Application of Game Theory in Reliability-Centered Maintenance of Electric Power Systems

As the electricity market undergoes continuous evolutions, along with the widely-recognized outdated nature of the grid, system operators would have to be able to more effectively manage the system operation expenses since waves of maintenance costs and equipment investments would be anticipated in a few years to come. Strategic implementation of cost-effective reliability-centered maintenance (RCM) approaches seems to be a key solution. This paper proposes an efficient method to assess the component criticality for system overall reliability and further maintenance focuses. A solution concept of game theory, called shapely value, is proposed that is able to fairly identify the contribution of every single equipment's to the system reliability performance once a high-order contingency occurs under different loading conditions. The identified critical components are then systematically involved in a new optimization framework for effective scheduling of RCM implementation in power systems. The suggested framework helps in realizing where investments and maintenance to be made in the grid to ensure a desirable system reliability performance. Implemented on the IEEE reliability test system, the effectiveness of the suggested framework is confirmed by comparing to conventional techniques under various scenarios.

[1]  N. Taylor,et al.  Identifying Critical Components for Transmission System Reliability , 2012, IEEE Transactions on Power Systems.

[2]  Rong-Ceng Leou A Flexible Unit Maintenance Scheduling Considering Uncertainties , 2001 .

[3]  R. Billinton,et al.  A Comprehensive Scheme for Reliability-Centered Maintenance in Power Distribution Systems—Part II: Numerical Analysis , 2013, IEEE Transactions on Power Delivery.

[4]  Roy Billinton,et al.  A practical application of the Delphi method in maintenance-targeted resource allocation of distribution utilities , 2014, 2014 International Conference on Probabilistic Methods Applied to Power Systems (PMAPS).

[5]  Li Wen,et al.  Preliminary study on reliability-centered maintenance of high-speed train , 2009, 2009 8th International Conference on Reliability, Maintainability and Safety.

[6]  Daniel J. Fonseca,et al.  An expert system for reliability centered maintenance in the chemical industry , 2000 .

[7]  Mohammad Shahidehpour,et al.  The IEEE Reliability Test System-1996. A report prepared by the Reliability Test System Task Force of the Application of Probability Methods Subcommittee , 1999 .

[8]  Rong-Ceng Leou A flexible unit maintenance scheduling considering uncertainties , 2001, PICA 2001. Innovative Computing for Power - Electric Energy Meets the Market. 22nd IEEE Power Engineering Society. International Conference on Power Industry Computer Applications (Cat. No.01CH37195).

[9]  W. Marsden I and J , 2012 .

[10]  A. Papalexopoulos,et al.  Pricing energy and ancillary services in integrated market systems by an optimal power flow , 2004, IEEE Transactions on Power Systems.

[11]  R D Zimmerman,et al.  MATPOWER: Steady-State Operations, Planning, and Analysis Tools for Power Systems Research and Education , 2011, IEEE Transactions on Power Systems.

[12]  Payman Dehghanian,et al.  A reliability-oriented outlook on the critical components of power distribution systems , 2012 .

[13]  Mladen Kezunovic,et al.  Circuit breaker operational health assessment via condition monitoring data , 2014, 2014 North American Power Symposium (NAPS).

[14]  L. Bertling,et al.  A reliability-centered asset maintenance method for assessing the impact of maintenance in power distribution systems , 2005, IEEE Transactions on Power Systems.

[15]  Mahmud Fotuhi-Firuzabad,et al.  Reliability modeling and availability analysis of combined cycle power plants , 2016 .

[16]  Glenn R. Hinchcliffe,et al.  RCM--Gateway to World Class Maintenance , 2003 .

[17]  Mahmud Fotuhi-Firuzabad,et al.  Identifying critical components of combined cycle power plants for implementation of reliability-centered maintenance , 2016 .

[18]  Anthony M. Smith,et al.  Reliability-Centered Maintenance , 1992 .

[19]  Sharif,et al.  AN APPROACH ON CRITICAL COMPONENT IDENTIFICATION IN RELIABILITY CENTERED MAINTENANCE OF POWER DISTRIBUTION SYSTEMS BASED ON ANALYTICAL HIERARCHICAL PROCESS , 2011 .

[20]  R. Billinton,et al.  A Comprehensive Scheme for Reliability Centered Maintenance in Power Distribution Systems—Part I: Methodology , 2013, IEEE Transactions on Power Delivery.

[21]  L. Shapley,et al.  The Shapley Value , 1994 .

[22]  G.A. Hamoud Assessment of Transmission System Component Criticality in the De-Regulated Electricity Market , 2008, Proceedings of the 10th International Conference on Probablistic Methods Applied to Power Systems.

[23]  Mun-Kyeom Kim,et al.  Implementation of Reliability-Centered Maintenance for transmission components using Particle Swarm Optimization , 2014 .

[24]  Mahmud Fotuhi-Firuzabad,et al.  Identification of critical generating units for maintenance: a game theory approach , 2016 .

[25]  A. A. El-Keib,et al.  Maintenance scheduling of generation and transmission systems using fuzzy evolutionary programming , 2003 .

[26]  M. Fotuhi-Firuzabad,et al.  Optimized Midterm Preventive Maintenance Outage Scheduling of Thermal Generating Units , 2012, IEEE Transactions on Power Systems.

[27]  René van den Brink,et al.  An axiomatization of the Shapley value using a fairness property , 2002, Int. J. Game Theory.

[28]  V. Miranda,et al.  Multiobjective Optimization Applied to Maintenance Policy for Electrical Networks , 2007, IEEE Transactions on Power Systems.

[29]  Borut Mavko,et al.  Genetic algorithm optimisation of the maintenance scheduling of generating units in a power system , 2008, Reliab. Eng. Syst. Saf..

[30]  D. J. Fonsecaa,et al.  An expert system for reliability centered maintenance in the chemical industry , 2015 .

[31]  Mahmud Fotuhi-Firuzabad,et al.  Critical Component Identification in Reliability Centered Asset Management of Power Distribution Systems Via Fuzzy AHP , 2012, IEEE Systems Journal.

[32]  Mladen Kezunovic,et al.  Security-based circuit breaker maintenance management , 2013, 2013 IEEE Power & Energy Society General Meeting.

[33]  J. Pihler,et al.  Strategic Maintenance of 400-kV Switching Substations , 2013, IEEE Transactions on Power Delivery.

[34]  H.O. Gupta,et al.  Probabilistic Game Approaches for Network Cost Allocation , 2010, IEEE Transactions on Power Systems.

[35]  Mladen Kezunovic,et al.  Assessing circuit breaker life cycle using condition-based data , 2013, 2013 IEEE Power & Energy Society General Meeting.

[36]  Mahmud Fotuhi-Firuzabad,et al.  Identifying critical components for reliability centred maintenance management of deregulated power systems , 2015 .

[37]  Mladen Kezunovic,et al.  Cost/benefit analysis for circuit breaker maintenance planning and scheduling , 2013, 2013 North American Power Symposium (NAPS).

[38]  Mahmud Fotuhi-Firuzabad,et al.  Identification of critical components in power systems: A game theory application , 2016, 2016 IEEE Industry Applications Society Annual Meeting.

[39]  Mun-Kyeom Kim,et al.  A Reliability-Centered Approach to an Optimal Maintenance Strategy in Transmission Systems Using a Genetic Algorithm , 2011, IEEE Transactions on Power Delivery.