Impacts of Renewable Sources of Energy on Bid Modeling Strategy in an Emerging Electricity Market Using Oppositional Gravitational Search Algorithm

Power suppliers in a dynamic power market can achieve full benefit by introducing a bidding strategy mechanism. In the power sector, renewable resources have significant gradual usage and their effect on the production of detailed bidding approaches is becoming further complicated in the industry. D...

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Published inEnergies (Basel) Vol. 14; no. 18; p. 5726
Main Authors Singh, Satyendra, Fozdar, Manoj, Malik, Hasmat, Khan, Irfan Ahmad, Al Otaibi, Sattam, Albogamy, Fahad R.
Format Journal Article
LanguageEnglish
Published Basel MDPI AG 01.09.2021
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ISSN1996-1073
1996-1073
DOI10.3390/en14185726

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Abstract Power suppliers in a dynamic power market can achieve full benefit by introducing a bidding strategy mechanism. In the power sector, renewable resources have significant gradual usage and their effect on the production of detailed bidding approaches is becoming further complicated in the industry. Due to the irregular nature of these renewable resources and because they are subject to several fluctuations, there is an inherent issue with generating electricity. Taking these considerations into account, attempts have been made to create a model of bidding strategy to optimize the benefit of the electricity producers using the oppositional gravitational search algorithm. The Weibull and Beta distribution functions are utilized to describe the stochastic characteristics of the wind-speed profile and solar-irradiation, respectively. For the IEEE-30 and IEEE-57 frameworks, the suggested method is being checked and explained. In comparison to other optimization approaches, the results of this approach were taken into account, and it was discovered that it outperformed other techniques in addressing bid difficulties. In addition, it is worth noting that the impact of renewable energy on the bidding strategy lowered market clearing and thermal power generating costs, and encouraged renewable influenced producers to put forward the excess electricity into the real-time market.
AbstractList Power suppliers in a dynamic power market can achieve full benefit by introducing a bidding strategy mechanism. In the power sector, renewable resources have significant gradual usage and their effect on the production of detailed bidding approaches is becoming further complicated in the industry. Due to the irregular nature of these renewable resources and because they are subject to several fluctuations, there is an inherent issue with generating electricity. Taking these considerations into account, attempts have been made to create a model of bidding strategy to optimize the benefit of the electricity producers using the oppositional gravitational search algorithm. The Weibull and Beta distribution functions are utilized to describe the stochastic characteristics of the wind-speed profile and solar-irradiation, respectively. For the IEEE-30 and IEEE-57 frameworks, the suggested method is being checked and explained. In comparison to other optimization approaches, the results of this approach were taken into account, and it was discovered that it outperformed other techniques in addressing bid difficulties. In addition, it is worth noting that the impact of renewable energy on the bidding strategy lowered market clearing and thermal power generating costs, and encouraged renewable influenced producers to put forward the excess electricity into the real-time market.
Author Al Otaibi, Sattam
Albogamy, Fahad R.
Khan, Irfan Ahmad
Singh, Satyendra
Malik, Hasmat
Fozdar, Manoj
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Cites_doi 10.1109/TPWRS.2007.907445
10.1109/ACCESS.2021.3087728
10.1007/978-981-13-1819-1_5
10.1049/iet-rpg.2017.0744
10.1016/j.ins.2009.03.004
10.1016/j.egypro.2016.12.109
10.1016/j.enconman.2013.08.012
10.1016/S0378-7796(01)00154-7
10.1007/978-1-4615-1465-7
10.1049/iet-gtd.2019.0118
10.1049/iet-gtd.2019.0570
10.1109/TEC.2007.914179
10.1049/ip-c.1993.0061
10.1016/j.enconman.2014.05.002
10.1016/j.energy.2011.06.015
10.1016/j.asoc.2012.12.003
10.1109/ACCESS.2021.3078288
10.1016/j.epsr.2008.07.006
10.1109/59.910776
10.1109/JSYST.2013.2265664
10.1109/4235.585893
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References Yucekaya (ref_8) 2009; 79
Li (ref_2) 2011; 36
Kumar (ref_11) 2013; 13
Sharma (ref_24) 2014; 86
Rashedi (ref_26) 2009; 179
Gomes (ref_17) 2016; 106
Wen (ref_7) 2001; 59
Singh (ref_14) 2008; 23
Karri (ref_12) 2018; Volume 698
Singh (ref_15) 2019; 13
ref_25
Mehdipourpicha (ref_3) 2021; 9
ref_23
ref_21
Wen (ref_6) 2001; 16
ref_20
David (ref_4) 1993; 140
ref_1
Bajpai (ref_9) 2007; 22
Reddy (ref_16) 2013; 9
ref_29
ref_28
Wolpert (ref_19) 1997; 1
Jadoun (ref_22) 2018; 12
ref_27
Singh (ref_18) 2020; 14
Singh (ref_10) 2021; 9
ref_5
Niknam (ref_13) 2013; 76
References_xml – ident: ref_28
– volume: 22
  start-page: 2152
  year: 2007
  ident: ref_9
  article-title: Fuzzy Adaptive Particle Swarm Optimization for Bidding Strategy in Uniform Price Spot Market
  publication-title: IEEE Trans. Power Syst.
  doi: 10.1109/TPWRS.2007.907445
– ident: ref_5
– volume: 9
  start-page: 85392
  year: 2021
  ident: ref_3
  article-title: Optimal Bidding Strategy for Physical Market Participants with Virtual Bidding Capability in Day-Ahead Electricity Markets
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2021.3087728
– volume: Volume 698
  start-page: 43
  year: 2018
  ident: ref_12
  article-title: Optimal Bidding Strategy in Deregulated Power Market Using Krill Herd Algorithm
  publication-title: Advances in Intelligent Systems and Computing
  doi: 10.1007/978-981-13-1819-1_5
– volume: 12
  start-page: 1004
  year: 2018
  ident: ref_22
  article-title: Integration of renewable energy sources in dynamic economic load dispatch problem using an improved fireworks algorithm
  publication-title: IET Renew. Power Gener.
  doi: 10.1049/iet-rpg.2017.0744
– volume: 179
  start-page: 2232
  year: 2009
  ident: ref_26
  article-title: GSA: A Gravitational Search Algorithm
  publication-title: Inf. Sci.
  doi: 10.1016/j.ins.2009.03.004
– volume: 106
  start-page: 111
  year: 2016
  ident: ref_17
  article-title: Bidding and Optimization Strategies for Wind-PV Systems in Electricity Markets Assisted by CPS
  publication-title: Energy Procedia
  doi: 10.1016/j.egypro.2016.12.109
– ident: ref_23
– ident: ref_21
– volume: 76
  start-page: 1015
  year: 2013
  ident: ref_13
  article-title: A new enhanced bat-inspired algorithm for finding linear supply function equilibrium of GENCOs in the competitive electricity market
  publication-title: Energy Convers. Manag.
  doi: 10.1016/j.enconman.2013.08.012
– volume: 59
  start-page: 197
  year: 2001
  ident: ref_7
  article-title: Strategic bidding for electricity supply in a day-ahead energy market
  publication-title: Electr. Power Syst. Res.
  doi: 10.1016/S0378-7796(01)00154-7
– ident: ref_25
– ident: ref_1
  doi: 10.1007/978-1-4615-1465-7
– volume: 13
  start-page: 1914
  year: 2019
  ident: ref_15
  article-title: Optimal bidding strategy with the inclusion of wind power supplier in an emerging power market
  publication-title: IET Gener. Transm. Distrib.
  doi: 10.1049/iet-gtd.2019.0118
– volume: 14
  start-page: 1031
  year: 2020
  ident: ref_18
  article-title: Double-sided bidding strategy for power suppliers and large buyers with amalgamation of wind and solar based generation in a modern energy market
  publication-title: IET Gener. Transm. Distrib.
  doi: 10.1049/iet-gtd.2019.0570
– ident: ref_29
– volume: 23
  start-page: 249
  year: 2008
  ident: ref_14
  article-title: Strategies for Wind Power Trading in Competitive Electricity Markets
  publication-title: IEEE Trans. Energy Convers.
  doi: 10.1109/TEC.2007.914179
– ident: ref_27
– volume: 140
  start-page: 421
  year: 1993
  ident: ref_4
  article-title: Competitive bidding in electricity supply
  publication-title: IEEE Proc. C Gener. Transm. Distrib.
  doi: 10.1049/ip-c.1993.0061
– volume: 86
  start-page: 259
  year: 2014
  ident: ref_24
  article-title: Strategic bidding for wind power producers in electricity markets
  publication-title: Energy Convers. Manag.
  doi: 10.1016/j.enconman.2014.05.002
– volume: 36
  start-page: 4686
  year: 2011
  ident: ref_2
  article-title: Modeling methods for GenCo bidding strategy optimization in the liberalized electricity spot market–A state-of-the-art review
  publication-title: Energy
  doi: 10.1016/j.energy.2011.06.015
– volume: 13
  start-page: 2445
  year: 2013
  ident: ref_11
  article-title: Strategic bidding using fuzzy adaptive gravitational search algorithm in a pool based electricity market
  publication-title: Appl. Soft Comput.
  doi: 10.1016/j.asoc.2012.12.003
– volume: 9
  start-page: 70221
  year: 2021
  ident: ref_10
  article-title: Strategic Bidding in the Presence of Renewable Sources for Optimizing the Profit of the Power Suppliers
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2021.3078288
– volume: 79
  start-page: 335
  year: 2009
  ident: ref_8
  article-title: Strategic bidding in electricity markets using particle swarm optimization
  publication-title: Electr. Power Syst. Res.
  doi: 10.1016/j.epsr.2008.07.006
– volume: 16
  start-page: 15
  year: 2001
  ident: ref_6
  article-title: Optimal bidding strategies and modeling of imperfect information among competitive genera-tors
  publication-title: IEEE Trans. Power Syst.
  doi: 10.1109/59.910776
– volume: 9
  start-page: 177
  year: 2013
  ident: ref_16
  article-title: Optimal posturing in day-ahead market clearing for uncertainties considering anticipated real-time adjustment costs
  publication-title: IEEE Syst. J.
  doi: 10.1109/JSYST.2013.2265664
– ident: ref_20
– volume: 1
  start-page: 67
  year: 1997
  ident: ref_19
  article-title: No free lunch theorems for optimization
  publication-title: IEEE Trans. Evol. Comput.
  doi: 10.1109/4235.585893
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SubjectTerms Alternative energy sources
Competition
Energy industry
energy market
Fossil fuels
market clearing price
modeling of solar
modeling of wind
oppositional based gravitational search algorithm
strategic bidding
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Title Impacts of Renewable Sources of Energy on Bid Modeling Strategy in an Emerging Electricity Market Using Oppositional Gravitational Search Algorithm
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