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M. Davidson, S. D. J. McArthur, J. R. McDonald, T. Cumming, and" }, { "path": "references.1.doi", "from": null, "to": "10.1109/pes.2006.1708863" }, { "path": "references.1.key", "from": null, "to": "ref2" }, { "path": "references.1.unstructured", "from": null, "to": "Watt, ―Applying multi-agent system technology in practice: Automated management and analysis of SCADA and digital fault" }, { "path": "references.10.doi", "from": null, "to": "10.1109/tpwrs.2005.852060" }, { "path": "references.10.key", "from": null, "to": "ref11" }, { "path": "references.10.unstructured", "from": null, "to": "A. L. Dimeas and N. D. Hatziargyriou, ―Operation of a multi-agent system for microgrid control,‖ IEEE Trans. Power Syst" }, { "path": "references.11.doi", "from": null, "to": "10.1049/cp:20051186" }, { "path": "references.11.key", "from": null, "to": "ref12" }, { "path": "references.11.unstructured", "from": null, "to": "A. Korbik, S. D. J. McArthur, G. W. Ault, G. M. Burt, and J. R. McDonald, ―Enabling active distribution networks through" }, { "path": "references.12.key", "from": null, "to": "ref13" }, { "path": "references.12.unstructured", "from": null, "to": "decentralized autonomous network management,‖ in Proc. 18th International Confer- ence on Electricity Distribution (CIRED)" }, { "path": "references.13.doi", "from": null, "to": "10.1109/mpae.2003.1192026" }, { "path": "references.13.key", "from": null, "to": "ref14" }, { "path": "references.13.unstructured", "from": null, "to": "D. P. Buse, P. Sun, Q. H. Wu, and J. Fitch, ―Agent-based substation automation,‖ IEEE Power Energy Mag., vol. 1, no. 2, pp" }, { "path": "references.14.key", "from": null, "to": "ref15" }, { "path": "references.14.unstructured", "from": null, "to": "S. Russell and P. Norvig, Artificial Intelligence: A Modern Approach. Prentice-Hall Inc., 1995" }, { "path": "references.15.doi", "from": null, "to": "10.1145/219717.219808" }, { "path": "references.15.key", "from": null, "to": "ref16" }, { "path": "references.15.unstructured", "from": null, "to": "P. Maes, ―Artificial life meets entertainment: life-like autonomous agents,‖ Communications of the ACM, vol. 38, no. 11, pp" }, { "path": "references.16.key", "from": null, "to": "ref17" }, { "path": "references.16.unstructured", "from": null, "to": "L. N. Foner, ―Entertaining agents: a sociological case study,‖ in Proc. 1st International Conference on Autonomous Agents" }, { "path": "references.17.key", "from": null, "to": "ref18" }, { "path": "references.17.unstructured", "from": null, "to": "B. Hayes-Roth, ―An architecture for adaptive intelligent systems,‖ Ar- tificial Intelligence: Special Issue on Agents and" }, { "path": "references.18.doi", "from": null, "to": "10.1016/0004-3702(94)00004-k" }, { "path": "references.18.key", "from": null, "to": "ref19" }, { "path": "references.18.unstructured", "from": null, "to": "Interactivity, vol. 72, pp. 329–365, 1995" }, { "path": "references.19.key", "from": null, "to": "ref20" }, { "path": "references.19.unstructured", "from": null, "to": "M. Wooldridge, ―Intelligent Agents,‖ in Multi-agent Systems, G. Weiss, Ed. The MIT Press, Apr. 1999, pp. 3–51" }, { "path": "references.2.doi", "from": null, "to": "10.1109/tpwrs.2006.873109" }, { "path": "references.2.key", "from": null, "to": "ref3" }, { "path": "references.2.unstructured", "from": null, "to": "recorder data,‖ IEEE Trans. Power Syst., vol. 21, no. 2, pp. 559–567, May 2006" }, { "path": "references.20.key", "from": null, "to": "ref21" }, { "path": "references.20.unstructured", "from": null, "to": "S. Franklin and A. Graesser, ―Is it an agent or just a program?‖ in Proc. 3rd International Workshop on Agent Theories" }, { "path": "references.21.key", "from": null, "to": "ref22" }, { "path": "references.21.unstructured", "from": null, "to": "Architectures, and Languages. Springer-Verlag, 1996" }, { "path": "references.22.key", "from": null, "to": "ref23" }, { "path": "references.22.unstructured", "from": null, "to": "Foundation for Intelligent Physical Agents (FIPA), 2007, http://www.fipa.org/" }, { "path": "references.23.key", "from": null, "to": "ref24" }, { "path": "references.23.unstructured", "from": null, "to": "T. Wittig, N. R. Jennings, and E. M. Mandan, ―ARCHON — A framework for intelligent co-operations,‖ IEE-BCS Journal of" }, { "path": "references.24.doi", "from": null, "to": "10.1049/ise.1994.0018" }, { "path": "references.24.key", "from": null, "to": "ref25" }, { "path": "references.24.unstructured", "from": null, "to": "Intelligent Systems Engineering, vol. 3, no. 3, pp. 168–179, 1994" }, { "path": "references.25.doi", "from": null, "to": "10.3403/30342505u" }, { "path": "references.25.key", "from": null, "to": "ref26" }, { "path": "references.25.unstructured", "from": null, "to": "IEC, ―Energy Management System Application Program Interface (EMS-API) - Part 301: Common Information Model (CIM)" }, { "path": "references.26.key", "from": null, "to": "ref27" }, { "path": "references.26.unstructured", "from": null, "to": "base,‖ 2005, document IEC 61970-301" }, { "path": "references.27.key", "from": null, "to": "ref28" }, { "path": "references.27.unstructured", "from": null, "to": "——, ―Communications Networks and Systems in Substations,‖ 2005, document IEC 61850" }, { "path": "references.28.doi", "from": null, "to": "10.1109/mis.2006.19" }, { "path": "references.28.key", "from": null, "to": "ref29" }, { "path": "references.28.unstructured", "from": null, "to": "M. Peˇchoucˇek and S. Thompson, ―Agents in Industry: the best from the AAMAS 2005 Industry Track,‖ IEEE Intell. Syst., vol" }, { "path": "references.29.doi", "from": null, "to": "10.1109/tpwrd.2005.860243" }, { "path": "references.29.key", "from": null, "to": "ref30" }, { "path": "references.29.unstructured", "from": null, "to": "S. Sheng, K. K. Li, W. L. Chan, Z. Xiangjun, and D. Xianzhong, ―Agent- based self-healing protection system,‖ IEEE Trans" }, { "path": "references.3.doi", "from": null, "to": "10.1109/tpwrs.2004.835667" }, { "path": "references.3.key", "from": null, "to": "ref4" }, { "path": "references.3.unstructured", "from": null, "to": "S. D. J. McArthur, S. M. Strachan, and G. Jahn, ―The design of a multi- agent transformer condition monitoring system,‖ IEEE" }, { "path": "references.30.doi", "from": null, "to": "10.1109/tpwrd.2005.860243" }, { "path": "references.30.key", "from": null, "to": "ref31" }, { "path": "references.30.unstructured", "from": null, "to": "Power Del., vol. 21, no. 2, pp. 610–618, Apr. 2006" }, { "path": "references.31.doi", "from": null, "to": "10.1109/61.974186" }, { "path": "references.31.key", "from": null, "to": "ref32" }, { "path": "references.31.unstructured", "from": null, "to": "D. V. Coury, J. S. Thorp, K. M. Hopkinson, and K. P. Birman, ―An agent-based current differential relay for use with a utility" }, { "path": "references.32.doi", "from": null, "to": "10.1109/61.974186" }, { "path": "references.32.key", "from": null, "to": "ref33" }, { "path": "references.32.unstructured", "from": null, "to": "intranet,‖ IEEE Trans. Power Del., vol. 17, no. 1, pp. 47–53, Jan. 2002" }, { "path": "references.33.doi", "from": null, "to": "10.1109/61.714454" }, { "path": "references.33.key", "from": null, "to": "ref34" }, { "path": "references.33.unstructured", "from": null, "to": "C. Fukui, H. Kudo, J. Koda, K. Yabe, and Y. Tomita, ―A cooperative protection system with an agent model,‖ IEEE Trans" }, { "path": "references.34.doi", "from": null, "to": "10.1109/61.714454" }, { "path": "references.34.key", "from": null, "to": "ref35" }, { "path": "references.34.unstructured", "from": null, "to": "Power Del., vol. 13, no. 4, pp. 1060–1066, Oct. 1998" }, { "path": "references.35.key", "from": null, "to": "ref36" }, { "path": "references.35.unstructured", "from": null, "to": "R. Giovanini, K. Hopkinson, D. V. Coury, and J. S. Thorp, ―A primary and backup cooperative protection system based on" }, { "path": "references.36.doi", "from": null, "to": "10.1109/tpwrd.2006.876984" }, { "path": "references.36.key", "from": null, "to": "ref37" }, { "path": "references.36.unstructured", "from": null, "to": "wide area agents,‖ IEEE Trans. Power Del., vol. 21, no. 3, pp. 1222–1230, Jul. 2006" }, { "path": "references.37.doi", "from": null, "to": "10.1109/tpwrs.2005.857262" }, { "path": "references.37.key", "from": null, "to": "ref38" }, { "path": "references.37.unstructured", "from": null, "to": "S. D. J. McArthur, C. D. Booth, J. R. McDonald, and I. T. McFadyen, ―An agent-based anomaly detection architecture for" }, { "path": "references.38.doi", "from": null, "to": "10.1109/tpwrs.2005.857262" }, { "path": "references.38.key", "from": null, "to": "ref39" }, { "path": "references.38.unstructured", "from": null, "to": "condition monitor- ing,‖ IEEE Trans. Power Syst., vol. 20, no. 4, pp. 1675–1682, Nov. 2005" }, { "path": "references.39.key", "from": null, "to": "ref40" }, { "path": "references.39.unstructured", "from": null, "to": "J. A. Hossack, J. Menal, S. D. J. McArthur, and J. R. McDonald, ―A multiagent architecture for protection engineering" }, { "path": "references.4.doi", "from": null, "to": "10.1109/tpwrs.2004.835667" }, { "path": "references.4.key", "from": null, "to": "ref5" }, { "path": "references.4.unstructured", "from": null, "to": "Trans. Power Syst., vol. 19, no. 4, pp. 1845–1852, Nov. 2004" }, { "path": "references.40.doi", "from": null, "to": "10.1109/tpwrs.2003.810910" }, { "path": "references.40.key", "from": null, "to": "ref41" }, { "path": "references.40.unstructured", "from": null, "to": "diagnostic assistance,‖ IEEE Trans. Power Syst., vol. 18, no. 2, pp. 639–647, May 2003" }, { "path": "references.41.doi", "from": null, "to": "10.1109/59.932274" }, { "path": "references.41.key", "from": null, "to": "ref42" }, { "path": "references.41.unstructured", "from": null, "to": "E. E. Mangina, S. D. J. McArthur, J. R. McDonald, and A. Moyes, ―A multi agent system for monitoring industrial gas turbine start-up sequences,‖ IEEE Trans. Power Syst., vol. 16, no. 3, pp. 396–401, Aug. 2001" }, { "path": "references.42.doi", "from": null, "to": "10.1109/39.932937" }, { "path": "references.42.key", "from": null, "to": "ref43" }, { "path": "references.42.unstructured", "from": null, "to": "E. E. Mangina, S. D. J. McArthur, and J. R. McDonald, ―Reasoning with modal logic for power plant condition" }, { "path": "references.43.doi", "from": null, "to": "10.1109/mper.2001.4311464" }, { "path": "references.43.key", "from": null, "to": "ref44" }, { "path": "references.43.unstructured", "from": null, "to": "monitoring,‖ IEEE Power Eng. Rev., vol. 21, no. 7, pp. 58–59, Jul. 2001" }, { "path": "references.44.doi", "from": null, "to": "10.1109/tpwrs.2005.846064" }, { "path": "references.44.key", "from": null, "to": "ref45" }, { "path": "references.44.unstructured", "from": null, "to": "B. Zhao, C. X. Guo, and Y. J. Cao, ―A multiagent-based particle swarm optimization approach for optimal reactive power" }, { "path": "references.45.doi", "from": null, "to": "10.1109/tpwrs.2005.846064" }, { "path": "references.45.key", "from": null, "to": "ref46" }, { "path": "references.45.unstructured", "from": null, "to": "dispatch,‖ IEEE Trans. Power Syst., vol. 20, no. 2, pp. 1070–1078, May 2005" }, { "path": "references.46.doi", "from": null, "to": "10.1109/tpwrs.2005.846102" }, { "path": "references.46.key", "from": null, "to": "ref47" }, { "path": "references.46.unstructured", "from": null, "to": "M. M. Nordman and M. Lehtonen, ―Distributed agent-based state estimation for electrical distribution networks,‖ IEEE Trans" }, { "path": "references.47.doi", "from": null, "to": "10.1109/tpwrs.2005.846102" }, { "path": "references.47.key", "from": null, "to": "ref48" }, { "path": "references.47.unstructured", "from": null, "to": "Power Syst., vol. 20, no. 2, pp. 652–658, May 2005" }, { "path": "references.48.doi", "from": null, "to": "10.1109/tpwrd.2004.843493" }, { "path": "references.48.key", "from": null, "to": "ref49" }, { "path": "references.48.unstructured", "from": null, "to": "——, ―An agent concept for managing electrical distribution networks,‖ IEEE Trans. Power Del., vol. 20, no. 2, pp. 696–703, Apr. 2005" }, { "path": "references.49.doi", "from": null, "to": "10.1109/tpwrs.2003.810896" }, { "path": "references.49.key", "from": null, "to": "ref50" }, { "path": "references.49.unstructured", "from": null, "to": "H. F. Wang, H. Li, and H. Chen, ―Coordinated secondary voltage control to eliminate voltage violations in power system" }, { "path": "references.5.doi", "from": null, "to": "10.1109/tpwrs.2002.1007918" }, { "path": "references.5.key", "from": null, "to": "ref6" }, { "path": "references.5.unstructured", "from": null, "to": "T. Nagata and H. Sasaki, ―A multi-agent approach to power system restoration,‖ IEEE Trans. Power Syst., vol. 17, no. 2, pp" }, { "path": "references.50.doi", "from": null, "to": "10.1109/tpwrs.2003.810896" }, { "path": "references.50.key", "from": null, "to": "ref51" }, { "path": "references.50.unstructured", "from": null, "to": "contingencies,‖ IEEE Trans. Power Syst., vol. 18, no. 2, pp. 588–595, May 2003" }, { "path": "references.51.doi", "from": null, "to": "10.1109/tpwrs.2002.805016" }, { "path": "references.51.key", "from": null, "to": "ref52" }, { "path": "references.51.unstructured", "from": null, "to": "H. Ni, G. T. Heydt, and L. Mili, ―Power system stability agents using robust wide area control,‖ IEEE Trans. Power Syst., vol" }, { "path": "references.52.doi", "from": null, "to": "10.1109/tpwrs.2002.805023" }, { "path": "references.52.key", "from": null, "to": "ref53" }, { "path": "references.52.unstructured", "from": null, "to": "J. Jung, C.-C. Liu, S. L. Tanimoto, and V. Vittal, ―Adaptation in load shedding under vulnerable operating conditions,‖ IEEE" }, { "path": "references.53.doi", "from": null, "to": "10.1109/tpwrs.2002.805023" }, { "path": "references.53.key", "from": null, "to": "ref54" }, { "path": "references.53.unstructured", "from": null, "to": "Trans. Power Syst., vol. 17, no. 4, pp. 1199–1205, Nov. 2002" }, { "path": "references.54.doi", "from": null, "to": "10.1109/mcap.2001.952933" }, { "path": "references.54.key", "from": null, "to": "ref55" }, { "path": "references.54.unstructured", "from": null, "to": "G. T. Heydt, C.-C. Liu, A. G. Phadke, and V. Vittal, ―Solution for the crisis in electric power supply,‖ IEEE Computer" }, { "path": "references.55.doi", "from": null, "to": "10.1109/mcap.2001.952933" }, { "path": "references.55.key", "from": null, "to": "ref56" }, { "path": "references.55.unstructured", "from": null, "to": "Applications in Power, vol. 14, no. 3, pp. 22–30, Jul. 2001" }, { "path": "references.56.doi", "from": null, "to": "10.1109/67.893351" }, { "path": "references.56.key", "from": null, "to": "ref57" }, { "path": "references.56.unstructured", "from": null, "to": "M. Amin, ―Toward self-healing energy infrastructure systems,‖ IEEE Computer Applications in Power, vol. 14, no. 1, pp" }, { "path": "references.57.doi", "from": null, "to": "10.1109/67.849026" }, { "path": "references.57.key", "from": null, "to": "ref58" }, { "path": "references.57.unstructured", "from": null, "to": "G. P. Azevedo, B. Feijo, and M. Costa, ―Control centers evolve with agent technology,‖ IEEE Computer Applications in" }, { "path": "references.58.doi", "from": null, "to": "10.1109/67.849026" }, { "path": "references.58.key", "from": null, "to": "ref59" }, { "path": "references.58.unstructured", "from": null, "to": "Power, vol. 13, no. 3, pp. 48–53, Jul. 2000" }, { "path": "references.59.doi", "from": null, "to": "10.1109/tpwrs.2006.888949" }, { "path": "references.59.key", "from": null, "to": "ref60" }, { "path": "references.59.unstructured", "from": null, "to": "K. Huang, S. K. Srivastava, and D. A. Cartes, ―Solving the information accumulation problem in mesh structured agent" }, { "path": "references.6.doi", "from": null, "to": "10.1109/pes.2004.1372914" }, { "path": "references.6.key", "from": null, "to": "ref7" }, { "path": "references.6.unstructured", "from": null, "to": "S. E. Widergren, J. M. Roop, R. T. Guttromson, and Z. Huang, ―Simu- lating the dynamic coupling of market and physical" }, { "path": "references.60.doi", "from": null, "to": "10.1109/tpwrs.2006.888949" }, { "path": "references.60.key", "from": null, "to": "ref61" }, { "path": "references.60.unstructured", "from": null, "to": "system,‖ IEEE Trans. Power Syst., vol. 22, no. 1, pp. 493–495, Feb. 2007" }, { "path": "references.61.doi", "from": null, "to": "10.1109/tpwrd.2006.877085" }, { "path": "references.61.key", "from": null, "to": "ref62" }, { "path": "references.61.unstructured", "from": null, "to": "I. S. Baxevanos and D. P. Labridis, ―Implementing multiagent systems technology for power distribution network control and" }, { "path": "references.62.doi", "from": null, "to": "10.1109/tpwrd.2006.877085" }, { "path": "references.62.key", "from": null, "to": "ref63" }, { "path": "references.62.unstructured", "from": null, "to": "protection man- agement,‖ IEEE Trans. Power Del., vol. 22, no. 1, pp. 433–443, Jan. 2007" }, { "path": "references.63.doi", "from": null, "to": "10.1109/tpwrs.2006.889140" }, { "path": "references.63.key", "from": null, "to": "ref64" }, { "path": "references.63.unstructured", "from": null, "to": "M. E. Baran and I. M. El-Markabi, ―A multiagent-based dispatching scheme for distributed generators for voltage support on" }, { "path": "references.64.doi", "from": null, "to": "10.1109/tpwrs.2006.889140" }, { "path": "references.64.key", "from": null, "to": "ref65" }, { "path": "references.64.unstructured", "from": null, "to": "distribution feeders,‖ IEEE Trans. Power Syst., vol. 22, no. 1, pp. 52–59, Feb. 2007" }, { "path": "references.65.key", "from": null, "to": "ref66" }, { "path": "references.65.unstructured", "from": null, "to": "K. Hopkinson, X. Wang, R. Giovanini, J. Thorp, K. Birman, and" }, { "path": "references.66.doi", "from": null, "to": "10.1109/tpwrs.2006.873129" }, { "path": "references.66.key", "from": null, "to": "ref67" }, { "path": "references.66.unstructured", "from": null, "to": "D. Coury, ―EPOCHS: A platform for agent-based electric power and communication simulation built from commercial off-" }, { "path": "references.67.doi", "from": null, "to": "10.1109/tpwrs.2006.873129" }, { "path": "references.67.key", "from": null, "to": "ref68" }, { "path": "references.67.unstructured", "from": null, "to": "the-shelf compo- nents,‖ IEEE Trans. Power Syst., vol. 21, no. 2, pp. 548–558, May 2006" }, { "path": "references.68.doi", "from": null, "to": "10.1109/tpwrs.2005.851969" }, { "path": "references.68.key", "from": null, "to": "ref69" }, { "path": "references.68.unstructured", "from": null, "to": "J. G. Vlachogiannis, N. D. Hatziargyiou, and K. Y. Lee, ―Ant colony system-based algorithm for constrained load flow" }, { "path": "references.69.doi", "from": null, "to": "10.1109/tpwrs.2005.851969" }, { "path": "references.69.key", "from": null, "to": "ref70" }, { "path": "references.69.unstructured", "from": null, "to": "problem,‖ IEEE Trans. Power Syst., vol. 20, no. 3, pp. 1241–1249, Aug. 2005" }, { "path": "references.7.key", "from": null, "to": "ref8" }, { "path": "references.7.unstructured", "from": null, "to": "system operations,‖ in IEEE Power Engineering Society General Meeting, 2004, Jun. 2004, pp. 748–753" }, { "path": "references.70.doi", "from": null, "to": "10.1109/mpae.2004.1310872" }, { "path": "references.70.key", "from": null, "to": "ref71" }, { "path": "references.70.unstructured", "from": null, "to": "V. S. Koritarov, ―Real-world market representation with agents,‖ IEEE Power Energy Mag., vol. 2, no. 4, pp. 39–46, Jul" }, { "path": "references.71.key", "from": null, "to": "ref72" }, { "path": "references.71.unstructured", "from": null, "to": "S. D. J. McArthur, E. M. Davidson, G. J. W. Dudgeon, and J. R. McDonald, ―Toward a model integration methodology for" }, { "path": "references.72.doi", "from": null, "to": "10.1109/tpwrs.2003.814908" }, { "path": "references.72.key", "from": null, "to": "ref73" }, { "path": "references.72.unstructured", "from": null, "to": "advanced applications in power engineering,‖ IEEE Trans. Power Syst., vol. 18, no. 3, pp. 1205–1206, Aug. 2003" }, { "path": "references.73.doi", "from": null, "to": "10.1109/mper.2002.4311887" }, { "path": "references.73.key", "from": null, "to": "ref74" }, { "path": "references.73.unstructured", "from": null, "to": "M. Baran, R. Sreenath, and N. R. Mahajan, ―Extending EMTDC/PSCAD for simulating agent-based distributed applications,‖" }, { "path": "references.74.doi", "from": null, "to": "10.1109/mper.2002.4311887" }, { "path": "references.74.key", "from": null, "to": "ref75" }, { "path": "references.74.unstructured", "from": null, "to": "IEEE Power Eng. Rev., vol. 22, no. 12, pp. 52–54, Dec. 2002" }, { "path": "references.75.doi", "from": null, "to": "10.1109/tpwrs.2002.804941" }, { "path": "references.75.key", "from": null, "to": "ref76" }, { "path": "references.75.unstructured", "from": null, "to": "J. M. Zolezzi and H. Rudnick, ―Transmission cost allocation by cooper- ative games and coalition formation,‖ IEEE Trans" }, { "path": "references.76.doi", "from": null, "to": "10.1109/tpwrs.2002.804941" }, { "path": "references.76.key", "from": null, "to": "ref77" }, { "path": "references.76.unstructured", "from": null, "to": "Power Syst., vol. 17, no. 4, pp. 1008–1015, Nov. 2002" }, { "path": "references.8.doi", "from": null, "to": "10.1109/pes.2005.1489273" }, { "path": "references.8.key", "from": null, "to": "ref9" }, { "path": "references.8.unstructured", "from": null, "to": "D. Koesrindartoto, S. Junjie, and L. Tesfatsion, ―An agent-based com- putational laboratory for testing the economic reliability" }, { "path": "references.9.key", "from": null, "to": "ref10" }, { "path": "references.9.unstructured", "from": null, "to": "of wholesale power market designs,‖ in IEEE Power Engineering Society General Meeting, 2005, Jun. 2005, pp. 931–936" }, { "path": "referent", "from": null, "to": "Creation" }, { "path": "structural_type", "from": null, "to": "Digital" }, { "path": "titles.0.lang", "from": null, "to": "en" }, { "path": "titles.0.type", "from": null, "to": "PrincipalTitle" }, { "path": "titles.0.value", "from": null, "to": "The Future of Electrical and Computer Engineering Education" }, { "path": "type", "from": null, "to": "JournalArticle" } ], "record_after": { "format": "smartscholars-doi-metadata/1.0", "doi": "10.46243/jst.2022.v7.i10.pp93-107", "referent": "Creation", "type": "JournalArticle", "structural_type": "Digital", "modes": [ "Visual" ], "characters": [ "Language" ], "titles": [ { "value": "The Future of Electrical and Computer Engineering Education", "type": "PrincipalTitle", "lang": "en" } ], "identifiers": [ { "type": "DOI", "value": "10.46243/jst.2022.v7.i10.pp93-107" } ], "agents": [ { "role": "author", "name": { "given": "B Swetha", "family": "B Swetha" }, "sequence": "first" }, { "role": "publisher", "name": { "org": "Longman Publishers" } } ], "dates": { "published": "2022-12-21", "date_type": "PublicationDate", "online": "2022-12-21" }, "language": "en", "container": { "type": "Journal", "titles": [ { "value": "Journal of Science & Technology", "type": "PrincipalTitle" } ], "identifiers": [ { "type": "ISSN", "value": "2456-5660", "medium": "electronic" } ], "volume": "7", "issue": "10", "pages": { "first": "93", "last": "107" } }, "links": [ { "url": "https://www.jst.org.in/index.php/pub/article/view/906", "return_type": "text/html", "primary": true }, { "url": "https://www.jst.org.in/index.php/pub/article/download/906/833", "purpose": "text-mining", "return_type": "application/pdf" }, { "url": "https://www.jst.org.in/index.php/pub/article/download/906/1922", "purpose": "text-mining", "return_type": "application/xml" }, { "url": "https://jst.org.in/admin/uploads/34%20jst%202022.pdf", "purpose": "similarity-checking" } ], "abstract": { "value": "This is the first part of a 2-part paper that has arisen from the work of the IEEE Power Engineering Society’s Multi-Agent Systems (MAS) Working Group. Part 1 of the paper examines the potential value of MAS technology to the power industry. In terms of contribution, it describes fundamental concepts and approaches within the field of multi-agent systems that are appropriate to power engineering applications. As well as presenting a comprehensive review of the meaningful power engineering applications for which MAS are being investigated, it also defines the technical issues which must be addressed in order to accelerate and facilitate the uptake ofthe technology within the power and energy sector. Part 2 of the paper explores the decisions inherent in engi- neering multi-agent systems for applications in the power and energy sector and offers guidance and recommendations on how MAS can be designed and implemented", "lang": "en" }, "license": { "url": "https://creativecommons.org/licenses/by/4.0/", "start": "2022-12-21", "applies_to": "vor" }, "references": [ { "key": "ref1", "unstructured": "E. M. Davidson, S. D. J. McArthur, J. R. McDonald, T. Cumming, and" }, { "key": "ref2", "doi": "10.1109/pes.2006.1708863", "unstructured": "Watt, ―Applying multi-agent system technology in practice: Automated management and analysis of SCADA and digital fault" }, { "key": "ref3", "doi": "10.1109/tpwrs.2006.873109", "unstructured": "recorder data,‖ IEEE Trans. Power Syst., vol. 21, no. 2, pp. 559–567, May 2006" }, { "key": "ref4", "doi": "10.1109/tpwrs.2004.835667", "unstructured": "S. D. J. McArthur, S. M. Strachan, and G. Jahn, ―The design of a multi- agent transformer condition monitoring system,‖ IEEE" }, { "key": "ref5", "doi": "10.1109/tpwrs.2004.835667", "unstructured": "Trans. Power Syst., vol. 19, no. 4, pp. 1845–1852, Nov. 2004" }, { "key": "ref6", "doi": "10.1109/tpwrs.2002.1007918", "unstructured": "T. Nagata and H. Sasaki, ―A multi-agent approach to power system restoration,‖ IEEE Trans. Power Syst., vol. 17, no. 2, pp" }, { "key": "ref7", "doi": "10.1109/pes.2004.1372914", "unstructured": "S. E. Widergren, J. M. Roop, R. T. Guttromson, and Z. Huang, ―Simu- lating the dynamic coupling of market and physical" }, { "key": "ref8", "unstructured": "system operations,‖ in IEEE Power Engineering Society General Meeting, 2004, Jun. 2004, pp. 748–753" }, { "key": "ref9", "doi": "10.1109/pes.2005.1489273", "unstructured": "D. Koesrindartoto, S. Junjie, and L. Tesfatsion, ―An agent-based com- putational laboratory for testing the economic reliability" }, { "key": "ref10", "unstructured": "of wholesale power market designs,‖ in IEEE Power Engineering Society General Meeting, 2005, Jun. 2005, pp. 931–936" }, { "key": "ref11", "doi": "10.1109/tpwrs.2005.852060", "unstructured": "A. L. Dimeas and N. D. Hatziargyriou, ―Operation of a multi-agent system for microgrid control,‖ IEEE Trans. Power Syst" }, { "key": "ref12", "doi": "10.1049/cp:20051186", "unstructured": "A. Korbik, S. D. J. McArthur, G. W. Ault, G. M. Burt, and J. R. McDonald, ―Enabling active distribution networks through" }, { "key": "ref13", "unstructured": "decentralized autonomous network management,‖ in Proc. 18th International Confer- ence on Electricity Distribution (CIRED)" }, { "key": "ref14", "doi": "10.1109/mpae.2003.1192026", "unstructured": "D. P. Buse, P. Sun, Q. H. Wu, and J. Fitch, ―Agent-based substation automation,‖ IEEE Power Energy Mag., vol. 1, no. 2, pp" }, { "key": "ref15", "unstructured": "S. Russell and P. Norvig, Artificial Intelligence: A Modern Approach. Prentice-Hall Inc., 1995" }, { "key": "ref16", "doi": "10.1145/219717.219808", "unstructured": "P. Maes, ―Artificial life meets entertainment: life-like autonomous agents,‖ Communications of the ACM, vol. 38, no. 11, pp" }, { "key": "ref17", "unstructured": "L. N. Foner, ―Entertaining agents: a sociological case study,‖ in Proc. 1st International Conference on Autonomous Agents" }, { "key": "ref18", "unstructured": "B. Hayes-Roth, ―An architecture for adaptive intelligent systems,‖ Ar- tificial Intelligence: Special Issue on Agents and" }, { "key": "ref19", "doi": "10.1016/0004-3702(94)00004-k", "unstructured": "Interactivity, vol. 72, pp. 329–365, 1995" }, { "key": "ref20", "unstructured": "M. Wooldridge, ―Intelligent Agents,‖ in Multi-agent Systems, G. Weiss, Ed. The MIT Press, Apr. 1999, pp. 3–51" }, { "key": "ref21", "unstructured": "S. Franklin and A. Graesser, ―Is it an agent or just a program?‖ in Proc. 3rd International Workshop on Agent Theories" }, { "key": "ref22", "unstructured": "Architectures, and Languages. Springer-Verlag, 1996" }, { "key": "ref23", "unstructured": "Foundation for Intelligent Physical Agents (FIPA), 2007, http://www.fipa.org/" }, { "key": "ref24", "unstructured": "T. Wittig, N. R. Jennings, and E. M. Mandan, ―ARCHON — A framework for intelligent co-operations,‖ IEE-BCS Journal of" }, { "key": "ref25", "doi": "10.1049/ise.1994.0018", "unstructured": "Intelligent Systems Engineering, vol. 3, no. 3, pp. 168–179, 1994" }, { "key": "ref26", "doi": "10.3403/30342505u", "unstructured": "IEC, ―Energy Management System Application Program Interface (EMS-API) - Part 301: Common Information Model (CIM)" }, { "key": "ref27", "unstructured": "base,‖ 2005, document IEC 61970-301" }, { "key": "ref28", "unstructured": "——, ―Communications Networks and Systems in Substations,‖ 2005, document IEC 61850" }, { "key": "ref29", "doi": "10.1109/mis.2006.19", "unstructured": "M. Peˇchoucˇek and S. Thompson, ―Agents in Industry: the best from the AAMAS 2005 Industry Track,‖ IEEE Intell. Syst., vol" }, { "key": "ref30", "doi": "10.1109/tpwrd.2005.860243", "unstructured": "S. Sheng, K. K. Li, W. L. Chan, Z. Xiangjun, and D. Xianzhong, ―Agent- based self-healing protection system,‖ IEEE Trans" }, { "key": "ref31", "doi": "10.1109/tpwrd.2005.860243", "unstructured": "Power Del., vol. 21, no. 2, pp. 610–618, Apr. 2006" }, { "key": "ref32", "doi": "10.1109/61.974186", "unstructured": "D. V. Coury, J. S. Thorp, K. M. Hopkinson, and K. P. Birman, ―An agent-based current differential relay for use with a utility" }, { "key": "ref33", "doi": "10.1109/61.974186", "unstructured": "intranet,‖ IEEE Trans. Power Del., vol. 17, no. 1, pp. 47–53, Jan. 2002" }, { "key": "ref34", "doi": "10.1109/61.714454", "unstructured": "C. Fukui, H. Kudo, J. Koda, K. Yabe, and Y. Tomita, ―A cooperative protection system with an agent model,‖ IEEE Trans" }, { "key": "ref35", "doi": "10.1109/61.714454", "unstructured": "Power Del., vol. 13, no. 4, pp. 1060–1066, Oct. 1998" }, { "key": "ref36", "unstructured": "R. Giovanini, K. Hopkinson, D. V. Coury, and J. S. Thorp, ―A primary and backup cooperative protection system based on" }, { "key": "ref37", "doi": "10.1109/tpwrd.2006.876984", "unstructured": "wide area agents,‖ IEEE Trans. Power Del., vol. 21, no. 3, pp. 1222–1230, Jul. 2006" }, { "key": "ref38", "doi": "10.1109/tpwrs.2005.857262", "unstructured": "S. D. J. McArthur, C. D. Booth, J. R. McDonald, and I. T. McFadyen, ―An agent-based anomaly detection architecture for" }, { "key": "ref39", "doi": "10.1109/tpwrs.2005.857262", "unstructured": "condition monitor- ing,‖ IEEE Trans. Power Syst., vol. 20, no. 4, pp. 1675–1682, Nov. 2005" }, { "key": "ref40", "unstructured": "J. A. Hossack, J. Menal, S. D. J. McArthur, and J. R. McDonald, ―A multiagent architecture for protection engineering" }, { "key": "ref41", "doi": "10.1109/tpwrs.2003.810910", "unstructured": "diagnostic assistance,‖ IEEE Trans. Power Syst., vol. 18, no. 2, pp. 639–647, May 2003" }, { "key": "ref42", "doi": "10.1109/59.932274", "unstructured": "E. E. Mangina, S. D. J. McArthur, J. R. McDonald, and A. Moyes, ―A multi agent system for monitoring industrial gas turbine start-up sequences,‖ IEEE Trans. Power Syst., vol. 16, no. 3, pp. 396–401, Aug. 2001" }, { "key": "ref43", "doi": "10.1109/39.932937", "unstructured": "E. E. Mangina, S. D. J. McArthur, and J. R. McDonald, ―Reasoning with modal logic for power plant condition" }, { "key": "ref44", "doi": "10.1109/mper.2001.4311464", "unstructured": "monitoring,‖ IEEE Power Eng. Rev., vol. 21, no. 7, pp. 58–59, Jul. 2001" }, { "key": "ref45", "doi": "10.1109/tpwrs.2005.846064", "unstructured": "B. Zhao, C. X. Guo, and Y. J. Cao, ―A multiagent-based particle swarm optimization approach for optimal reactive power" }, { "key": "ref46", "doi": "10.1109/tpwrs.2005.846064", "unstructured": "dispatch,‖ IEEE Trans. Power Syst., vol. 20, no. 2, pp. 1070–1078, May 2005" }, { "key": "ref47", "doi": "10.1109/tpwrs.2005.846102", "unstructured": "M. M. Nordman and M. Lehtonen, ―Distributed agent-based state estimation for electrical distribution networks,‖ IEEE Trans" }, { "key": "ref48", "doi": "10.1109/tpwrs.2005.846102", "unstructured": "Power Syst., vol. 20, no. 2, pp. 652–658, May 2005" }, { "key": "ref49", "doi": "10.1109/tpwrd.2004.843493", "unstructured": "——, ―An agent concept for managing electrical distribution networks,‖ IEEE Trans. Power Del., vol. 20, no. 2, pp. 696–703, Apr. 2005" }, { "key": "ref50", "doi": "10.1109/tpwrs.2003.810896", "unstructured": "H. F. Wang, H. Li, and H. Chen, ―Coordinated secondary voltage control to eliminate voltage violations in power system" }, { "key": "ref51", "doi": "10.1109/tpwrs.2003.810896", "unstructured": "contingencies,‖ IEEE Trans. Power Syst., vol. 18, no. 2, pp. 588–595, May 2003" }, { "key": "ref52", "doi": "10.1109/tpwrs.2002.805016", "unstructured": "H. Ni, G. T. Heydt, and L. Mili, ―Power system stability agents using robust wide area control,‖ IEEE Trans. Power Syst., vol" }, { "key": "ref53", "doi": "10.1109/tpwrs.2002.805023", "unstructured": "J. Jung, C.-C. Liu, S. L. Tanimoto, and V. Vittal, ―Adaptation in load shedding under vulnerable operating conditions,‖ IEEE" }, { "key": "ref54", "doi": "10.1109/tpwrs.2002.805023", "unstructured": "Trans. Power Syst., vol. 17, no. 4, pp. 1199–1205, Nov. 2002" }, { "key": "ref55", "doi": "10.1109/mcap.2001.952933", "unstructured": "G. T. Heydt, C.-C. Liu, A. G. Phadke, and V. Vittal, ―Solution for the crisis in electric power supply,‖ IEEE Computer" }, { "key": "ref56", "doi": "10.1109/mcap.2001.952933", "unstructured": "Applications in Power, vol. 14, no. 3, pp. 22–30, Jul. 2001" }, { "key": "ref57", "doi": "10.1109/67.893351", "unstructured": "M. Amin, ―Toward self-healing energy infrastructure systems,‖ IEEE Computer Applications in Power, vol. 14, no. 1, pp" }, { "key": "ref58", "doi": "10.1109/67.849026", "unstructured": "G. P. Azevedo, B. Feijo, and M. Costa, ―Control centers evolve with agent technology,‖ IEEE Computer Applications in" }, { "key": "ref59", "doi": "10.1109/67.849026", "unstructured": "Power, vol. 13, no. 3, pp. 48–53, Jul. 2000" }, { "key": "ref60", "doi": "10.1109/tpwrs.2006.888949", "unstructured": "K. Huang, S. K. Srivastava, and D. A. Cartes, ―Solving the information accumulation problem in mesh structured agent" }, { "key": "ref61", "doi": "10.1109/tpwrs.2006.888949", "unstructured": "system,‖ IEEE Trans. Power Syst., vol. 22, no. 1, pp. 493–495, Feb. 2007" }, { "key": "ref62", "doi": "10.1109/tpwrd.2006.877085", "unstructured": "I. S. Baxevanos and D. P. Labridis, ―Implementing multiagent systems technology for power distribution network control and" }, { "key": "ref63", "doi": "10.1109/tpwrd.2006.877085", "unstructured": "protection man- agement,‖ IEEE Trans. Power Del., vol. 22, no. 1, pp. 433–443, Jan. 2007" }, { "key": "ref64", "doi": "10.1109/tpwrs.2006.889140", "unstructured": "M. E. Baran and I. M. El-Markabi, ―A multiagent-based dispatching scheme for distributed generators for voltage support on" }, { "key": "ref65", "doi": "10.1109/tpwrs.2006.889140", "unstructured": "distribution feeders,‖ IEEE Trans. Power Syst., vol. 22, no. 1, pp. 52–59, Feb. 2007" }, { "key": "ref66", "unstructured": "K. Hopkinson, X. Wang, R. Giovanini, J. Thorp, K. Birman, and" }, { "key": "ref67", "doi": "10.1109/tpwrs.2006.873129", "unstructured": "D. Coury, ―EPOCHS: A platform for agent-based electric power and communication simulation built from commercial off-" }, { "key": "ref68", "doi": "10.1109/tpwrs.2006.873129", "unstructured": "the-shelf compo- nents,‖ IEEE Trans. Power Syst., vol. 21, no. 2, pp. 548–558, May 2006" }, { "key": "ref69", "doi": "10.1109/tpwrs.2005.851969", "unstructured": "J. G. Vlachogiannis, N. D. Hatziargyiou, and K. Y. Lee, ―Ant colony system-based algorithm for constrained load flow" }, { "key": "ref70", "doi": "10.1109/tpwrs.2005.851969", "unstructured": "problem,‖ IEEE Trans. Power Syst., vol. 20, no. 3, pp. 1241–1249, Aug. 2005" }, { "key": "ref71", "doi": "10.1109/mpae.2004.1310872", "unstructured": "V. S. Koritarov, ―Real-world market representation with agents,‖ IEEE Power Energy Mag., vol. 2, no. 4, pp. 39–46, Jul" }, { "key": "ref72", "unstructured": "S. D. J. McArthur, E. M. Davidson, G. J. W. Dudgeon, and J. R. McDonald, ―Toward a model integration methodology for" }, { "key": "ref73", "doi": "10.1109/tpwrs.2003.814908", "unstructured": "advanced applications in power engineering,‖ IEEE Trans. Power Syst., vol. 18, no. 3, pp. 1205–1206, Aug. 2003" }, { "key": "ref74", "doi": "10.1109/mper.2002.4311887", "unstructured": "M. Baran, R. Sreenath, and N. R. Mahajan, ―Extending EMTDC/PSCAD for simulating agent-based distributed applications,‖" }, { "key": "ref75", "doi": "10.1109/mper.2002.4311887", "unstructured": "IEEE Power Eng. Rev., vol. 22, no. 12, pp. 52–54, Dec. 2002" }, { "key": "ref76", "doi": "10.1109/tpwrs.2002.804941", "unstructured": "J. M. Zolezzi and H. Rudnick, ―Transmission cost allocation by cooper- ative games and coalition formation,‖ IEEE Trans" }, { "key": "ref77", "doi": "10.1109/tpwrs.2002.804941", "unstructured": "Power Syst., vol. 17, no. 4, pp. 1008–1015, Nov. 2002" } ], "record": { "registrant": "Longman Publishers", "registered": "2024-02-16", "updated": "2026-09-17", "issue_number": 1, "source": "crossref-api", "source_agency": "Crossref (member 25296)" } }, "url_after": "https://www.jst.org.in/index.php/pub/article/view/906", "sha256_before": null, "sha256_after": "702323ac70fb0a074635f9254402141960853ac0330d250131a54086d7b32cfd" }, { "seq": 2, "kind": "update", "at": "2026-09-29 23:59:46", "by": "Administrator (admin)", "by_kind": "user", "note": "record re-read from api.crossref.org", "changes": [ { "path": "container.titles.0.value", "from": "Journal of Science & Technology", "to": "Journal of Science & Technology" } ], "record_after": { "format": "smartscholars-doi-metadata/1.0", "doi": "10.46243/jst.2022.v7.i10.pp93-107", "referent": "Creation", "type": "JournalArticle", "structural_type": "Digital", "modes": [ "Visual" ], "characters": [ "Language" ], "titles": [ { "value": "The Future of Electrical and Computer Engineering Education", "type": "PrincipalTitle", "lang": "en" } ], "identifiers": [ { "type": "DOI", "value": "10.46243/jst.2022.v7.i10.pp93-107" } ], "agents": [ { "role": "author", "name": { "given": "B Swetha", "family": "B Swetha" }, "sequence": "first" }, { "role": "publisher", "name": { "org": "Longman Publishers" } } ], "dates": { "published": "2022-12-21", "date_type": "PublicationDate", "online": "2022-12-21" }, "language": "en", "container": { "type": "Journal", "titles": [ { "value": "Journal of Science & Technology", "type": "PrincipalTitle" } ], "identifiers": [ { "type": "ISSN", "value": "2456-5660", "medium": "electronic" } ], "volume": "7", "issue": "10", "pages": { "first": "93", "last": "107" } }, "links": [ { "url": "https://www.jst.org.in/index.php/pub/article/view/906", "return_type": "text/html", "primary": true }, { "url": "https://www.jst.org.in/index.php/pub/article/download/906/833", "purpose": "text-mining", "return_type": "application/pdf" }, { "url": "https://www.jst.org.in/index.php/pub/article/download/906/1922", "purpose": "text-mining", "return_type": "application/xml" }, { "url": "https://jst.org.in/admin/uploads/34%20jst%202022.pdf", "purpose": "similarity-checking" } ], "abstract": { "value": "This is the first part of a 2-part paper that has arisen from the work of the IEEE Power Engineering Society’s Multi-Agent Systems (MAS) Working Group. Part 1 of the paper examines the potential value of MAS technology to the power industry. In terms of contribution, it describes fundamental concepts and approaches within the field of multi-agent systems that are appropriate to power engineering applications. As well as presenting a comprehensive review of the meaningful power engineering applications for which MAS are being investigated, it also defines the technical issues which must be addressed in order to accelerate and facilitate the uptake ofthe technology within the power and energy sector. Part 2 of the paper explores the decisions inherent in engi- neering multi-agent systems for applications in the power and energy sector and offers guidance and recommendations on how MAS can be designed and implemented", "lang": "en" }, "license": { "url": "https://creativecommons.org/licenses/by/4.0/", "start": "2022-12-21", "applies_to": "vor" }, "references": [ { "key": "ref1", "unstructured": "E. M. Davidson, S. D. J. McArthur, J. R. McDonald, T. Cumming, and" }, { "key": "ref2", "doi": "10.1109/pes.2006.1708863", "unstructured": "Watt, ―Applying multi-agent system technology in practice: Automated management and analysis of SCADA and digital fault" }, { "key": "ref3", "doi": "10.1109/tpwrs.2006.873109", "unstructured": "recorder data,‖ IEEE Trans. Power Syst., vol. 21, no. 2, pp. 559–567, May 2006" }, { "key": "ref4", "doi": "10.1109/tpwrs.2004.835667", "unstructured": "S. D. J. McArthur, S. M. Strachan, and G. Jahn, ―The design of a multi- agent transformer condition monitoring system,‖ IEEE" }, { "key": "ref5", "doi": "10.1109/tpwrs.2004.835667", "unstructured": "Trans. Power Syst., vol. 19, no. 4, pp. 1845–1852, Nov. 2004" }, { "key": "ref6", "doi": "10.1109/tpwrs.2002.1007918", "unstructured": "T. Nagata and H. Sasaki, ―A multi-agent approach to power system restoration,‖ IEEE Trans. Power Syst., vol. 17, no. 2, pp" }, { "key": "ref7", "doi": "10.1109/pes.2004.1372914", "unstructured": "S. E. Widergren, J. M. Roop, R. T. Guttromson, and Z. Huang, ―Simu- lating the dynamic coupling of market and physical" }, { "key": "ref8", "unstructured": "system operations,‖ in IEEE Power Engineering Society General Meeting, 2004, Jun. 2004, pp. 748–753" }, { "key": "ref9", "doi": "10.1109/pes.2005.1489273", "unstructured": "D. Koesrindartoto, S. Junjie, and L. Tesfatsion, ―An agent-based com- putational laboratory for testing the economic reliability" }, { "key": "ref10", "unstructured": "of wholesale power market designs,‖ in IEEE Power Engineering Society General Meeting, 2005, Jun. 2005, pp. 931–936" }, { "key": "ref11", "doi": "10.1109/tpwrs.2005.852060", "unstructured": "A. L. Dimeas and N. D. Hatziargyriou, ―Operation of a multi-agent system for microgrid control,‖ IEEE Trans. Power Syst" }, { "key": "ref12", "doi": "10.1049/cp:20051186", "unstructured": "A. Korbik, S. D. J. McArthur, G. W. Ault, G. M. Burt, and J. R. McDonald, ―Enabling active distribution networks through" }, { "key": "ref13", "unstructured": "decentralized autonomous network management,‖ in Proc. 18th International Confer- ence on Electricity Distribution (CIRED)" }, { "key": "ref14", "doi": "10.1109/mpae.2003.1192026", "unstructured": "D. P. Buse, P. Sun, Q. H. Wu, and J. Fitch, ―Agent-based substation automation,‖ IEEE Power Energy Mag., vol. 1, no. 2, pp" }, { "key": "ref15", "unstructured": "S. Russell and P. Norvig, Artificial Intelligence: A Modern Approach. Prentice-Hall Inc., 1995" }, { "key": "ref16", "doi": "10.1145/219717.219808", "unstructured": "P. Maes, ―Artificial life meets entertainment: life-like autonomous agents,‖ Communications of the ACM, vol. 38, no. 11, pp" }, { "key": "ref17", "unstructured": "L. N. Foner, ―Entertaining agents: a sociological case study,‖ in Proc. 1st International Conference on Autonomous Agents" }, { "key": "ref18", "unstructured": "B. Hayes-Roth, ―An architecture for adaptive intelligent systems,‖ Ar- tificial Intelligence: Special Issue on Agents and" }, { "key": "ref19", "doi": "10.1016/0004-3702(94)00004-k", "unstructured": "Interactivity, vol. 72, pp. 329–365, 1995" }, { "key": "ref20", "unstructured": "M. Wooldridge, ―Intelligent Agents,‖ in Multi-agent Systems, G. Weiss, Ed. The MIT Press, Apr. 1999, pp. 3–51" }, { "key": "ref21", "unstructured": "S. Franklin and A. Graesser, ―Is it an agent or just a program?‖ in Proc. 3rd International Workshop on Agent Theories" }, { "key": "ref22", "unstructured": "Architectures, and Languages. Springer-Verlag, 1996" }, { "key": "ref23", "unstructured": "Foundation for Intelligent Physical Agents (FIPA), 2007, http://www.fipa.org/" }, { "key": "ref24", "unstructured": "T. Wittig, N. R. Jennings, and E. M. Mandan, ―ARCHON — A framework for intelligent co-operations,‖ IEE-BCS Journal of" }, { "key": "ref25", "doi": "10.1049/ise.1994.0018", "unstructured": "Intelligent Systems Engineering, vol. 3, no. 3, pp. 168–179, 1994" }, { "key": "ref26", "doi": "10.3403/30342505u", "unstructured": "IEC, ―Energy Management System Application Program Interface (EMS-API) - Part 301: Common Information Model (CIM)" }, { "key": "ref27", "unstructured": "base,‖ 2005, document IEC 61970-301" }, { "key": "ref28", "unstructured": "——, ―Communications Networks and Systems in Substations,‖ 2005, document IEC 61850" }, { "key": "ref29", "doi": "10.1109/mis.2006.19", "unstructured": "M. Peˇchoucˇek and S. Thompson, ―Agents in Industry: the best from the AAMAS 2005 Industry Track,‖ IEEE Intell. Syst., vol" }, { "key": "ref30", "doi": "10.1109/tpwrd.2005.860243", "unstructured": "S. Sheng, K. K. Li, W. L. Chan, Z. Xiangjun, and D. Xianzhong, ―Agent- based self-healing protection system,‖ IEEE Trans" }, { "key": "ref31", "doi": "10.1109/tpwrd.2005.860243", "unstructured": "Power Del., vol. 21, no. 2, pp. 610–618, Apr. 2006" }, { "key": "ref32", "doi": "10.1109/61.974186", "unstructured": "D. V. Coury, J. S. Thorp, K. M. Hopkinson, and K. P. Birman, ―An agent-based current differential relay for use with a utility" }, { "key": "ref33", "doi": "10.1109/61.974186", "unstructured": "intranet,‖ IEEE Trans. Power Del., vol. 17, no. 1, pp. 47–53, Jan. 2002" }, { "key": "ref34", "doi": "10.1109/61.714454", "unstructured": "C. Fukui, H. Kudo, J. Koda, K. Yabe, and Y. Tomita, ―A cooperative protection system with an agent model,‖ IEEE Trans" }, { "key": "ref35", "doi": "10.1109/61.714454", "unstructured": "Power Del., vol. 13, no. 4, pp. 1060–1066, Oct. 1998" }, { "key": "ref36", "unstructured": "R. Giovanini, K. Hopkinson, D. V. Coury, and J. S. Thorp, ―A primary and backup cooperative protection system based on" }, { "key": "ref37", "doi": "10.1109/tpwrd.2006.876984", "unstructured": "wide area agents,‖ IEEE Trans. Power Del., vol. 21, no. 3, pp. 1222–1230, Jul. 2006" }, { "key": "ref38", "doi": "10.1109/tpwrs.2005.857262", "unstructured": "S. D. J. McArthur, C. D. Booth, J. R. McDonald, and I. T. McFadyen, ―An agent-based anomaly detection architecture for" }, { "key": "ref39", "doi": "10.1109/tpwrs.2005.857262", "unstructured": "condition monitor- ing,‖ IEEE Trans. Power Syst., vol. 20, no. 4, pp. 1675–1682, Nov. 2005" }, { "key": "ref40", "unstructured": "J. A. Hossack, J. Menal, S. D. J. McArthur, and J. R. McDonald, ―A multiagent architecture for protection engineering" }, { "key": "ref41", "doi": "10.1109/tpwrs.2003.810910", "unstructured": "diagnostic assistance,‖ IEEE Trans. Power Syst., vol. 18, no. 2, pp. 639–647, May 2003" }, { "key": "ref42", "doi": "10.1109/59.932274", "unstructured": "E. E. Mangina, S. D. J. McArthur, J. R. McDonald, and A. Moyes, ―A multi agent system for monitoring industrial gas turbine start-up sequences,‖ IEEE Trans. Power Syst., vol. 16, no. 3, pp. 396–401, Aug. 2001" }, { "key": "ref43", "doi": "10.1109/39.932937", "unstructured": "E. E. Mangina, S. D. J. McArthur, and J. R. McDonald, ―Reasoning with modal logic for power plant condition" }, { "key": "ref44", "doi": "10.1109/mper.2001.4311464", "unstructured": "monitoring,‖ IEEE Power Eng. Rev., vol. 21, no. 7, pp. 58–59, Jul. 2001" }, { "key": "ref45", "doi": "10.1109/tpwrs.2005.846064", "unstructured": "B. Zhao, C. X. Guo, and Y. J. Cao, ―A multiagent-based particle swarm optimization approach for optimal reactive power" }, { "key": "ref46", "doi": "10.1109/tpwrs.2005.846064", "unstructured": "dispatch,‖ IEEE Trans. Power Syst., vol. 20, no. 2, pp. 1070–1078, May 2005" }, { "key": "ref47", "doi": "10.1109/tpwrs.2005.846102", "unstructured": "M. M. Nordman and M. Lehtonen, ―Distributed agent-based state estimation for electrical distribution networks,‖ IEEE Trans" }, { "key": "ref48", "doi": "10.1109/tpwrs.2005.846102", "unstructured": "Power Syst., vol. 20, no. 2, pp. 652–658, May 2005" }, { "key": "ref49", "doi": "10.1109/tpwrd.2004.843493", "unstructured": "——, ―An agent concept for managing electrical distribution networks,‖ IEEE Trans. Power Del., vol. 20, no. 2, pp. 696–703, Apr. 2005" }, { "key": "ref50", "doi": "10.1109/tpwrs.2003.810896", "unstructured": "H. F. Wang, H. Li, and H. Chen, ―Coordinated secondary voltage control to eliminate voltage violations in power system" }, { "key": "ref51", "doi": "10.1109/tpwrs.2003.810896", "unstructured": "contingencies,‖ IEEE Trans. Power Syst., vol. 18, no. 2, pp. 588–595, May 2003" }, { "key": "ref52", "doi": "10.1109/tpwrs.2002.805016", "unstructured": "H. Ni, G. T. Heydt, and L. Mili, ―Power system stability agents using robust wide area control,‖ IEEE Trans. Power Syst., vol" }, { "key": "ref53", "doi": "10.1109/tpwrs.2002.805023", "unstructured": "J. Jung, C.-C. Liu, S. L. Tanimoto, and V. Vittal, ―Adaptation in load shedding under vulnerable operating conditions,‖ IEEE" }, { "key": "ref54", "doi": "10.1109/tpwrs.2002.805023", "unstructured": "Trans. Power Syst., vol. 17, no. 4, pp. 1199–1205, Nov. 2002" }, { "key": "ref55", "doi": "10.1109/mcap.2001.952933", "unstructured": "G. T. Heydt, C.-C. Liu, A. G. Phadke, and V. Vittal, ―Solution for the crisis in electric power supply,‖ IEEE Computer" }, { "key": "ref56", "doi": "10.1109/mcap.2001.952933", "unstructured": "Applications in Power, vol. 14, no. 3, pp. 22–30, Jul. 2001" }, { "key": "ref57", "doi": "10.1109/67.893351", "unstructured": "M. Amin, ―Toward self-healing energy infrastructure systems,‖ IEEE Computer Applications in Power, vol. 14, no. 1, pp" }, { "key": "ref58", "doi": "10.1109/67.849026", "unstructured": "G. P. Azevedo, B. Feijo, and M. Costa, ―Control centers evolve with agent technology,‖ IEEE Computer Applications in" }, { "key": "ref59", "doi": "10.1109/67.849026", "unstructured": "Power, vol. 13, no. 3, pp. 48–53, Jul. 2000" }, { "key": "ref60", "doi": "10.1109/tpwrs.2006.888949", "unstructured": "K. Huang, S. K. Srivastava, and D. A. Cartes, ―Solving the information accumulation problem in mesh structured agent" }, { "key": "ref61", "doi": "10.1109/tpwrs.2006.888949", "unstructured": "system,‖ IEEE Trans. Power Syst., vol. 22, no. 1, pp. 493–495, Feb. 2007" }, { "key": "ref62", "doi": "10.1109/tpwrd.2006.877085", "unstructured": "I. S. Baxevanos and D. P. Labridis, ―Implementing multiagent systems technology for power distribution network control and" }, { "key": "ref63", "doi": "10.1109/tpwrd.2006.877085", "unstructured": "protection man- agement,‖ IEEE Trans. Power Del., vol. 22, no. 1, pp. 433–443, Jan. 2007" }, { "key": "ref64", "doi": "10.1109/tpwrs.2006.889140", "unstructured": "M. E. Baran and I. M. El-Markabi, ―A multiagent-based dispatching scheme for distributed generators for voltage support on" }, { "key": "ref65", "doi": "10.1109/tpwrs.2006.889140", "unstructured": "distribution feeders,‖ IEEE Trans. Power Syst., vol. 22, no. 1, pp. 52–59, Feb. 2007" }, { "key": "ref66", "unstructured": "K. Hopkinson, X. Wang, R. Giovanini, J. Thorp, K. Birman, and" }, { "key": "ref67", "doi": "10.1109/tpwrs.2006.873129", "unstructured": "D. Coury, ―EPOCHS: A platform for agent-based electric power and communication simulation built from commercial off-" }, { "key": "ref68", "doi": "10.1109/tpwrs.2006.873129", "unstructured": "the-shelf compo- nents,‖ IEEE Trans. Power Syst., vol. 21, no. 2, pp. 548–558, May 2006" }, { "key": "ref69", "doi": "10.1109/tpwrs.2005.851969", "unstructured": "J. G. Vlachogiannis, N. D. Hatziargyiou, and K. Y. Lee, ―Ant colony system-based algorithm for constrained load flow" }, { "key": "ref70", "doi": "10.1109/tpwrs.2005.851969", "unstructured": "problem,‖ IEEE Trans. Power Syst., vol. 20, no. 3, pp. 1241–1249, Aug. 2005" }, { "key": "ref71", "doi": "10.1109/mpae.2004.1310872", "unstructured": "V. S. Koritarov, ―Real-world market representation with agents,‖ IEEE Power Energy Mag., vol. 2, no. 4, pp. 39–46, Jul" }, { "key": "ref72", "unstructured": "S. D. J. McArthur, E. M. Davidson, G. J. W. Dudgeon, and J. R. McDonald, ―Toward a model integration methodology for" }, { "key": "ref73", "doi": "10.1109/tpwrs.2003.814908", "unstructured": "advanced applications in power engineering,‖ IEEE Trans. Power Syst., vol. 18, no. 3, pp. 1205–1206, Aug. 2003" }, { "key": "ref74", "doi": "10.1109/mper.2002.4311887", "unstructured": "M. Baran, R. Sreenath, and N. R. Mahajan, ―Extending EMTDC/PSCAD for simulating agent-based distributed applications,‖" }, { "key": "ref75", "doi": "10.1109/mper.2002.4311887", "unstructured": "IEEE Power Eng. Rev., vol. 22, no. 12, pp. 52–54, Dec. 2002" }, { "key": "ref76", "doi": "10.1109/tpwrs.2002.804941", "unstructured": "J. M. Zolezzi and H. Rudnick, ―Transmission cost allocation by cooper- ative games and coalition formation,‖ IEEE Trans" }, { "key": "ref77", "doi": "10.1109/tpwrs.2002.804941", "unstructured": "Power Syst., vol. 17, no. 4, pp. 1008–1015, Nov. 2002" } ], "record": { "registrant": "Longman Publishers", "registered": "2024-02-16", "updated": "2026-09-17", "issue_number": 1, "source": "crossref-api", "source_agency": "Crossref (member 25296)" } }, "url_after": "https://www.jst.org.in/index.php/pub/article/view/906", "sha256_before": "702323ac70fb0a074635f9254402141960853ac0330d250131a54086d7b32cfd", "sha256_after": "4ad7d4b71e9c26712ce9e9a4b9f9b010c900054a65183bc8a563c92252a19aff" } ] }