Demand Response Management of a Residential Microgrid Using Chaotic Aquila Optimization

In this paper, Chaotic Aquila Optimization has been proposed for the solution of the demand response program of a grid-connected residential microgrid (GCRMG) system. Here, the main objective is to optimize the scheduling pattern of connected appliances of the building such that overall user cost ar...

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Published inSustainability Vol. 15; no. 2; p. 1484
Main Authors Kujur, Sushmita, Dubey, Hari Mohan, Salkuti, Surender Reddy
Format Journal Article
LanguageEnglish
Published Basel MDPI AG 01.01.2023
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ISSN2071-1050
2071-1050
DOI10.3390/su15021484

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Abstract In this paper, Chaotic Aquila Optimization has been proposed for the solution of the demand response program of a grid-connected residential microgrid (GCRMG) system. Here, the main objective is to optimize the scheduling pattern of connected appliances of the building such that overall user cost are minimized under the dynamic price rate of electricity. The GCRMG model considered for analysis is equipped with a fuel cell, combined heat and power (CHP), and a battery storage system. It has to control and schedule the thermostatically controlled deferrable and interruptible appliances of the building optimally. A multipowered residential microgrid system with distinct load demand for appliances and dynamic electricity price makes the objective function complex and highly constrained in nature, which is difficult to solve efficiently. For the solution of such a complex highly constrained optimization problem, both Chaotic Aquila Optimization (CAO) and Aquila optimization (AO) algorithms are implemented, and their performance is analyzed separately. Obtained simulation results in terms of optimal load scheduling and corresponding user cost reveal the better searching and constrained handling capability of AO. In addition, experimental results show that a sinusoidal map significantly improves the performances of AO. Comparison of results with other reported methods are also made, which supports the claim of superiority of the proposed approach.
AbstractList In this paper, Chaotic Aquila Optimization has been proposed for the solution of the demand response program of a grid-connected residential microgrid (GCRMG) system. Here, the main objective is to optimize the scheduling pattern of connected appliances of the building such that overall user cost are minimized under the dynamic price rate of electricity. The GCRMG model considered for analysis is equipped with a fuel cell, combined heat and power (CHP), and a battery storage system. It has to control and schedule the thermostatically controlled deferrable and interruptible appliances of the building optimally. A multipowered residential microgrid system with distinct load demand for appliances and dynamic electricity price makes the objective function complex and highly constrained in nature, which is difficult to solve efficiently. For the solution of such a complex highly constrained optimization problem, both Chaotic Aquila Optimization (CAO) and Aquila optimization (AO) algorithms are implemented, and their performance is analyzed separately. Obtained simulation results in terms of optimal load scheduling and corresponding user cost reveal the better searching and constrained handling capability of AO. In addition, experimental results show that a sinusoidal map significantly improves the performances of AO. Comparison of results with other reported methods are also made, which supports the claim of superiority of the proposed approach.
Author Kujur, Sushmita
Salkuti, Surender Reddy
Dubey, Hari Mohan
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Cites_doi 10.1109/JPROC.2010.2080250
10.1016/j.asoc.2017.01.008
10.1016/j.apenergy.2021.116624
10.1016/j.apenergy.2016.11.093
10.3390/su142113709
10.3390/en14154597
10.3390/pr9091551
10.1109/ACCESS.2020.3042173
10.1016/j.asoc.2015.08.006
10.1109/SURV.2011.101911.00087
10.1016/j.swevo.2017.07.012
10.1109/TCNS.2022.3181527
10.3390/en15186667
10.1109/TIA.2021.3067864
10.1016/j.jclepro.2018.06.271
10.1109/4235.585893
10.3390/fluids7070248
10.1016/j.cie.2021.107250
10.1016/j.rser.2014.07.098
10.3390/en15155704
10.1109/TSG.2010.2053053
10.1016/j.rser.2018.12.054
10.1016/j.scs.2021.102790
10.1016/j.energy.2019.07.045
10.1109/TCNS.2019.2910455
10.1016/j.renene.2016.08.026
10.3390/en15041385
10.3390/su14138025
10.1016/j.rser.2018.08.003
10.1016/j.energy.2019.01.136
10.4314/ijest.v13i2.1
10.23919/ECC.2019.8796182
10.1016/j.jclepro.2020.120034
10.3390/en15010190
10.1109/TSG.2014.2325912
10.1080/15325008.2016.1156787
10.1109/TSG.2017.2653198
10.1007/s00521-017-2988-6
10.1109/TIA.2018.2803728
10.1109/ACCESS.2020.3044286
10.1016/j.energy.2019.05.009
10.1016/j.jclepro.2021.129840
10.3390/wind2040033
10.3390/su14137916
10.3390/su14020929
10.3390/su141710985
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References Melhem (ref_37) 2018; 54
Rabelo (ref_28) 2020; 255
Habib (ref_25) 2020; 8
Connell (ref_5) 2014; 39
Harsh (ref_12) 2021; 46
Astriani (ref_10) 2021; 292
ref_11
Huang (ref_30) 2016; 44
ref_33
Mirjalili (ref_45) 2017; 53
Varaiya (ref_3) 2011; 99
Zhang (ref_15) 2021; 57
Pedrasa (ref_7) 2010; 1
ref_17
ref_39
Yao (ref_13) 2019; 6
ref_16
Li (ref_22) 2022; 330
Zhang (ref_19) 2018; 9
Yan (ref_36) 2018; 96
Dranka (ref_35) 2019; 179
Abualigah (ref_41) 2021; 157
Jordehi (ref_6) 2019; 103
Wolpert (ref_40) 1997; 1
Sayed (ref_46) 2019; 31
Fang (ref_1) 2012; 14
Jin (ref_21) 2017; 187
ref_23
ref_44
Huang (ref_31) 2020; 8
Shaheen (ref_43) 2022; 2
ref_20
ref_42
Sanjari (ref_18) 2015; 37
Monfared (ref_14) 2019; 185
Dubey (ref_38) 2018; 38
ref_2
Tabar (ref_34) 2019; 174
Scarabaggio (ref_47) 2022; 9
ref_29
Dubey (ref_9) 2021; 13
Wang (ref_26) 2018; 197
ref_27
Hemmati (ref_32) 2021; 69
Nwulu (ref_8) 2017; 101
ref_4
Karami (ref_24) 2014; 5
References_xml – volume: 99
  start-page: 40
  year: 2011
  ident: ref_3
  article-title: Smart operation of smart grid: Risk-limiting dispatch
  publication-title: Proc. IEEE
  doi: 10.1109/JPROC.2010.2080250
– volume: 53
  start-page: 407
  year: 2017
  ident: ref_45
  article-title: Chaotic gravitational constants for the gravitational search algorithm
  publication-title: Appl. Soft Comput.
  doi: 10.1016/j.asoc.2017.01.008
– volume: 292
  start-page: 116624
  year: 2021
  ident: ref_10
  article-title: Incentive determination of a demand response program for microgrids
  publication-title: Appl. Energy
  doi: 10.1016/j.apenergy.2021.116624
– volume: 187
  start-page: 758
  year: 2017
  ident: ref_21
  article-title: MOD-DR: Microgrid optimal dispatch with demand response
  publication-title: Appl. Energy
  doi: 10.1016/j.apenergy.2016.11.093
– ident: ref_29
  doi: 10.3390/su142113709
– ident: ref_27
  doi: 10.3390/en14154597
– ident: ref_44
  doi: 10.3390/pr9091551
– volume: 8
  start-page: 218289
  year: 2020
  ident: ref_25
  article-title: Combined Heat and Power Units Sizing and Energy Cost Optimization of a Residential Building by Using an Artificial Bee Colony Algorithm
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2020.3042173
– volume: 37
  start-page: 15
  year: 2015
  ident: ref_18
  article-title: Application of hyper-spherical search algorithm for optimal energy resources dispatch in residential microgrids
  publication-title: Appl. Soft Comput.
  doi: 10.1016/j.asoc.2015.08.006
– volume: 14
  start-page: 944
  year: 2012
  ident: ref_1
  article-title: Smart grid-The new and improved power grid: A survey
  publication-title: IEEE Commun. Surv. Tutor.
  doi: 10.1109/SURV.2011.101911.00087
– volume: 38
  start-page: 12
  year: 2018
  ident: ref_38
  article-title: An overview and comparative analysis of recent bio-inspired optimization techniques for wind integrated multi-objective power dispatch
  publication-title: Swarm Evol. Comput.
  doi: 10.1016/j.swevo.2017.07.012
– volume: 9
  start-page: 1731
  year: 2022
  ident: ref_47
  article-title: Noncooperative Equilibrium-Seeking in Distributed Energy Systems Under AC Power Flow Nonlinear Constraints
  publication-title: IEEE Trans. Control Netw. Syst.
  doi: 10.1109/TCNS.2022.3181527
– ident: ref_2
  doi: 10.3390/en15186667
– volume: 57
  start-page: 3262
  year: 2021
  ident: ref_15
  article-title: A Novel Hierarchical Demand Response Strategy for Residential Microgrid
  publication-title: IEEE Trans. Ind. Appl.
  doi: 10.1109/TIA.2021.3067864
– volume: 197
  start-page: 1069
  year: 2018
  ident: ref_26
  article-title: Energy management of smart micro-grid with response loads and distributed generation considering demand response
  publication-title: J. Clean. Prod.
  doi: 10.1016/j.jclepro.2018.06.271
– volume: 1
  start-page: 67
  year: 1997
  ident: ref_40
  article-title: No free lunch theorems for optimization
  publication-title: IEEE Trans. Evol. Comput.
  doi: 10.1109/4235.585893
– ident: ref_23
  doi: 10.3390/fluids7070248
– volume: 157
  start-page: 107250
  year: 2021
  ident: ref_41
  article-title: Aquila Optimizer: A novel metaheuristic optimization Algorithm
  publication-title: Comput. Ind. Eng.
  doi: 10.1016/j.cie.2021.107250
– volume: 39
  start-page: 686
  year: 2014
  ident: ref_5
  article-title: Benefits and challenges of electrical demand response: A critical review
  publication-title: Renew. Sustain. Energy Rev.
  doi: 10.1016/j.rser.2014.07.098
– ident: ref_39
  doi: 10.3390/en15155704
– volume: 1
  start-page: 134
  year: 2010
  ident: ref_7
  article-title: Coordinated Scheduling of Residential Distributed Energy Resources to Optimize Smart Home Energy Services
  publication-title: IEEE Trans. Smart Grid
  doi: 10.1109/TSG.2010.2053053
– volume: 103
  start-page: 308
  year: 2019
  ident: ref_6
  article-title: Optimisation of demand response in electric power systems, a review
  publication-title: Renew. Sustain. Energy Rev.
  doi: 10.1016/j.rser.2018.12.054
– volume: 69
  start-page: 102790
  year: 2021
  ident: ref_32
  article-title: Economic-environmental analysis of combined heat and power-based reconfigurable microgrid integrated with multiple energy storage and demand response program
  publication-title: Sustain. Cities Soc.
  doi: 10.1016/j.scs.2021.102790
– volume: 185
  start-page: 274
  year: 2019
  ident: ref_14
  article-title: A hybrid price-based demand response program for the residential micro-grid
  publication-title: Energy
  doi: 10.1016/j.energy.2019.07.045
– volume: 6
  start-page: 1015
  year: 2019
  ident: ref_13
  article-title: An Optimal Power-Flow Approach to Improve Power System Voltage Stability Using Demand Response
  publication-title: IEEE Trans. Control Netw. Syst.
  doi: 10.1109/TCNS.2019.2910455
– volume: 101
  start-page: 16
  year: 2017
  ident: ref_8
  article-title: Optimal dispatch for a microgrid incorporating renewables and demand response
  publication-title: Renew. Energy
  doi: 10.1016/j.renene.2016.08.026
– ident: ref_11
  doi: 10.3390/en15041385
– ident: ref_33
  doi: 10.3390/su14138025
– volume: 96
  start-page: 411
  year: 2018
  ident: ref_36
  article-title: A review on price-driven residential demand response
  publication-title: Renew. Sustain. Energy Rev.
  doi: 10.1016/j.rser.2018.08.003
– volume: 174
  start-page: 10
  year: 2019
  ident: ref_34
  article-title: Energy management in hybrid microgrid with considering multiple power market and real-time demand response
  publication-title: Energy
  doi: 10.1016/j.energy.2019.01.136
– volume: 46
  start-page: 101225
  year: 2021
  ident: ref_12
  article-title: Energy management in microgrid using incentive-based demand response and reconfigured network considering uncertainties in renewable energy sources
  publication-title: Sustain. Energy Technol. Assess.
– volume: 13
  start-page: 1
  year: 2021
  ident: ref_9
  article-title: Incentive-based demand response in grid-connected microgrid using quasi-opposed grey wolf optimizer
  publication-title: Int. J. Eng. Sci. Technol.
  doi: 10.4314/ijest.v13i2.1
– ident: ref_16
  doi: 10.23919/ECC.2019.8796182
– volume: 255
  start-page: 120034
  year: 2020
  ident: ref_28
  article-title: A preference-based demand response mechanism for energy management in a microgrid
  publication-title: J. Clean. Prod.
  doi: 10.1016/j.jclepro.2020.120034
– ident: ref_20
  doi: 10.3390/en15010190
– volume: 5
  start-page: 2360
  year: 2014
  ident: ref_24
  article-title: An Optimal Dispatch Algorithm for Managing Residential Distributed Energy Resources
  publication-title: IEEE Trans. Smart Grid
  doi: 10.1109/TSG.2014.2325912
– volume: 44
  start-page: 1177
  year: 2016
  ident: ref_30
  article-title: Model predictive control-based demand response for optimization of residential energy consumption
  publication-title: Electr. Power Compon. Syst.
  doi: 10.1080/15325008.2016.1156787
– volume: 9
  start-page: 4236
  year: 2018
  ident: ref_19
  article-title: Robust Coordination of Distributed Generation and Price-Based Demand Response in Microgrids
  publication-title: IEEE Trans. Smart Grid
  doi: 10.1109/TSG.2017.2653198
– volume: 31
  start-page: 171
  year: 2019
  ident: ref_46
  article-title: Feature selection via a novel chaotic crow search algorithm
  publication-title: Neural Comput. Appl.
  doi: 10.1007/s00521-017-2988-6
– volume: 54
  start-page: 2714
  year: 2018
  ident: ref_37
  article-title: Energy Management in Electrical Smart Grid Environment Using Robust Optimization Algorithm
  publication-title: IEEE Trans. Ind. Appl.
  doi: 10.1109/TIA.2018.2803728
– volume: 8
  start-page: 225201
  year: 2020
  ident: ref_31
  article-title: A Hybrid Optimization Approach for Residential Energy Management
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2020.3044286
– volume: 179
  start-page: 280
  year: 2019
  ident: ref_35
  article-title: Review and assessment of the different categories of demand response potentials
  publication-title: Energy
  doi: 10.1016/j.energy.2019.05.009
– volume: 330
  start-page: 129840
  year: 2022
  ident: ref_22
  article-title: Stochastic optimal scheduling of demand response-enabled microgrids with renewable generations: An analytical-heuristic approach
  publication-title: J. Clean. Prod.
  doi: 10.1016/j.jclepro.2021.129840
– volume: 2
  start-page: 617
  year: 2022
  ident: ref_43
  article-title: Aquila Optimization Algorithm for Wind Energy Potential Assessment Relying on Weibull Parameters Estimation
  publication-title: Wind
  doi: 10.3390/wind2040033
– ident: ref_4
  doi: 10.3390/su14137916
– ident: ref_42
  doi: 10.3390/su14020929
– ident: ref_17
  doi: 10.3390/su141710985
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StartPage 1484
SubjectTerms Algorithms
Carbon
Consumers
Demand side management
Design optimization
Electricity
Energy consumption
Energy management
Energy resources
Energy storage
Industrial plant emissions
Linear programming
Operating costs
Profits
Scheduling
Simulation
Supply & demand
Sustainability
Tariffs
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Title Demand Response Management of a Residential Microgrid Using Chaotic Aquila Optimization
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