Skip to main content
Top
Published in: Evolutionary Intelligence 1/2022

21-11-2020 | Research Paper

A multi-objective approach for solving transmission expansion planning problem considering wind power uncertainty

Authors: Basir Rashedi, Alireza Askarzadeh

Published in: Evolutionary Intelligence | Issue 1/2022

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Security-constrained transmission expansion planning (SCTEP) is a vital power system problem. In last years, to attain energy sustainability, wind power has received significant attention as one of the popular renewable energy resources. This paper solves multi-objective optimization of TEP considering uncertainty of wind power. The uncertainty is modelled by Weibull probability distribution function and Monte-Carlo simulation is employed to consider the uncertainty into the problem. In the problem, the objectives are investment cost of new lines and expected energy not supplied obtained by N-1 security constraint criterion. Since SCTEP is a complex, large-scale, mixed-integer and non-linear combinatorial optimization problem, multi-objective crow search algorithm and multi-objective particle swarm optimization are utilized to find Pareto front. On modified 24-bus IEEE system, the optimization framework is investigated and the results are discussed.

Dont have a licence yet? Then find out more about our products and how to get one now:

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!

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!

Appendix
Available only for authorised users
Literature
1.
go back to reference El-bages MS, Elsayed WT (2017) Social spider algorithm for solving the transmission expansion planning problem. Electric Power Syst Res 143:235–243CrossRef El-bages MS, Elsayed WT (2017) Social spider algorithm for solving the transmission expansion planning problem. Electric Power Syst Res 143:235–243CrossRef
2.
go back to reference Baringo L, Baringo A (2017) A stochastic adaptive robust optimization approach for the generation and transmission expansion planning. IEEE Trans Power Syst 33(1):792–802CrossRef Baringo L, Baringo A (2017) A stochastic adaptive robust optimization approach for the generation and transmission expansion planning. IEEE Trans Power Syst 33(1):792–802CrossRef
3.
go back to reference Alaee S, Hooshmand R, Hemmati R (2016) Stochastic transmission expansion planning incorporating reliability solved using SFLA meta-heuristic optimization technique. CSEE J Power Energy Syst 2(2):79–86CrossRef Alaee S, Hooshmand R, Hemmati R (2016) Stochastic transmission expansion planning incorporating reliability solved using SFLA meta-heuristic optimization technique. CSEE J Power Energy Syst 2(2):79–86CrossRef
4.
go back to reference Han X, Zhao L, Wen J, Ai X, Liu J, Yang D (2017) Transmission network expansion planning considering the generators’ contribution to uncertainty accommodation. CSEE J Power Energy Syst 3(4):450–460CrossRef Han X, Zhao L, Wen J, Ai X, Liu J, Yang D (2017) Transmission network expansion planning considering the generators’ contribution to uncertainty accommodation. CSEE J Power Energy Syst 3(4):450–460CrossRef
5.
go back to reference Zhang Y, Wang J, Li Y, Wang X (2018) An extension of reduced disjunctive model for multi-stage security-constrained transmission expansion planning. IEEE Trans Power Syst 33(1):1092–1094CrossRef Zhang Y, Wang J, Li Y, Wang X (2018) An extension of reduced disjunctive model for multi-stage security-constrained transmission expansion planning. IEEE Trans Power Syst 33(1):1092–1094CrossRef
6.
go back to reference Gomez PV, Saraiva JT (2020) A two-stage strategy for security-constrained AC dynamic transmission expansion planning. Electric Power Syst Res 180:106167CrossRef Gomez PV, Saraiva JT (2020) A two-stage strategy for security-constrained AC dynamic transmission expansion planning. Electric Power Syst Res 180:106167CrossRef
7.
go back to reference Qiu J, Zhao J, Dong Z (2017) Probabilistic transmission expansion planning for increasing wind power penetration. IET Renew Power Gener 11(6):837–845CrossRef Qiu J, Zhao J, Dong Z (2017) Probabilistic transmission expansion planning for increasing wind power penetration. IET Renew Power Gener 11(6):837–845CrossRef
8.
go back to reference Dehghan S, Amjady N, Conejo A (2017) Adaptive robust transmission expansion planning using linear decision rules. IEEE Trans Power Syst 32(5):4024–4034CrossRef Dehghan S, Amjady N, Conejo A (2017) Adaptive robust transmission expansion planning using linear decision rules. IEEE Trans Power Syst 32(5):4024–4034CrossRef
9.
go back to reference Zhan J, Chung C, Zare A (2017) A fast solution method for stochastic transmission expansion planning. IEEE Trans Power Syst 32(6):4684–4695CrossRef Zhan J, Chung C, Zare A (2017) A fast solution method for stochastic transmission expansion planning. IEEE Trans Power Syst 32(6):4684–4695CrossRef
10.
go back to reference Gutiérrez-Alcaraz G, González-Cabrera N, Gil E (2020) An efficient method for contingency-constrained transmission expansion planning. Electric Power Systems Research, Volume 182. Article 106208. Gutiérrez-Alcaraz G, González-Cabrera N, Gil E (2020) An efficient method for contingency-constrained transmission expansion planning. Electric Power Systems Research, Volume 182. Article 106208.
11.
go back to reference Freitas PFS, Macedo LH, Romero R (2019) A strategy for transmission network expansion planning considering multiple generation scenarios. Electr Power Syst Res 172:22–31CrossRef Freitas PFS, Macedo LH, Romero R (2019) A strategy for transmission network expansion planning considering multiple generation scenarios. Electr Power Syst Res 172:22–31CrossRef
12.
go back to reference Armaghani S, Naghshbandy AH, Shahrtash SM (2020) A novel multi-stage adaptive transmission network expansion planning to countermeasure cascading failure occurrence. Int J Electr Power Energy Syst Volume 115. Article 105415 Armaghani S, Naghshbandy AH, Shahrtash SM (2020) A novel multi-stage adaptive transmission network expansion planning to countermeasure cascading failure occurrence. Int J Electr Power Energy Syst Volume 115. Article 105415
13.
go back to reference Mortaz E, Valenzuela J (2019) Evaluating the impact of renewable generation on transmission expansion planning. Electric Power Syst Res 169:35–44CrossRef Mortaz E, Valenzuela J (2019) Evaluating the impact of renewable generation on transmission expansion planning. Electric Power Syst Res 169:35–44CrossRef
14.
go back to reference Taherkhani M, Hosseini SH, Javadi MS, Catalão JPS (Dece) ‘Scenario-based probabilistic multi-stage optimization for transmission expansion planning incorporating wind generation integration. Electric Power Syst Res 189:106601CrossRef Taherkhani M, Hosseini SH, Javadi MS, Catalão JPS (Dece) ‘Scenario-based probabilistic multi-stage optimization for transmission expansion planning incorporating wind generation integration. Electric Power Syst Res 189:106601CrossRef
15.
go back to reference Mehrtash M, Kargarian A (2020) Risk-based dynamic generation and transmission expansion planning with propagating effects of contingencies. Int J Electr Power Energy Syst Volume 118, Article 105762 Mehrtash M, Kargarian A (2020) Risk-based dynamic generation and transmission expansion planning with propagating effects of contingencies. Int J Electr Power Energy Syst Volume 118, Article 105762
16.
go back to reference Liu D, Zhang S, Cheng H, Zhang X (2021) ‘Reducing wind power curtailment by risk-based transmission expansion planning. Int J Electr Power Energy Syst 124:106349CrossRef Liu D, Zhang S, Cheng H, Zhang X (2021) ‘Reducing wind power curtailment by risk-based transmission expansion planning. Int J Electr Power Energy Syst 124:106349CrossRef
17.
go back to reference Stock DS, Harms Y, Mende D, Hofmann L (2020) Robust nonlinear mathematical transmission expansion planning based on German electricity market simulation. Electr Power Syst Res 189:106685CrossRef Stock DS, Harms Y, Mende D, Hofmann L (2020) Robust nonlinear mathematical transmission expansion planning based on German electricity market simulation. Electr Power Syst Res 189:106685CrossRef
18.
go back to reference Franken M, Alexander B, Barrios SH, Moser A (2020) Co-optimization of multi-stage transmission expansion planning and grid operation. Electr Power Syst Res 189:106686CrossRef Franken M, Alexander B, Barrios SH, Moser A (2020) Co-optimization of multi-stage transmission expansion planning and grid operation. Electr Power Syst Res 189:106686CrossRef
19.
go back to reference Maghouli P, Hosseini SH, Oloomi M, Shahidehpour M (2009) A multi-objective framework for transmission expansion planning in deregulated environments. IEEE Trans Power Syst 24(2):1051–1061CrossRef Maghouli P, Hosseini SH, Oloomi M, Shahidehpour M (2009) A multi-objective framework for transmission expansion planning in deregulated environments. IEEE Trans Power Syst 24(2):1051–1061CrossRef
20.
go back to reference Akbari T, Rahimi-Kian A, Tavakoli M (2012) Security-constrained transmission expansion planning: a stochastic multi-objective approach. Int J Electr Power Energy Syst 43(1):444–453CrossRef Akbari T, Rahimi-Kian A, Tavakoli M (2012) Security-constrained transmission expansion planning: a stochastic multi-objective approach. Int J Electr Power Energy Syst 43(1):444–453CrossRef
21.
go back to reference Arabali A, Ghofrani M, Etezadi-Amoli M, Fadali M, Moeini-Aghtaie M (2014) A Multi-objective transmission expansion planning framework in deregulated power systems with wind generation. IEEE Trans Power Syst 29(6):3003–3011CrossRef Arabali A, Ghofrani M, Etezadi-Amoli M, Fadali M, Moeini-Aghtaie M (2014) A Multi-objective transmission expansion planning framework in deregulated power systems with wind generation. IEEE Trans Power Syst 29(6):3003–3011CrossRef
22.
go back to reference Ugranlı F, Karatepe E (2015) Multi-objective transmission expansion planning considering minimization of curtailed wind energy. Int J Electr Power Energy Syst 65:348–356CrossRef Ugranlı F, Karatepe E (2015) Multi-objective transmission expansion planning considering minimization of curtailed wind energy. Int J Electr Power Energy Syst 65:348–356CrossRef
23.
go back to reference Jadidoleslam M, Ebrahimi A, Latify MA (2017) Probabilistic transmission expansion planning to maximize the integration of wind power. Renew Energy 144:866–878CrossRef Jadidoleslam M, Ebrahimi A, Latify MA (2017) Probabilistic transmission expansion planning to maximize the integration of wind power. Renew Energy 144:866–878CrossRef
24.
go back to reference Moradi A, Alinejad-Beromi Y, Kiani K (2017) Multi-objective transmission expansion planning with allocation of fixed series compensation under uncertainties. Int Trans Electr Energy Syst 27:17–24CrossRef Moradi A, Alinejad-Beromi Y, Kiani K (2017) Multi-objective transmission expansion planning with allocation of fixed series compensation under uncertainties. Int Trans Electr Energy Syst 27:17–24CrossRef
25.
go back to reference Khakpoor M, Jafari-Nokandi M, Abdoos AA (2017) Dynamic generation and transmission expansion planning in the power market–based on a multiobjective framework. Int Trans Electr Energy Syst 27:1–17CrossRef Khakpoor M, Jafari-Nokandi M, Abdoos AA (2017) Dynamic generation and transmission expansion planning in the power market–based on a multiobjective framework. Int Trans Electr Energy Syst 27:1–17CrossRef
26.
go back to reference Kim KJ, Park YM, Lee KY (1988) Optimal long term transmission expansion planning based on maximum principle. IEEE Trans Power Syst 3(4):1494–1501CrossRef Kim KJ, Park YM, Lee KY (1988) Optimal long term transmission expansion planning based on maximum principle. IEEE Trans Power Syst 3(4):1494–1501CrossRef
27.
go back to reference Aghaei J, Amjady N, Baharvandi A, Akbari MA (2014) Generation and transmission expansion planning: MILP–based probabilistic model. IEEE Trans Power Syst 29(4):1592–1601CrossRef Aghaei J, Amjady N, Baharvandi A, Akbari MA (2014) Generation and transmission expansion planning: MILP–based probabilistic model. IEEE Trans Power Syst 29(4):1592–1601CrossRef
28.
go back to reference Justus CG, Mikhail A (1976) Height variation of wind speed and wind distributions statistics. Geophys Res Lett 3(5):261–264CrossRef Justus CG, Mikhail A (1976) Height variation of wind speed and wind distributions statistics. Geophys Res Lett 3(5):261–264CrossRef
29.
go back to reference Ulgen K, Hepbasli A (2002) Determination of Weibull parameters for wind energy analysis of Izmir. Turkey Int J Energy Res 26(6):495–506CrossRef Ulgen K, Hepbasli A (2002) Determination of Weibull parameters for wind energy analysis of Izmir. Turkey Int J Energy Res 26(6):495–506CrossRef
30.
go back to reference Lun IYF, Lam JC (2000) A study of Weibull parameters using long term wind observation. Renew Energy 20(2):145–153CrossRef Lun IYF, Lam JC (2000) A study of Weibull parameters using long term wind observation. Renew Energy 20(2):145–153CrossRef
31.
go back to reference Dorvol ASS (2002) Estimating wind speed distribution. Energy Convers Manag 43(17):2311–2318CrossRef Dorvol ASS (2002) Estimating wind speed distribution. Energy Convers Manag 43(17):2311–2318CrossRef
32.
go back to reference Rehman S, Halawani TO (1994) Statistical characteristics of wind in Saudi Arabia. Renew Energy 4(8):949–956CrossRef Rehman S, Halawani TO (1994) Statistical characteristics of wind in Saudi Arabia. Renew Energy 4(8):949–956CrossRef
33.
go back to reference Hoda Zamani, Mohammad H, Nadimi-Shahraki, Amir H, Gandomi CCSA (2019) Conscious neighborhood-based crow search algorithm for solving global optimization problems. Appl Soft Comput Volume 85, Article 105583. Hoda Zamani, Mohammad H, Nadimi-Shahraki, Amir H, Gandomi CCSA (2019) Conscious neighborhood-based crow search algorithm for solving global optimization problems. Appl Soft Comput Volume 85, Article 105583.
34.
go back to reference Mohammadi F, Abdi H (2018) A modified crow search algorithm (MCSA) for solving economic load dispatch problem. Appl Soft Comput 71:51–65CrossRef Mohammadi F, Abdi H (2018) A modified crow search algorithm (MCSA) for solving economic load dispatch problem. Appl Soft Comput 71:51–65CrossRef
35.
go back to reference Fang C, Hill DJ (2013) A new strategy for transmission expansion in competitive electricity markets. IEEE Trans Power Syst 18(1):374–380CrossRef Fang C, Hill DJ (2013) A new strategy for transmission expansion in competitive electricity markets. IEEE Trans Power Syst 18(1):374–380CrossRef
36.
go back to reference Ugranli F, Karatepe E (2016) Transmission expansion planning for wind turbine integrated power systems considering contingency. IEEE Trans Power Syst 31(2):1476–1485CrossRef Ugranli F, Karatepe E (2016) Transmission expansion planning for wind turbine integrated power systems considering contingency. IEEE Trans Power Syst 31(2):1476–1485CrossRef
37.
go back to reference Silva IJ, Rider MJ, Romero R, Garcia AV, Murari CA (2005) Transmission network expansion planning with security constraints. IET Gener Trans Distrib 152(6):828–836CrossRef Silva IJ, Rider MJ, Romero R, Garcia AV, Murari CA (2005) Transmission network expansion planning with security constraints. IET Gener Trans Distrib 152(6):828–836CrossRef
38.
go back to reference Rathore C, Roy R (2016) Impact of wind uncertainty, plug-in-electric vehicles and demand response program on transmission network expansion planning. Electr Power Energy Syst 75:59–73CrossRef Rathore C, Roy R (2016) Impact of wind uncertainty, plug-in-electric vehicles and demand response program on transmission network expansion planning. Electr Power Energy Syst 75:59–73CrossRef
Metadata
Title
A multi-objective approach for solving transmission expansion planning problem considering wind power uncertainty
Authors
Basir Rashedi
Alireza Askarzadeh
Publication date
21-11-2020
Publisher
Springer Berlin Heidelberg
Published in
Evolutionary Intelligence / Issue 1/2022
Print ISSN: 1864-5909
Electronic ISSN: 1864-5917
DOI
https://doi.org/10.1007/s12065-020-00525-2

Other articles of this Issue 1/2022

Evolutionary Intelligence 1/2022 Go to the issue

Premium Partner