Abstract
The power system is presently experiencing vital changes: it is advancing from a centralized structure to a decentralized one, primarily because of the enormous advancement of distributed renewable energy sources, so future power system obliges new control strategies. These systems must have the capacity to withstand new requirements, for example, the exceedingly disseminated nature, the irregularity of renewable energy sources and the restricted data transfer capacity for communications. Multi agent systems (MAS) have attributes that meet these prerequisites. A certain degree of distributed or collective intelligence can be accomplished through the connection of these agents with one another, participating or contending to achieve their objectives. This paper introduces outline of the fundamental ideas of MAS and its different platforms. Also, it provides a comprehensive survey on the power system applications in which MAS technique has been applied. For each power system application, technical details are also discussed.
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Abido MA (2003) Environmental/economic power dispatch using multiobjective evolutionary algorithms. IEEE Trans Power Syst 18(4):1529–1537
Ackermann T, Andersson G, Söder L (2001) Distributed generation: a definition. Electr Power Syst Res 57(3):195–204
Alberto L, Bretas N (2000) Required damping to assure multiswing transient stability: the SMIB case. Int J Electr Power Energy Syst 22(3):179–185
Alvarado FL (2003) Is system control entirely by price feasible? In: Proceedings of the 36th annual Hawaii international conference on system sciences, IEEE, pp 53–58
Anastasiadis AG, Voreadi E, Hatziargyriou ND (2011) Probabilistic load flow methods with high integration of renewable energy sources and electric vehicles-case study of Greece. In: PowerTech, 2011 IEEE Trondheim, IEEE, pp 1–8
Ansari J, Gholami A, Kazemi A (2015) Holonic structure: a state-of-the-art control architecture based on multi-agent systems for optimal reactive power dispatch in smart grids. IET Gener Transm Distrib 9(14):1922–1934
Aung HN, Khambadkone A, Srinivasan D, Logenthiran T (2010) Agent-based intelligent control for real-time operation of a microgrid. In: Joint international conference on power electronics, drives and energy systems (PEDES) & 2010 Power India, 2010, IEEE, pp 1–6
Baker P, Catterson V, McArthur S (2009) Integrating an agent-based wireless sensor network within an existing multi-agent condition monitoring system. In: Intelligent system applications to power systems, 2009. ISAP’09. 15th International conference on, IEEE, pp 1–6
Barker PP, De Mello RW (2000) Determining the impact of distributed generation on power systems. I. Radial distribution systems. In: Power engineering society summer meeting, IEEE, IEEE, vol 3, pp 1645–1656
Baxevanos IS, Labridis DP (2007) Implementing multiagent systems technology for power distribution network control and protection management. IEEE Trans Power Deliv 22(1):433–443
Bellifemine FL, Caire G, Greenwood D (2007) Developing multi-agent systems with JADE. Wiley, New York City
Bennon R, Juves J, Meliopoulos A (1982) Use of sensitivity analysis in automated transmission planning. IEEE Trans Power Appar Syst 1:53–59
Bordini RH, Dastani M, Winikoff M (2006) Current issues in multi-agent systems development. In: Engineering Societies in the Agents World VII, Springer, pp 38–61
Brazier FMT, Dunin-Keplicz BM, Jennings NR, Treur J (1997) Desire: Modelling multi-agent systems in a compositional formal framework. Int J Cooperative Inf Syst 6(1):67–94
Brooks CH, Durfee EH, Armstrong A (2000) An introduction to congregating in multi-agent systems. In: MultiAgent Systems, 2000. Proceedings of fourth international conference on, IEEE, pp 79–86
Brown A, Catterson V, Fox M, Long D, McArthur S (2007) Learning models of plant behavior for anomaly detection and condition monitoring. In: Intelligent systems applications to power systems, 2007. ISAP 2007. International conference on, IEEE, pp 1–6
Cai H, Qu Z, Gan D, Dorsey J (2000) A comparison and simulation study of nonlinearly designed robust controllers for power system transient stability. Int J Electr Power Energy Syst 22(1):15–28
Castro J, Kolp M, Mylopoulos J (2002) Towards requirements-driven information systems engineering: the tropos project. Inf Syst 27(6):365–389
Catterson V, Rudd S, McArthur S, Moss G (2009) On-line transformer condition monitoring through diagnostics and anomaly detection. In: Intelligent system applications to power systems, 2009. ISAP’09. 15th International conference on, IEEE, pp 1–6
Catterson VM, McArthur SD, Judd MD, Zaher AS (2008) Managing remote online partial discharge data. IEEE Trans Power Deliv 23(4):1754–1762
Chakraborty S, Weiss MD, Simoes MG (2007) Distributed intelligent energy management system for a single-phase high-frequency AC microgrid. IEEE Trans Ind Electr 54(1):97–109
Chen C, Duan S, Cai T, Liu B, Hu G (2011) Smart energy management system for optimal microgrid economic operation. IET Renew Power Gener 5(3):258–267
Chen YK, Wu YC, Song CC, Chen YS (2013) Design and implementation of energy management system with fuzzy control for DC microgrid systems. IEEE Trans Power Electr 28(4):1563–1570
Cintuglu MH, Martin H, Mohammed OA (2015) Real-time implementation of multiagent-based game theory reverse auction model for microgrid market operation. IEEE Trans Smart Grid 6(2):1064–1072
Clement-Nyns K, Haesen E, Driesen J (2010) The impact of charging plug-in hybrid electric vehicles on a residential distribution grid. IEEE Trans Power Syst 25(1):371–380
Colson C, Nehrir M, Gunderson R (2011) Distributed multi-agent microgrids: a decentralized approach to resilient power system self-healing. In: 4th International Symposium on Resilient Control Systems (ISRCS), 2011, IEEE, pp 83–88
Colson CM, Nehrir MH (2013) Comprehensive real-time microgrid power management and control with distributed agents. IEEE Trans Smart Grid 4(1):617–627
Conti S, Nicolosi R, Rizzo S, Zeineldin H (2012) Optimal dispatching of distributed generators and storage systems for MV islanded microgrids. IEEE Trans Power Deliv 27(3):1243–1251
Cortese E, Quarta F, Vitaglione G, Vrba P (2002) Scalability and performance of jade message transport system. In: AAMAS workshop on agentcities, Bologna, vol 16, p 28
Coury D, Thorp J, Hopkinson K, Birman K (2001) Improving the protection of EHV teed feeders using local agents. In: Seventh international conference on (IEE) developments in power system protection, 2001, IET, pp 527–530
Coury DV, Thorp JS, Hopkinson KM, Birman KP (2002) An agent-based current differential relay for use with a utility intranet. IEEE Trans Power Deliv 17(1):47–53
Dastani M, Hulstijn J, Dignum F, Meyer JJC (2004) Issues in multiagent system development. In: Proceedings of the third international joint conference on autonomous agents and multiagent systems-volume 2, IEEE computer society, pp 922–929
Davidson E, Dolan M, Ault G, McArthur S (2010) Aura-nms: An autonomous regional active network management system for edf energy and sp energy networks. In: Power and energy society general meeting, 2010 IEEE, IEEE, pp 1–6
Davidson EM, McArthur SD, McDonald JR, Cumming T, Watt I (2006) Applying multi-agent system technology in practice: automated management and analysis of scada and digital fault recorder data. IEEE Trans Power Syst PWRS 21(2):559
Davidson EM, McArthur SD, Yuen C, Larsson M (2008) Aura-nms: Towards the delivery of smarter distribution networks through the application of multi-agent systems technology. In: Power and energy society general meeting-conversion and delivery of electrical energy in the 21st century, 2008 IEEE, IEEE, pp 1–6
Deilami S, Masoum AS, Moses PS, Masoum MA (2011) Real-time coordination of plug-in electric vehicle charging in smart grids to minimize power losses and improve voltage profile. IEEE Trans Smart Grid 2(3):456–467
Dimeas AL, Hatziargyriou ND (2005) Operation of a multiagent system for microgrid control. IEEE Trans Power Syst 20(3):1447–1455
Ding M, Ma K, Bi R, Mao M, Chang L (2013) A hierarchical control scheme based on multi-agent system for islanded multi-microgrids. In: Power electronics for distributed generation systems (PEDG), 2013 4th IEEE international symposium on, IEEE, pp 1–5
Dou C, Mao C, Bo Z, Zhang X (2010) A multi-agent model based decentralized coordinated control for large power system transient stability improvement. In: 45th International universities power engineering conference (UPEC), 2010, IEEE, pp 1–5
Dou C, Lv M, Zhao T, Ji Y, Li H (2015) Decentralised coordinated control of microgrid based on multi-agent system. Gener Transm Distrib IET 9(16):2474–2484
Dou CX, Liu B (2013) Multi-agent based hierarchical hybrid control for smart microgrid. IEEE Trans Smart Grid 4(2):771–778
Doyle MT (2002) Reviewing the impacts of distributed generation on distribution system protection. In: Power engineering society summer meeting, 2002 IEEE, IEEE, vol 1, pp 103–105
Dusonchet Y, El-Abiad A (1973) Transmission planning using discrete dynamic optimizing. IEEE Trans Power Appar Syst 4:1358–1371
Eddy F, Gooi HB, Chen SX (2015) Multi-agent system for distributed management of microgrids. IEEE Trans Power Syst 30(1):24–34
Elmitwally A, Elsaid M, Elgamal M, Chen Z (2014) A fuzzy-multiagent self-healing scheme for a distribution system with distributed generations. IEEE Trans Power Syst 30(5):2612–2622
Elmitwally A, Elsaid M, Elgamal M, Chen Z (2015) A fuzzy-multiagent servce restoration scheme for distribution system with distributed generation. IEEE Trans Sustain Energy 6(3):810–821
Etemadi AH, Davison EJ, Iravani R (2012a) A decentralized robust control strategy for multi-DER microgridsPart I: fundamental concepts. IEEE Trans Power Deliv 27(4):1843–1853
Etemadi AH, Davison EJ, Iravani R (2012b) A decentralized robust control strategy for multi-DER microgrids-part II: performance evaluation. IEEE Trans Power Deliv 27(4):1854–1861
Farag HE, El-Saadany E (2011) Voltage regulation in distribution feeders with high DG penetration: from traditional to smart. In: Power and energy society general meeting, 2011 IEEE, IEEE, pp 1–8
Fazal R, Solanki J, Solanki SK (2012) Demand response using multi-agent system. In: North American power symposium (NAPS), 2012, IEEE, pp 1–6
Ford A, Harm W (2002) Market based adequacy: reliability and CBM/ATC calculations. An independent system operator’s perspective. In: Power engineering society winter meeting, 2002. IEEE, IEEE, vol 1, pp 18–23
Franklin S, Graesser A (1997) Is it an agent, or just a program?: A taxonomy for autonomous agents. In: Intelligent agents III agent theories, architectures, and languages, Springer, pp 21–35
Gao C, Dong C, Xue F (2012) Design and implementation of simulation software for electric vehicle charging behavior based on multi-agent system. Proc CSEE 31:008
Gately D (1974) Sharing the gains from regional cooperation: A game theoretic application to planning investment in electric power. International Economic Review 15(1):195–208
Ghorbani J, Fallah YP, Choudhry MA, Feliachi A (2013) Investigation of communication media requirements for self healing power distribution systems. In: Energytech, 2013 IEEE, IEEE, pp 1–7
Ghosn SB, Ranganathan P, Salem S, Tang J, Loegering D, Nygard KE (2010) Agent-oriented designs for a self healing smart grid. In: First IEEE international conference on smart grid communications (SmartGridComm), IEEE, pp 461–466
Giovanini R, Hopkinson K, Coury DV, Thorp JS (2006) A primary and backup cooperative protection system based on wide area agents. IEEE Trans Power Deliv 21(3):1222–1230
Gong Q, Midlam-Mohler S, Marano V, Rizzoni G (2012) Study of PEV charging on residential distribution transformer life. IEEE Trans Smart Grid 1(3):404–412
Hadjsaid N, Le-Thanh L, Caire R, Raison B, Blache F, Ståhl B, Gustavss R (2010) Integrated ict framework for distribution network with decentralized energy resources: prototype, design and development. In: Power and energy society general meeting, 2010 IEEE, IEEE, pp 1–4
Hatziargyriou N, Dimeas A, Tsikalakis A (2005) Centralized and decentralized control of microgrids. Int J Distrib Energy Resour 1(3):197–212
Hayes-Roth B, Pfleger K, Lalanda P, Morignot P, Balabanovic M (1995) A domain-specific software architecture for adaptive intelligent systems. IEEE Trans Softw Eng 21(4):288–301
He Z, Zhang Z, Yin X, Li Z, Kong X, Wang Y (2011) Multi-agent based wide area backup protection for series compensated lines. In: Power and energy engineering conference (APPEEC), 2011 Asia-Pacific, IEEE, pp 1–4
Hopkinson K, Wang X, Giovanini R, Thorp J, Birman K, Coury D (2006) Epochs: a platform for agent-based electric power and communication simulation built from commercial off-the-shelf components. IEEE Trans Power Syst 21(2):548–558
Hossack JA, Menal J, McArthur SD, McDonald JR (2003) A multiagent architecture for protection engineering diagnostic assistance. IEEE Trans Power Syst 18(2):639–647
Hu B, Guo W, Jing Z (2014) Electric vehicles operation simulation system based on multi-agent system. In: Transportation electrification asia-pacific (ITEC Asia-Pacific), IEEE conference and expo, IEEE, pp 1–5
Huang K, Srivastava SK, Cartes D, Sloderbeck M, et al (2007a) Intelligent agents applied to reconfiguration of mesh structured power systems. In: International conference on intelligent systems applications to power systems,(ISAP), IEEE, pp 1–7
Huang K, Srivastava SK, Cartes D, Liu L, et al (2007b) Agent solutions for navy shipboard power systems. In: IEEE International conference on system of systems engineering, SoSE’07, IEEE, pp 1–6
Huang K, Srivastava SK, Cartes DA, Sun LH (2009) Market-based multiagent system for reconfiguration of shipboard power systems. Electr Power Syst Res 79(4):550–556
Iglesias CA, Garijo M, González JC, Velasco JR (1998) Analysis and design of multiagent systems using MAS-commonKADS. In: Intelligent agents IV agent theories, architectures, and languages, Springer, pp 313–327
Islam SR, Sutanto D, Muttaqi KM (2016) A distributed multi-agent based emergency control approach following catastrophic disturbances in interconnected power systems. IEEE Trans Power Syst 31(4):2764–2775
Jennings NR, Mamdani E, Corera JM, Laresgoiti I, Perriolat F, Skarek P, Varga LZ (1996) Using archon to develop real-world dai applications. 1. IEEE expert 11(6):64–70
Jian Z, Qian A, Chuanwen J, Xingang W, Zhanghua Z, Chenghong G (2009) The application of multi agent system in microgrid coordination control. In: International conference on sustainable power generation and supply, SUPERGEN’09, IEEE, pp 1–6
Jianfang L, Xiaohui S, Xiaoli M (2015) Hierarchical control model of smart distribution network based on self-organizing multi-agent system. In: International conference on renewable power generation (RPG 2015), IET, pp 1–6
Kanchev H, Lu D, Colas F, Lazarov V, Francois B (2011) Energy management and operational planning of a microgrid with a PV-based active generator for smart grid applications. IEEE Trans Ind Electr 58(10):4583–4592
Karady GG, Daoud A, Mohamed M, et al (2002a) On-line transient stability enhancement using multi-agent technique. In: Power engineering society winter meeting, 2002. IEEE, IEEE, vol 2, pp 893–899
Karady GG, Mohamed M, et al (2002b) Improving transient stability using fast valving based on tracking rotor-angle and active power. In: Power Engineering Society Summer Meeting, 2002 IEEE, IEEE, vol 3, pp 1576–1581
Karfopoulos EL, Hatziargyriou ND (2013) A multi-agent system for controlled charging of a large population of electric vehicles. IEEE Trans Power Syst 28(2):1196–1204
Karfopoulos EL, Hatziargyriou ND (2016) Distributed coordination of electric vehicles providing v2g services. IEEE Trans Power Syst 31(1):329–338
Karfopoulos EL, Papadopoulos P, Skarvelis-Kazakos S, Grau I, Cipcigan LM, Hatziargyriou N, Jenkins N (2011) Introducing electric vehicles in the microgrids concept. In: 16th International conference on intelligent system application to power systems (ISAP), IEEE, pp 1–6
Karnama A, Resende F, Lopes J, et al (2011) Optimal management of battery charging of electric vehicles: a new microgrid feature. In: PowerTech, 2011 IEEE Trondheim, IEEE, pp 1–8
Katiraei F, Iravani MR (2006) Power management strategies for a microgrid with multiple distributed generation units. IEEE Trans Power Syst 21(4):1821–1831
Kinny D, Georgeff M, Rao A (1996) A methodology and modelling technique for systems of bdi agents. In: Agents breaking away, Springer, pp 56–71
Kok JK, Warmer CJ, Kamphuis I (2005) Powermatcher: multiagent control in the electricity infrastructure. In: Proceedings of the fourth international joint conference on autonomous agents and multiagent systems, ACM, pp 75–82
Kok K (2010) Multi-agent coordination in the electricity grid, from concept towards market introduction. In: Proceedings of the 9th international conference on autonomous agents and multiagent systems: industry track, international foundation for autonomous agents and multiagent systems, pp 1681–1688
Kouluri MK, Pandey RK (2011) Intelligent agent based micro grid control. In: 2nd International conference on intelligent agent and multi-agent systems (IAMA), IEEE, pp 62–66
Lagorse J, Simões MG, Miraoui A (2009) A multiagent fuzzy-logic-based energy management of hybrid systems. IEEE Trans Ind Appl 45(6):2123–2129
Lagorse J, Paire D, Miraoui A (2010) A multi-agent system for energy management of distributed power sources. Renew Energy 35(1):174–182
Lee ST, Hicks KL, Hnyilicza E (1974) Transmission expansion by branch-and-bound integer programming with optimal cost-capacity curves. IEEE Trans Power Appar Syst 5:1390–1400
Leeton U, Kulworawanichpong T (2012) Multi-agent based optimal power flow solution. In: Asia-pacific power and energy engineering conference (APPEEC), IEEE, pp 1–4
Li H, Rosenwald GW, Jung J, Liu CC (2005) Strategic power infrastructure defense. Proc IEEE 93(5):918–933
Li Q, Chen F, Chen M, Guerrero JM, Abbott D (2015) Agent-based decentralized control method for islanded microgrids
Li T, Xiao Z, Huang M, Yu J, Hu J (2010) Control system simulation of microgrid based on IP and Multi-Agent. In: International conference on information networking and automation (ICINA), IEEE, vol 1, pp 235–239
Lidula N, Rajapakse A (2011) Microgrids research: a review of experimental microgrids and test systems. Renew Sustain Energy Rev 15(1):186–202
Lim I, Lee S, Choi M, Crossley P (2007) Multi-agent system-based protection coordination of distribution feeders. In: International conference on intelligent systems applications to power systems (ISAP), IEEE, pp 1–6
Liu BCC, Jung J, Heydt GT, Vittal V, Phadke AG (2000) The strategic power infrastructure defense (spid) system. A conceptual design. IEEE Control Syst 20(4):40–52
Liu W, Gu W, Sheng W, Meng X, Xue S (2015) Pinning-based distributed cooperative control for autonomous microgrids under uncertain communication topologies. IEEE Trans Power Syst 31(2):1320–1329
Logenthiran T, Srinivasan D (2011) Multi-agent system for managing a power distribution system with plug-in hybrid electrical vehicles in smart grid. In: Innovative Smart Grid Technologies-India (ISGT India), 2011 IEEE PES, IEEE, pp 346–351
Logenthiran T, Srinivasan D, Wong D (2008) Multi-agent coordination for DER in MicroGrid. In: IEEE international conference on sustainable energy technologies. ICSET, IEEE, pp 77–82
Logenthiran T, Srinivasan D, Khambadkone A, Aung H (2010) Scalable Multi-Agent System (MAS) for operation of a microgrid in islanded mode. In: Joint international conference on power electronics, drives and energy systems (PEDES) & 2010 Power India, IEEE, pp 1–6
Logenthiran T, Srinivasan D, Khambadkone AM, Aung HN (2012) Multiagent system for real-time operation of a microgrid in real-time digital simulator. IEEE Trans Smart Grid 3(2):925–933
Lopes J, Soares FJ, Almeida PR (2009) Identifying management procedures to deal with connection of electric vehicles in the grid. Powertech. IEEE Bucharest, IEEE, pp 1–8
Luck M, McBurney P, Preist C (2003) Agent technology: enabling next generation computing. http://www.agentlink.org/roadmap/al2/roadmap
Macleman D, Bik W, Jones A (2009) Evaluation of a self healing distribution automation scheme on the isle of wight. In: Electricity Distribution-Part 1, 2009. CIRED 2009. 20th International conference and exhibition on, IET, pp 1–4
Manickavasagam K (2015) Intelligent energy control center for distributed generators using multi-agent system. IEEE Trans Power Syst 30(5):2442–2449
Manitoba H (1994) Research centre. PSCAD/EMTDC: electromagnetic transients program including dc systems
Mao M, Ding M, Zhang L, Su J, Sun M (2010) Testbed and information integration of EMS for a microgrid with multi-energy generation systems. Autom Electr Power Syst 1:106–111
Mao M, Jin P, Hatziargyriou ND, Chang L (2014) Multiagent-based hybrid energy management system for microgrids. IEEE Trans Sustain Energy 5(3):938–946
Masoum AS, Deilami S, Moses PS, Masoum M, Abu-Siada A et al (2011) Smart load management of plug-in electric vehicles in distribution and residential networks with charging stations for peak shaving and loss minimisation considering voltage regulation. Gener Transm Distrib IET 5(8):877–888
McArthur SD, Strachan SM, Jahn G (2004) The design of a multi-agent transformer condition monitoring system. IEEE Trans Power Syst 19(4):1845–1852
McArthur SD, Davidson EM, Catterson VM, Dimeas AL, Hatziargyriou ND, Ponci F, Funabashi T (2007) Multi-agent systems for power engineering applications. Part I: concepts, approaches, and technical challenges. IEEE Trans Power Syst 22(4):1743–1752
Meiqin M, Wei D, Chang L (2011) Design of a novel simulation platform for the EMS-MG based on MAS. In: Energy conversion congress and exposition (ECCE). IEEE, IEEE, pp 2670–2675
Mets K, D’hulst R, Develder C (2012) Comparison of intelligent charging algorithms for electric vehicles to reduce peak load and demand variability in a distribution grid. J Commun Netw 14(6):672–681
Mocci S, Natale N, Ruggeri S, Pilo F (2014) Multi-agent control system for increasing hosting capacity in active distribution networks with EV. In: IEEE international energy conference (ENERGYCON), IEEE, pp 1409–1416
Morstyn T, Hredzak B, Agelidis VG (2015) Distributed cooperative control of microgrid storage. IEEE Trans Power Syst 30(5):2780–2789
Morstyn T, Hredzak B, Agelidis VG (2016a) Cooperative multi-agent control of heterogeneous storage devices distributed in a dc microgrid. IEEE Trans Power Syst 31(4):2974–2986
Morstyn T, Hredzak B, Demetriades GD, Agelidis VG (2016b) Unified distributed control for dc microgrid operating modes. IEEE Trans Power Syst 31(1):802–812
Mount T, Schulze W, Schuler RE (2003) Markets for reliability and financial options in electricity: theory to support the practice. In: Proceedings of the 36th annual Hawaii international conference on system sciences, IEEE, pp 10–pp
Nagata T, Hatano R, Saiki H (2009) A multi-agent based distributed reactive power control method. In: Power & energy society general meeting (2009) PES’09. IEEE, IEEE, pp 1–7
Nareshkumar K, Choudhry M, Lai J, Feliachi A (2009) Application of multi-agents for fault detection and reconfiguration of power distribution systems. In: Power & energy society general meeting, PES’09. IEEE, IEEE, pp 1–8
Nasri M, Farhangi H, Palizban A, Moallem M (2012) Multi-agent control system for real-time adaptive VVO/CVR in smart substation. In: Electrical power and energy conference (EPEC), 2012 IEEE, IEEE, pp 1–7
Nguyen CP, Flueck AJ (2012) Agent based restoration with distributed energy storage support in smart grids. IEEE Trans Smart Grid 3(2):1029–1038
Nguyen PH, Kling WL, Ribeiro PF (2013) A game theory strategy to integrate distributed agent-based functions in smart grids. IEEE Trans Smart Grid 4(1):568–576
Ni J, Ai Q (2016) Economic power transaction using coalitional game strategy in micro-grids. IET Gener Transm Distrib 10(1):10–18
Nordman MM, Lehtonen M (2005) Distributed agent-based state estimation for electrical distribution networks. IEEE Trans Power Syst 20(2):652–658
Nwana HS, Ndumu DT, Lee LC, Collis JC (1999) Zeus: a toolkit and approach for building distributed multi-agent systems. In: Proceedings of the third annual conference on Autonomous Agents, ACM, pp 360–361
Olivares DE, Cañizares C, Kazerani M, et al (2011) A centralized optimal energy management system for microgrids. In: Power and energy society general meeting, 2011 IEEE, IEEE, pp 1–6
Omicini A (2001) Soda: societies and infrastructures in the analysis and design of agent-based systems. In: Agent-oriented software engineering, Springer, pp 185–193
Ortega-Vazquez M, Kirschen DS, et al (2008) Assessment of generation expansion mechanisms using multi-agent systems. In: Power and energy society general meeting-conversion and delivery of electrical energy in the 21st century, 2008 IEEE, IEEE, pp 1–7
Oyarzabal J, Jimeno J, Ruela J, Engler A, Hardt C (2005) Agent based micro grid management system. In: Future power systems, 2005 international conference on, IEEE, pp 6–pp
Pahwa A, DeLoach SA, Natarajan B, Das S, Malekpour AR, Shafiul Alam S, Case DM (2015) Goal-based holonic multiagent system for operation of power distribution systems. IEEE Trans Smart Grid 6(5):2510–2518
Papadopoulos P, Jenkins N, Cipcigan LM, Grau I, Zabala E (2013) Coordination of the charging of electric vehicles using a multi-agent system. IEEE Trans Smart Grid 4(4):1802–1809
Parker DC, Manson SM, Janssen MA, Hoffmann MJ, Deadman P (2003) Multi-agent systems for the simulation of land-use and land-cover change: a review. Ann Assoc Am Geogr 93(2):314–337
Pedrasa MAA, Spooner TD, MacGill IF (2010) Coordinated scheduling of residential distributed energy resources to optimize smart home energy services. IEEE Trans Smart Grid 1(2):134–143
Peppink G, Kamphuis R, Kok K, Dimeas A, Karfopoulos E, Hatziargyriou N, Hadjsaid N, Caire R, Gustavsson R, Salas JM, et al (2010) Integral: Ict-platform based distributed control in electricity grids with a large share of distributed energy resources and renewable energy sources. In: Energy-efficient computing and networking, Springer, pp 215–224
Pezeshki H, Wolfs PJ, Johnson M (2011) Multi-agent systems for modeling high penetration photovoltaic system impacts in distribution networks. In: Innovative Smart Grid Technologies Asia (ISGT), 2011 IEEE PES, IEEE, pp 1–8
Pipattanasomporn M, Feroze H, Rahman S, (2009) Multi-agent systems in a distributed smart grid: design and implementation. In: Power systems conference and exposition (2009) PSCE’09. IEEE/PES, IEEE, pp 1–8
Railsback SF, Lytinen SL, Jackson SK (2006) Agent-based simulation platforms: review and development recommendations. Simulation 82(9):609–623
Rassenti SJ, Smith VL, Wilson BJ (2000) Structural features that contribute to market power in electric power networks: Some preliminary results. In: Proceedings of the 33rd annual Hawaii international conference on system sciences, IEEE, pp 6–pp
Ren F, Zhang M, Sutanto D (2013) A multi-agent solution to distribution system management by considering distributed generators. IEEE Trans Power Syst 28(2):1442–1451
Rivera S, Farid AM, Youcef-Toumi K (2014) A multi-agent system transient stability platform for resilient self-healing operation of multiple microgrids. In: Innovative smart grid technologies conference (ISGT). IEEE PES, IEEE, pp 1–5
Rocabert J, Azevedo G, Luna A, Guerrero JM, Candela JI, Rodriguez P (2011) Intelligent connection agent for three-phase grid-connected microgrids. IEEE Trans Power Electr 26(10):2993–3005
Roche R, Idoumghar L, Blunier B, Miraoui A (2011) Optimized fuel cell array energy management using multi-agent systems. In: Industry applications society annual meeting (IAS). IEEE, IEEE, pp 1–8
Shafie-khah M, Catalão JP (2015) A stochastic multi-layer agent-based model to study electricity market participants behavior. IEEE Trans Power Syst 30(2):867–881
Sharma A, Srinivasan D, Trivedi A (2015) A decentralized multiagent system approach for service restoration using dg islanding. IEEE Trans Smart Grid 6(6):2784–2793
Sheng S, Li K, Chan W, Zeng X, Xianzhong D (2005) Agent-based wide area current differential protection system. In: Industry applications conference, 2005. Fourtieth IAS annual meeting. Conference record of the 2005, IEEE, vol 1, pp 453–458
Shirzeh H, Naghdy F, Ciufo P, Ros M (2015) Balancing energy in the smart grid using distributed value function (dvf). IEEE Trans Smart Grid 6(2):808–818
Simmons R, Smith T, Dias MB, Goldberg D, Hershberger D, Stentz A, Zlot R (2002) A layered architecture for coordination of mobile robots. In: Multi-robot systems: from swarms to intelligent automata, Springer, pp 103–112
Sortomme E, Hindi MM, MacPherson SJ, Venkata S (2011) Coordinated charging of plug-in hybrid electric vehicles to minimize distribution system losses. IEEE Trans Smart Grid 2(1):198–205
Staszesky DM, Craig D, Befus C (2005) Advanced feeder automation is here. IEEE Power Energy Mag 3(5):56–63
Sujil A, Agrwal SK, Kumar R (2013) Centralized multi-agent self-healing power system with super conducting fault current limiter. In: IEEE conference on information & communication technologies (ICT), IEEE, pp 622–627
Sujil A, Agarwal SK, Kumar R (2014) Centralized multi-agent implementation for securing critical loads in pv based microgrid. J Mod Power Syst Clean Energy 2(1):77–86
Sun Q, Han R, Zhang H, Zhou J, Guerrero JM (2015) A multiagent-based consensus algorithm for distributed coordinated control of distributed generators in the energy internet. IEEE Trans Smart Grid 6(6):3006–3019
Sweda T, Klabjan D (2011) An agent-based decision support system for electric vehicle charging infrastructure deployment. In: Vehicle power and propulsion conference (VPPC). IEEE, IEEE, pp 1–5
Tan K, Peng X, So PL, Chu YC, Chen M (2012) Centralized control for parallel operation of distributed generation inverters in microgrids. IEEE Trans Smart Grid 3(4):1977–1987
Tews A, Wyeth G (2000) Maps: a system for multi-agent coordination. Adv Robot 14(1):37–50
Tews A, Wyeth GF (1999) Multi-robot coordination in the robot soccer environment. In: Proceedings of the Australian conference on robotics and automation (ACRA’99), March, Citeseer, pp 90–95
Tomita Y, Fukui C, Kudo H, Koda J, Yabe K (1998) A cooperative protection system with an agent model. IEEE Trans Power Deliv 13(4):1060–1066
Tong X, Wang X, Wang R, Huang F, Dong X, Hopkinson KM, Song G (2013) The study of a regional decentralized peer-to-peer negotiation-based wide-area backup protection multi-agent system. IEEE Trans Smart Grid 4(2):1197–1206
Tsikalakis AG, Hatziargyriou ND (2011) Centralized control for optimizing microgrids operation. In: Power and energy society general meeting. IEEE, IEEE, pp 1–8
Vandael S, Boucké N, Holvoet T, Deconinck G (2010) Decentralized demand side management of plug-in hybrid vehicles in a smart grid. In: Proceedings of the first international workshop on agent technologies for energy systems (ATES 2010), pp 67–74
Wan H, Li K, Wong K (2005) Multi-agent application of substation protection coordination with distributed generators. In: International conference on future power systems, IEEE, pp 6–pp
Wang C, Zhang T, Ma F (2015) A multi-agent based hierarchical control system for ders management in islanded micro-grid. In: Chinese Automation Congress (CAC), 2015, IEEE, pp 1371–1376
Wang X, Zhang P, Wang Z, Dinavahi V, Gk Chang, Martinez J, Davoudi A, Mehrizi-Sani A, Abhyankar S (2013) Interfacing issues in multiagent simulation for smart grid applications. IEEE Trans Power Deliv 28(3):1918–1927
Wang Z, Paranjape R (2014) An evaluation of electric vehicle penetration under demand response in a multi-agent based simulation. In: Electrical power and energy conference (EPEC). IEEE, IEEE, pp 220–225
Weckx S, D’hulst R, Claessens B, Driesensam J (2014) Multiagent charging of electric vehicles respecting distribution transformer loading and voltage limits. IEEE Trans Smart Grid 5(6):2857–2867
Wehinger L, Hug-Glanzmann G, Galus MD, Andersson G et al (2013) Modeling electricity wholesale markets with model predictive and profit maximizing agents. IEEE Trans Power Syst 28(2):868–876
Weiss G (1999) Multiagent systems: a modern approach to distributed artificial intelligence. MIT press, Cambridge
Wittig T, Jennings NR, Mamdani E (1994) Archon: framework for intelligent cooperation. Intell Syst Eng 3(3):168–179
Wong S, Kalam A (1995) Development of a power protection system using an agent based architecture. In: Proceedings of international conference on energy management and power delivery, EMPD’95, IEEE, vol 1, pp 433–438
Wooldridge M (2009) An introduction to multiagent systems. Wiley, New York City
Xiangjun Z, Li K, Chan W, Sheng S (2004) Multi-agents based protection for distributed generation systems
Xu Y (2015) Optimal distributed charging rate control of plug-in electric vehicles for demand management. IEEE Trans Power Syst 30(3):1536–1545
Yen J, Yan Y, Wang B, Sin P, Wu FF (1998) Multi-agent coalition formation in power transmission planning. In: Proceedings of the thirty-first Hawaii international conference on system sciences, IEEE 4:433–443
Zambonelli F, Jennings NR, Wooldridge M (2001) Organisational abstractions for the analysis and design of multi-agent systems. In: Agent-oriented software engineering, Springer, pp 235–251
Zeng J, Liu J, Ngan H, Wu J (2009) A multi-agent solution to energy management of distributed hybrid renewable energy generated system
Zhang W, Liu W, Wang X, Liu L, Ferrese F (2014) Distributed multiple agent system based online optimal reactive power control for smart grids. IEEE Trans Smart Grid 5(5):2421–2431
Zhang X, Flueck AJ, Nguyen CP (2015) Agent-based distributed volt/var control with distributed power flow solver in smart grid. IEEE Trans Smart Grid 7:600–607
Zhao B, Guo C, Cao Y (2005) A multiagent-based particle swarm optimization approach for optimal reactive power dispatch. IEEE Trans Power Syst 20(2):1070–1078
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Sujil, A., Verma, J. & Kumar, R. Multi agent system: concepts, platforms and applications in power systems. Artif Intell Rev 49, 153–182 (2018). https://doi.org/10.1007/s10462-016-9520-8
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DOI: https://doi.org/10.1007/s10462-016-9520-8