Top

Neural Processing Letters

Published in:

02-09-2021

A Neurodynamic Algorithm for Energy Scheduling Game in Microgrid Distribution Networks

Authors: Shifan Wen, Xing He

Published in: Neural Processing Letters | Issue 1/2022

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

search-config

AI-assisted search

Off

Abstract

In this paper, a competitive energy scheduling strategy game of N-microgrids (MGs) inside a distributed network is considered. Each microgrid (MG) aims to maximize its profit under the noncooperative game frame. The strategy-making of each MG depends on its equipment constraints, the aggregate energy supplies of all MGs, and the energy balance of supplies and demands. To solve above discussed problem, a noncooperative game with linear coupled constraints and a distributed neurodynamic algorithm are proposed to seek the generalized Nash equilibrium (GNE). Besides, the correctness and convergence of the proposed algorithm are analyzed in detail. The effectiveness and feasibility of the proposed method are also illustrated via the simulation example.

previous article PCA Dimensionality Reduction Method for Image Classification

next article Meaningful Learning for Deep Facial Emotional Features

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!

inform now

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!

inform now

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!

inform now

Available only for authorised users

Wen S, Xiong W, Cao J et al (2020) MPC-based frequency control strategy with a dynamic energy interaction scheme for the grid-connected microgrid system. J Franklin Inst 357(5):2736–2751MathSciNetCrossRef

Chen T, Jiang Y, Wang J et al (2020) Maintenance personnel detection and analysis using mask-RCNN optimization on power grid monitoring video. Neural Process Lett 51:1599–1610CrossRef

Nazari-Heris M, Abapour S, Mohammadi-Ivatloo B (2017) Optimal economic dispatch of FC-CHP based heat and power micro-grids. Appl Therm Eng 114:756–769CrossRef

Sardou IG, Zare M, Azad-Farsani E (2018) Robust energy management of a microgrid with photovoltaic inverters in VAR compensation mode. Int J Electr Power Energy Syst 98:118–132CrossRef

Elsied M, Oukaour A, Gualous H et al (2015) Energy management and optimization in microgrid system based on green energy. Energy 84:139–151CrossRef

Liu Y, Li Y, Gooi HB et al (2019) Distributed robust energy management of a multi-microgrid system in the real-time energy market. IEEE Trans Sustain Energy 10(1):396–406CrossRef

Liu Q, Le X, Li K (2019) A distributed optimization algorithm based on multiagent network for economic dispatch with region partitioning. IEEE Trans Cybern. https://doi.org/10.1109/TCYB.2019.2948424CrossRef

Le X, Chen S, Li F et al (2019) Distributed neurodynamic optimization for energy internet management. IEEE Trans Syst Man Cybern Syst 49(8):1624–1633CrossRef

Wang R, Li Q, Zhang B et al (2019) Distributed consensus based algorithm for economic dispatch in a microgrid. IEEE Trans Smart Grid 10(4):3630–3640CrossRef

10.

Li D, Deng L, Su Q et al (2020) Multimedia imaging model of information system based on self-organizing capsule neural network and game theory. Neural Process Lett. https://doi.org/10.1007/s11063-020-10258-zCrossRef

11.

Barrera J, Garcia A (2015) Dynamic incentives for congestion control. IEEE Trans Autom Control 60(2):299–310MathSciNetCrossRef

12.

Grammatico S (2017) Dynamic control of agents playing aggregative games with coupling constraints. IEEE Trans Autom Control 62(9):4537–4548MathSciNetCrossRef

13.

Wen S, Chen J, Wu Y (2020) CKFO: convolutional kernel first operated algorithm with applications in memristor-based convolutional neural networks. IEEE Trans Comput Aided Des Integr Circuits Syst. https://doi.org/10.1109/TCAD.2020.3019993CrossRef

14.

Li YZ, Zhao T, Wang P, Gooi H, Wu L, Liu Y, Ye J (2018) Cooperative operation of multi-microgrids via cooperative energy and reserve scheduling. IEEE Trans Ind Inf 14(8):3459–3468CrossRef

15.

Ye M, Hu G (2017) Game design and analysis for price-based demand response: an aggregate game approach. IEEE Trans Cybern 47(3):720–730CrossRef

16.

Liu Z, Wu Q, Huang S et al (2018) Optimal day-ahead charging scheduling of electric vehicles through an aggregative game model. IEEE Trans Smart Grid 9(5):5173–5184CrossRef

17.

Rockafellar RT, Wets RJB (1998) Variational analysis, volume 317 of Grundlehren der Mathematischen Wissenschaften. Fundamental Principles of Mathematical Sciences

18.

West DB (2001) Introduction to graph theory. Prentice Hall, Upper Saddle River

19.

Wen S, He X, Huang T (2020) Distributed neuro-dynamic algorithm for price-based game in energy consumption system. Neural Process Lett 51(1):559–575CrossRef

20.

Facchinei F, Pang JS (2003) Finite-dimensional variational inequalities and complementarity problems. Springer, BerlinMATH

21.

Li C, Yu X, Huang T et al (2018) Distributed optimal consensus over resource allocation network and its application to dynamical economic dispatch. IEEE Trans Neural Netw Learn Syst 29(6):2407–2418CrossRef

22.

Liu W, Gu W, Wang J et al (2018) Game theoretic non-cooperative distributed coordination control for multi-microgrids. IEEE Trans Smart Grid 9(6):6986–6997CrossRef

23.

Fu Y, Zhang Z, Li Z et al (2020) Energy management for hybrid AC/DC distribution system with microgrid clusters using non-cooperative game theory and robust optimization. IEEE Trans Smart Grid 11(2):1510–1525CrossRef

24.

Nojavan S, Zare K, Mohammadi-Ivatloo B (2017) Application of fuel cell and electrolyzer as hydrogen energy storage system in energy management of electricity energy retailer in the presence of the renewable energy sources and plug-in electric vehicles. Energy Convers Manag 136:404–417CrossRef

25.

Li C, Dong Z, Chen G et al (2018) Data-driven planning of electric vehicle charging infrastructure: a case study of Sydney. IEEE Transactions on Smart Grid, Australia. https://doi.org/10.1109/TSG.2021.3054763CrossRef

26.

Wen S, Xiong W, Tan J et al (2021) Blockchain enhanced price incentive demand response for building user energy network in sustainable society. Sustain Cities Soc. https://doi.org/10.1016/j.scs.2021.102748CrossRef

27.

Liang S, Yi P, Hong Y (2017) Distributed Nash equilibrium seeking for aggregative games with coupled constraints. Automatica 85:179–185MathSciNetCrossRef

28.

Di MM, Forti M, Nistri P et al (2016) Discontinuous neural networks for finite-time solution of time-dependent linear equations. IEEE Trans Cybern 46(11):2509–2520CrossRef

29.

Tian Y, Wang Z (2021) Composite slack-matrix-based integral inequality and its application to stability analysis of time-delay systems. Appl Math Lett. https://doi.org/10.1016/j.aml.2021.107252MathSciNetCrossRefMATH

30.

Le X, Yan Z, Xi J (2017) A collective neurodynamic system for distributed optimization with applications in model predictive control. IEEE Trans Emerg Top Comput Intell 1(4):305–314CrossRef

31.

Li Z, Xu Y (2018) Optimal coordinated energy dispatch of a multi-energy microgrid in grid-connected and islanded modes. Appl Energy 210:974–986CrossRef

32.

Chen J, Wu Y, Yang Y et al (2020) An efficient memristor-based circuit implementation of squeeze-and-excitation fully convolutional neural networks. IEEE Trans Neural Netw Learn Syst. https://doi.org/10.1109/TNNLS.2020.3044047CrossRef

33.

Wen S, Ni X, Wang H (2021) Observer-based adaptive control for multiagent systems with unknown parameters under attacks. IEEE Trans Neural Netw Learn Syst. https://doi.org/10.1109/TNNLS.2021.3051017CrossRef

34.

Tan G, Wang Z, Li C (2020) H$infty $ performance state estimation of delayed static neural networks based on an improved proportional-integral estimator. Appl Math Comput. https://doi.org/10.1016/j.amc.2019.124908CrossRefMATH

35.

Ding S, Xie X, Wang Z (2021) Periodic event-triggered synchronization for discrete-time complex dynamical networks. IEEE Trans Neural Netw Learn Syst. https://doi.org/10.1109/TNNLS.2021.3053652CrossRef

36.

Ding S, Wang Z, Rong N (2021) Intermittent control for quasi-synchronization of delayed discrete-time neural networks. IEEE Trans Cybern 51(2):862–873CrossRef

Title: A Neurodynamic Algorithm for Energy Scheduling Game in Microgrid Distribution Networks
Authors: Shifan Wen
Xing He
Publication date: 02-09-2021
Publisher: Springer US
Published in: Neural Processing Letters / Issue 1/2022
Print ISSN: 1370-4621
Electronic ISSN: 1573-773X
DOI: https://doi.org/10.1007/s11063-021-10635-2

Springer Professional

Abstract

Please log in to get access to your license.

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

Springer Professional "Wirtschaft+Technik"

Springer Professional "Technik"

Springer Professional "Wirtschaft"

Other articles of this Issue 1/2022

Mixed Time-Delayed Nonlinear Multi-agent Dynamic Systems for Asymptotic Stability and Non-fragile Synchronization Criteria

Mapping and Consolidation of VMs Using Locust-Inspired Algorithms for Green Cloud Computing

An Improved U-Net for Human Sperm Head Segmentation

Graph-Theoretic Method on Topology Identification of Stochastic Multi-weighted Complex Networks with Time-Varying Delayed Coupling Based on Adaptive Synchronization

A Privacy Preserving Based Multi-Biometric System for Secure Identification in Cloud Environment

Solving Mixed Variational Inequalities Via a Proximal Neurodynamic Network with Applications