Midterm system level maintenance scheduling of transmission equipment using inspection based model

Abstract Condition Based Maintenance (CBM) using inspection data is one of the available maintenance approaches for power system equipment. In Inspection Based Maintenance (IBM) as a specific type of CBM, decisions about the time and type of the maintenance tasks are made after determining the deterioration condition of the equipment. In this paper, an IBM model is proposed for yearlong transmission equipment maintenance scheduling. In order to quantify the effect of the inspection and maintenance tasks, the probability distribution of the deterioration condition is calculated using the transition probability matrix of the Markov process. The problem of system level maintenance scheduling is formulated with binary variables as weekly inspection time during the year. Inspection time of equipment is optimized by minimizing the total cost, including inspection, maintenance, redispatch and failure costs while network security constraints are considered. The proposed model is implemented for the maintenance of transformers and transmission lines in IEEE-RTS and IEEE 57-bus test systems.

[1]  S. Venkata,et al.  A Reliability Centered Optimal Visual Inspection Model for Distribution Feeders , 2001, IEEE Power Engineering Review.

[2]  S. Asgarpoor,et al.  Reliability and Maintainability Improvement of Substations With Aging Infrastructure , 2012, IEEE Transactions on Power Delivery.

[3]  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.

[4]  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.

[5]  Masood Parvania,et al.  A two-stage framework for power transformer asset maintenance management—Part I: Models and formulations , 2013, 2013 IEEE Power & Energy Society General Meeting.

[6]  J. Endrenyi,et al.  The Present Status of Maintenance Strategies and the Impact of Maintenance on Reliability , 2001, IEEE Power Engineering Review.

[7]  Richard E. Rosenthal,et al.  GAMS -- A User's Guide , 2004 .

[8]  P. Jirutitijaroen,et al.  New State Diagrams for Probabilistic Maintenance Models , 2011, IEEE Transactions on Power Systems.

[9]  Alireza Soroudi,et al.  Power System Optimization Modeling in GAMS , 2017 .

[10]  J. L. Guardado,et al.  A model for optimizing maintenance policy for power equipment , 2015 .

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

[12]  Rajesh Arya,et al.  Ranking of feeder sections of distribution systems for maintenance prioritization accounting distributed generations and loads using diagnostic importance factor (DIF) , 2016 .

[13]  Panida Jirutitijaroen,et al.  Application of Probabilistic Maintenance Models for Selecting Optimal Inspection Rates Considering Reliability and Cost Tradeoff , 2014, IEEE Transactions on Power Delivery.

[14]  Roy Billinton,et al.  Reliability evaluation of engineering systems : concepts and techniques , 1992 .

[15]  Hongbin Sun,et al.  A renewal-process-based component outage model considering the effects of aging and maintenance , 2013 .

[16]  G. K. Chan,et al.  Optimum maintenance policy with Markov processes , 2006 .

[17]  Tangbin Xia,et al.  Recent advances in prognostics and health management for advanced manufacturing paradigms , 2018, Reliab. Eng. Syst. Saf..

[18]  A. U. Adoghe,et al.  Asset maintenance planning in electric power distribution network using statistical analysis of outage data , 2013 .

[19]  Dragan Banjevic,et al.  Optimal interval for major maintenance actions in electricity distribution networks , 2009 .

[20]  Wenyuan Li,et al.  Determining Optimal Inspection Intervals in Maintenance Considering Equipment Aging Failures , 2017, IEEE Transactions on Power Systems.

[21]  Rui Peng,et al.  A two-phase preventive maintenance policy considering imperfect repair and postponed replacement , 2019, Eur. J. Oper. Res..

[22]  J.D. McCalley,et al.  Risk-based resource optimization for transmission system maintenance , 2006, IEEE Transactions on Power Systems.

[23]  A. Abene,et al.  Rational Reliability Centered Maintenance Optimization for power distribution systems , 2015 .

[24]  George J. Anders,et al.  Probabilistic evaluation of the effect of maintenance on reliability. An application [to power systems] , 1998 .

[25]  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 .

[26]  Narayanan Kumarappan,et al.  Combined SA PSO method for transmission constrained maintenance scheduling using levelized risk method , 2015 .

[27]  Ricardo H. C. Takahashi,et al.  Multicriteria transformer asset management with maintenance and planning perspectives , 2016 .

[28]  Masood Parvania,et al.  A Two-Stage Framework for Power Transformer Asset Maintenance Management—Part II: Validation Results , 2013, IEEE Transactions on Power Systems.

[29]  R.E. Brown,et al.  Failure rate modeling using equipment inspection data , 2004, IEEE Transactions on Power Systems.

[30]  Mostafa Kazemi,et al.  Maintenance Scheduling of Transmission Systems Considering Coordinated Outages , 2018, IEEE Systems Journal.

[31]  Mostafa Kazemi,et al.  Mode‐based reliability centered maintenance in transmission system , 2017 .

[32]  Chanan Singh,et al.  The effect of transformer maintenance parameters on reliability and cost: a probabilistic model , 2004 .

[33]  T.M. Welte.  Using State Diagrams for Modeling Maintenance of Deteriorating Systems , 2009, IEEE Transactions on Power Systems.

[34]  Ajith Kumar Parlikad,et al.  A Markovian model for power transformer maintenance , 2018, International Journal of Electrical Power & Energy Systems.