using evolutionary algorithms. In: IETE Technical Review (Institution of Electronic and Telecommunication Engineering, India), pp 1–9
29.
Zurück zum Zitat Nguyen TT, Vo DN (2019) Improved social spider optimization algorithm for optimal reactive power dispatch problem with different objectives, vol 4. Springer, London Nguyen TT, Vo DN (2019) Improved social spider optimization algorithm for optimal reactive power dispatch problem with different objectives, vol 4. Springer, London
30.
Zurück zum Zitat Prasad D, Banerjee A, Singh RP (2019) Optimal reactive power dispatch using modified differential evolution algorithm. In: Advances in computer, communication and control, lecture. Springer Nature Singapore Pte Ltd, pp. 275–283 Prasad D, Banerjee A, Singh RP (2019) Optimal reactive power dispatch using modified differential evolution algorithm. In: Advances in computer, communication and control, lecture. Springer Nature Singapore Pte Ltd, pp. 275–283
31.
Zurück zum Zitat Indu B, Yadav A (2019) Optimal reactive power dispatch using gravitational search algorithm to solve IEEE-14 bus system. In: ICIPDIMS 2019. Springer, Berlin, pp 463–473 Indu B, Yadav A (2019) Optimal reactive power dispatch using gravitational search algorithm to solve IEEE-14 bus system. In: ICIPDIMS 2019. Springer, Berlin, pp 463–473
32.
Zurück zum Zitat Talbi EH, Abaali L, Skouri R (2019) Optimal power flow dispatch using trust region based multiplier method. In: Advanced intelligent systems for sustainable development applied in energy and electrical engineering, vol 7. Springer, Berlin, pp 187–199 Talbi EH, Abaali L, Skouri R (2019) Optimal power flow dispatch using trust region based multiplier method. In: Advanced intelligent systems for sustainable development applied in energy and electrical engineering, vol 7. Springer, Berlin, pp 187–199
33.
Zurück zum Zitat Zhang M, Li Y (2020) Multi-objective optimal reactive power dispatch of power systems by combining classification-based multi-objective evolutionary algorithm and integrated decision making. IEEE Access 8:38198–38209CrossRef Zhang M, Li Y (2020) Multi-objective optimal reactive power dispatch of power systems by combining classification-based multi-objective evolutionary algorithm and integrated decision making. IEEE Access 8:38198–38209CrossRef
34.
Zurück zum Zitat Kunapareddy M, Venkateswara Rao B (2020) Hybridization of particle swarm optimization with firefly algorithm for multi-objective optimal reactive power dispatch. In: Lecture notes in mechanical engineering, innovative product design and intelligent manufacturing systems. Springer, Singapore, pp 673–682 Kunapareddy M, Venkateswara Rao B (2020) Hybridization of particle swarm optimization with firefly algorithm for multi-objective optimal reactive power dispatch. In: Lecture notes in mechanical engineering, innovative product design and intelligent manufacturing systems. Springer, Singapore, pp 673–682
35.
Zurück zum Zitat Dutta S, Roy PK, Manna DK (2015) HBBO optimization for optimal reactive power dispatch incorporating TCSC and TCPS devices. IET Conf Publ 2015(CP683):156–163 Dutta S, Roy PK, Manna DK (2015) HBBO optimization for optimal reactive power dispatch incorporating TCSC and TCPS devices. IET Conf Publ 2015(CP683):156–163
36.
Zurück zum Zitat Dutta S, Roy PK, Nandi D (2016) Optimal location of STATCOM using chemical reaction optimization for reactive power dispatch problem. Ain Shams Eng J 7(1):233–247CrossRef Dutta S, Roy PK, Nandi D (2016) Optimal location of STATCOM using chemical reaction optimization for reactive power dispatch problem. Ain Shams Eng J 7(1):233–247CrossRef
37.
Zurück zum Zitat Bhattacharyya B, Raj S (2016) Swarm intelligence based algorithms for reactive power planning with Flexible AC transmission system devices. Int J Electr Power Energy Syst 78:158–164CrossRef Bhattacharyya B, Raj S (2016) Swarm intelligence based algorithms for reactive power planning with Flexible AC transmission system devices. Int J Electr Power Energy Syst 78:158–164CrossRef
38.
Zurück zum Zitat Mukherjee A, Mukherjee V (2016) Solution of optimal power flow with FACTS devices using a novel oppositional krill herd algorithm. Int J Electr Power Energy Syst 78:700–714CrossRef Mukherjee A, Mukherjee V (2016) Solution of optimal power flow with FACTS devices using a novel oppositional krill herd algorithm. Int J Electr Power Energy Syst 78:700–714CrossRef
39.
Zurück zum Zitat Prasad D, Mukherjee V (2016) A novel symbiotic organisms search algorithm for optimal power flow of power system with FACTS devices. Eng Sci Technol Int J 19(1):79–89 Prasad D, Mukherjee V (2016) A novel symbiotic organisms search algorithm for optimal power flow of power system with FACTS devices. Eng Sci Technol Int J 19(1):79–89
40.
Zurück zum Zitat Mukherjee A, Mukherjee V (2016) Chaotic krill herd algorithm for optimal reactive power dispatch considering FACTS devices. Appl Soft Comput J 44:163–190CrossRef Mukherjee A, Mukherjee V (2016) Chaotic krill herd algorithm for optimal reactive power dispatch considering FACTS devices. Appl Soft Comput J 44:163–190CrossRef
41.
Zurück zum Zitat Dutta S, Mukhopadhyay P, Roy PK, Nandi D (2016) Unified power flow controller based reactive power dispatch using oppositional krill herd algorithm. Int J Electr Power Energy Syst 80:10–25CrossRef Dutta S, Mukhopadhyay P, Roy PK, Nandi D (2016) Unified power flow controller based reactive power dispatch using oppositional krill herd algorithm. Int J Electr Power Energy Syst 80:10–25CrossRef
42.
Zurück zum Zitat Praveen J, Rao BS (2016) Multi objective optimization for optimal power flow with IPFC using PSO. In: 3rd International conference on electrical energy systems. IEEE, pp 85–90 Praveen J, Rao BS (2016) Multi objective optimization for optimal power flow with IPFC using PSO. In: 3rd International conference on electrical energy systems. IEEE, pp 85–90
43.
Zurück zum Zitat Dutta S, Paul S, Roy PK (2016) Optimal allocation of SVC and TCSC using quasi-oppositional chemical reaction optimization for solving multi-objective ORPD problem. J Electr Syst Inf Technol 5(1):83–98CrossRef Dutta S, Paul S, Roy PK (2016) Optimal allocation of SVC and TCSC using quasi-oppositional chemical reaction optimization for solving multi-objective ORPD problem. J Electr Syst Inf Technol 5(1):83–98CrossRef
44.
Zurück zum Zitat Nusair KN, Alomoush MI (2017) Optimal reactive power dispatch using teaching learning based optimization algorithm with consideration of FACTS device ‘STATCOM’. In: 2017 10th Jordan international electrical and electronic engineering conference (JIEEEC) Nusair KN, Alomoush MI (2017) Optimal reactive power dispatch using teaching learning based optimization algorithm with consideration of FACTS device ‘STATCOM’. In: 2017 10th Jordan international electrical and electronic engineering conference (JIEEEC)
45.
Zurück zum Zitat Prasad D, Mukherjee V (2018) Solution of optimal reactive power dispatch by symbiotic organism search algorithm incorporating FACTS devices. IETE J Res 64(1):149–160CrossRef Prasad D, Mukherjee V (2018) Solution of optimal reactive power dispatch by symbiotic organism search algorithm incorporating FACTS devices. IETE J Res 64(1):149–160CrossRef
46.
Zurück zum Zitat Kannan D, Ravi G (2018) Optimal reactive power dispatch consideringmulti-type FACTS devices using harmony search algorithms. Automatika 59(3–4):303–314 Kannan D, Ravi G (2018) Optimal reactive power dispatch consideringmulti-type FACTS devices using harmony search algorithms. Automatika 59(3–4):303–314
47.
Zurück zum Zitat Shafik MB, Rashed GI, Ei-Sehtemy RA, Chen H (2018) Optimal sizzing and sitting of TCSC devices for multi objective operation of power systems using adaptive seeker optimization algorithm. In: 2018 IEEE region ten symposium (tensymp), pp 231–236 Shafik MB, Rashed GI, Ei-Sehtemy RA, Chen H (2018) Optimal sizzing and sitting of TCSC devices for multi objective operation of power systems using adaptive seeker optimization algorithm. In: 2018 IEEE region ten symposium (tensymp), pp 231–236
48.
Zurück zum Zitat Banerjee D, Bhattacharya S (2019) Optimal placement of unified power flow controller using differential search algorithm. Int J Innov Comput Appl 10(2):69–85 Banerjee D, Bhattacharya S (2019) Optimal placement of unified power flow controller using differential search algorithm. Int J Innov Comput Appl 10(2):69–85
49.
Zurück zum Zitat Mohseni-Bonab SM, Rabiee A, Mohammadi-Ivatloo B (2016) Voltage stability constrained multi-objective optimal reactive power dispatch under load and wind power uncertainties: a stochastic approach. Renew Energy 85:598–609CrossRef Mohseni-Bonab SM, Rabiee A, Mohammadi-Ivatloo B (2016) Voltage stability constrained multi-objective optimal reactive power dispatch under load and wind power uncertainties: a stochastic approach. Renew Energy 85:598–609CrossRef
50.
Zurück zum Zitat Hadji B, Mahdad B, Srairi K, Mancer N (2018) Optimal power flow solution considering wind integration using dance bee colony with dynamic step. Int J Energy Technol Policy 14(2–3):133–152CrossRef Hadji B, Mahdad B, Srairi K, Mancer N (2018) Optimal power flow solution considering wind integration using dance bee colony with dynamic step. Int J Energy Technol Policy 14(2–3):133–152CrossRef
51.
Zurück zum Zitat Sarda J, Pandya K (2018) Optimal active–reactive power dispatch considering stochastic behavior of wind, solar and small-hydro generation. In: SIGMA 2018, vol 1. Springer, Berlin, pp 255–263 Sarda J, Pandya K (2018) Optimal active–reactive power dispatch considering stochastic behavior of wind, solar and small-hydro generation. In: SIGMA 2018, vol 1. Springer, Berlin, pp 255–263
52.
Zurück zum Zitat Biswas PP, Suganthan PN, Mallipeddi R, Amaratunga GAJ (2019) Optimal reactive power dispatch with uncertainties in load demand and renewable energy sources adopting scenario-based approach. Appl Soft Comput J 75:616–632CrossRef Biswas PP, Suganthan PN, Mallipeddi R, Amaratunga GAJ (2019) Optimal reactive power dispatch with uncertainties in load demand and renewable energy sources adopting scenario-based approach. Appl Soft Comput J 75:616–632CrossRef
53.
Zurück zum Zitat Amrane Y, Boudour M, Ladjici AA, Elmaouhab A, Belazzoug M, Lamari M (2019) Optimal reactive power flow in the presence of wind power for active power loss minimization. In: Proceedings of 2018 3rd international conference on Electrical Sciences and Technologies in Maghreb (CISTEM), pp 1–6 Amrane Y, Boudour M, Ladjici AA, Elmaouhab A, Belazzoug M, Lamari M (2019) Optimal reactive power flow in the presence of wind power for active power loss minimization. In: Proceedings of 2018 3rd international conference on Electrical Sciences and Technologies in Maghreb (CISTEM), pp 1–6
54.
Zurück zum Zitat Salkuti SR (2019) Optimal power flow using multi-objective glowworm swarm optimization algorithm in a wind energy integrated power system. Int J Green Energy 16(15):1547–1561CrossRef Salkuti SR (2019) Optimal power flow using multi-objective glowworm swarm optimization algorithm in a wind energy integrated power system. Int J Green Energy 16(15):1547–1561CrossRef
55.
Zurück zum Zitat Das T, Roy R, Mandal KK, Mondal S, Mondal S, Hait P, Das MK (2020) Optimal reactive power dispatch incorporating solar power using Jaya Algorithm. In: Computational advancement in communication. Springer Nature Singapore Pte Ltd., pp. 37–48 Das T, Roy R, Mandal KK, Mondal S, Mondal S, Hait P, Das MK (2020) Optimal reactive power dispatch incorporating solar power using Jaya Algorithm. In: Computational advancement in communication. Springer Nature Singapore Pte Ltd., pp. 37–48
Metadaten
Titel
Technical Review on Optimal Reactive Power Dispatch with FACTS Devices and Renewable Energy Sources
verfasst von
S. N. V. S. K. Chaitanya
R. Ashok Bakkiyaraj
B. Venkateswara Rao
Copyright-Jahr
2022
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-16-1476-7_18