Abstract
The global wind power industry involves operations in highly stochastic environments and thus faces challenges in enhancing reliability and reducing maintenance costs. Earlier studies related to wind energy facility reliability and maintenance focused more on qualitative aspects, discussing the unique influencing factors in wind power operations and their effects on system performance. With operational experience accumulated for more than a decade, the most recent focus has shifted to a more structured approach using analytical and/or simulation methods. In this chapter, we provide a comprehensive account of the existing research regarding wind energy facility reliability and maintenance. We group the relevant studies into three major categories. The first category addresses the degradation and failure pattern of wind turbines, aiming at optimizing the operations and maintenance. The second and third categories discuss the reliability issues in a broader sense, focusing on reliability assessment at the wind farm level and at the overall power system level, respectively.
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References
NERC (2009) The 2009 long-term reliability assessment. Technical report, North American Electric Reliability Corporation (NERC), Washington, DC (Online). Available: http://www.nerc.com/files/2009_LTRA.pdf
Walford C (2006) Wind turbine reliability: understanding and minimizing wind turbine operation and maintenance costs. Technical report, Sandia National Laboratories, Albuquerque (Online). Available: http://prod.sandia.gov/techlib/access-control.cgi/2006/061100.pdf
Vachon W (2002) Long-term O&M costs of wind turbines based on failure rates and repair costs. Paper presented at the WINDPOWER 2002 annual conference
Wiser R, Bolinger M (2008) Annual report on U.S. wind power installation, cost, performance trend: 2007. Technical report, U.S Department of Energy, Washington, DC
Faulstich S, Hahn B, Jung H, Rafik K, Ringhand A (2008) Appropriate failure statistics and reliability characteristics. Technical report, Fraunhofer Institute for Wind Energy, Bremerhaven
Bussel GV (1999) The development of an expert system for the determination of availability and O&M costs for offshore wind farms. In: Proceedings of the 1999 European wind energy conference and exhibition, Nice, pp 402–405
Nilsson J, Bertling L (2007) Maintenance management of wind power systems using condition monitoring systems-life cycle cost analysis for two case studies. IEEE Trans Energy Convers 22:223–229
Yang F, Kwan C, Chang C (2008) Multiobjective evolutionary optimization of substation maintenance using decision-varying Markov model. IEEE Trans Power Syst 23:1328–1335
Qian S, Jiao W, Hu H, Yan G (2007) Transformer power fault diagnosis system design based on the HMM method. In: Proceedings of the IEEE international conference on automation and logistics, Jinan, pp 1077–1082
Jirutitijaroen P, Singh C (2004) The effect of transformer maintenance parameters on reliability and cost: a probabilistic model. Electr Power Syst Res 72:213–234
Hendriks H, Bulder B, Heijdra J, Pierik1 J, van Bussel G, van Rooij R, Zaaijer M, Bierbooms W, den Hoed D, de Vilder G, Goezinne F, Lindo M, van den Berg R, de Boer J (2000) DOWEC concept study; evaluation of wind turbine concepts for large scale offshore application. In: Proceedings of the offshore wind energy in Mediterranean and other European seas (OWEMES) conference, Siracusa, pp 211–219
Pacot C, Hasting D, Baker N (2003) Wind farm operation and maintenance management. In: Proceedings of the powergen conference Asia, Ho Chi Minh City, pp 25–27
Krokoszinski HJ (2003) Efficiency and effectiveness of wind farms-keys to cost optimized operation and maintenance. Renew Energy 28:2165–2178
Ribrant J (2006) Reliability performance and maintenance—a survey of failures in wind power systems. Master’s thesis, KTH School of Electrical Engineering, Stockholm
Tavner PJ, Edwards C, Brinkman A, Spinato F (2006) Influence of wind speed on wind turbine reliability. Wind Eng 30:55–72
Andrawus JA, Watson J, Kishk M (2007) Modelling system failures to optimise wind farms. Wind Eng 31:503–522
Tavner PJ, Xiang J, Spinato F (2007) Reliability analysis for wind turbines. Wind Energy 10:1–8
Guo H, Watson S, Tavner P, Xiang J (2009) Reliability analysis for wind turbines with incomplete failure data collected from after the date of initial installation. Reliab Eng Syst Saf 94:1057–1063
Coolen FPA (2010) On modelling of grouped reliability data for wind turbines. IMA J Manage Math 21:363–372
Vittal S, Teboul M (2005) Performance and reliability analysis of wind turbines using Monte Carlo methods based on system transport theory. In: Proceedings of the 46th AIAA structures, structural dynamics and materials conference, Austin
Sayas FC, Allan RN (1996) Generation availability assessment of wind farms. In: Proceedings of IEEE—generation, transmission and distribution, vol 144, pp 1253–1261
McMillan D, Ault GW (2008) Condition monitoring benefit for onshore wind turbines: sensitivity to operational parameters. IET Renew Power Gener 2:60–72
Byon E, Ntaimo L, Ding Y (2010) Optimal maintenance strategies for wind power systems under stochastic weather conditions. IEEE Trans Reliab 59:393–404
Byon E, Ding Y (2010) Season-dependent condition-based maintenance for a wind turbine using a partially observed markov decision process. IEEE Trans Power Syst 25:1823–1834
Ronold KO, Wedel-Heinen J, Christensen CJ (1999) Reliability-based fatigue design of wind-turbine rotor blades. Eng Struct 21:1101–1114
Manuel L, Veers PS, Winterstein SR (2001) Parametric models for estimating wind turbine fatigue loads for design. J Sol Energy 123:346–355
Nelson LD, Manuel L, Sutherland HJ, Veers PS (2003) Statistical analysis of wind turbine inflow and structural response data from the LIST program. J Sol Energy 125:541–550
Veers PS (1988) Three-dimensional wind simulation. Technical report, Sandia National Laboratories, Albuquerque (Online). Available: http://prod.sandia.gov/techlib/access-control.cgi/1988/880152.pdf
Burton T, Sharpe D, Jenkins N, Bossanyis E (2001) Wind energy handbook. Wiley, England
Ragan P, Manuel L (2007) Comparing estimates of wind turbine fatigue loads using time-domain and spectral methods. Wind Eng 31:83–99
Moan T (2005) Reliability-based management of inspection, maintenance and repair of offshore structures. Struct Infrastruct Eng 1:33–62
Rangel-RamÃrez JG, Sørensen JD (2008) Optimal risk-based inspection planning for offshore wind turbines. Int J Steel Struct 8:295–303
Sørensen JD, Frandsenb S, Tarp-Johansen N (2008) Effective turbulence models and fatigue reliability in wind farms. Probab Eng Mech 23:531–538
Sørensen JD (2009) Framework for risk-based planning of operation and maintenance for offshore wind turbines. Wind Energy 12:493–506
Bharadwaj UR, Speck JB, Ablitt CJ (2007) A practical approach to risk based assessment and maintenance optimisation of offshore wind farms. In: Proceedings of the 26th international conference on offshore mechanics and arctic engineering (OMAE), San Diego, pp 10–15
Aven T, Jensen U (1999) Stochastic models in reliability. Springer, New York
Kim H, Singh C (2010) Reliability modeling and analysis in power systems with aging characteristics. IEEE Trans Power Syst 25:21–28
Schilling MT, Praca JCG, de Queiroz JF, Singh C, Ascher H (1988) Detection of aging in the reliability analysis of thermal generators. IEEE Trans Power Syst 3:490–499
Camporeale SM, Fortunato B, Marilli G (2001) Automatic system for wind turbine testing. J Sol Energy Eng 123:333–338
Griffin DA, Ashwill TD (2003) Alternative composite materials for megawatt-scale wind turbine blades: design considerations and recommended testing. J Sol Energy Eng 125:515–521
Dutton AG (2004) Thermoelastic stress measurement and acoustic emission monitoring in wind turbine blade testing. In: Proceedings of the 2004 European wind energy conference and exhibition, London
Rademakers L, Braam H, Zaaijer M, van Bussel G (2003) Assessment and optimisation of operation and maintenance of offshore wind turbines. Technical report, ECN Wind Energy, Petten (Online). Available: http://www.ecn.nl/docs/library/report/2003/rx03044.pdf
Rademakers L, Braam H, Verbruggen T (2003) R&D needs for O&M of wind turbines. Technical report, ECN Wind Energy, Petten
Negra NB, Holmstrøm O, Bak-Jensen B, Sørensen P (2007) Aspects of relevance in offshore wind farm reliability assessment. IEEE Trans Energy Convers 22:159–166
Byon E, Pérez E, Ding Y, Ntaimo L (2011) Simulation of wind farm operations and maintenance using DEVS. Simulation - Transactions of the Society for Modeling and Simulation International, 87:1093–1117
Foley JT, Gutowski TG (2008) Turbsim: reliability-based wind turbine simulator. In: Proceedings of the 2008 IEEE international symposium on electronics and the environment, San Francisco, pp 1–5
Wen J, Zheng Y, Feng D (2009) A review on reliability assessment for wind power. Renew Sustain Energy Rev 13:2485–2494
Chowdhury AA (2005) Reliability model for large wind farms in generation system planning. In: Proceedings of IEEE power engineering society general meeting, pp 1–7
Billinton R, Gao Y (2008) Multi-state wind energy conversion system models for adequacy assessment of generating systems incorporating wind energy. IEEE Trans Energy Convers 23:163–170
Singh C, Lago-Gonzalez A (1985) Reliability modeling of generation system including unconventional energy sources. IEEE Trans Power Syst PAS-104:1049–1056
Billinton R, Li Y (2007) Incorporating multi-state unit models in composite system adequacy assessment. Eur Trans Electr Power 17:375–386
Billinton R, Gao Y (2008) Adequacy assessment of composite power generation and transmission systems with wind energy. Int J Reliab Saf 1(2):79–98
Singh C, Kim Y (1988) An efficient technique for reliability analysis of power system including time dependent sources. IEEE Trans Power Syst 3:1090–1096
Fockens S, van Wijk AJM, Turkenburg WC, Singh C (1992) Reliability analysis of generating systems including intermittent sources. Int J Electr Power Energy Syst 14:2–8
Dobakhshari A, Fotuhi-Firuzabad M (2009) A reliability model of large wind farms for power system adequacy studies. IEEE Trans Energy Convers 24:792–801
Leite A, Borges C, Falcao D (2006) Probabilistic wind farms generation model for reliability studies applied to Brazilian sites. IEEE Trans Power Syst 21:1493–1501
Wang L, Singh C (2007) Adequacy assessment of power-generating systems including wind power integration based on ant colony system algorithm. In: Proceedings of IEEE power tech conference, Lausanne, pp 1629–1634
Wang L, Singh C (2008) Population-based intelligent search in reliability evaluation of generation systems with wind power penetration. IEEE Trans Power Syst 23:1336–1345
Billinton R, Bai G (2004) Generating capacity adequacy associated with wind energy. IEEE Trans Energy Convers 19:641–646
Wangdee W, Billinton R (2006) Considering load-carrying capability and wind speed correlation of WECS in generation adequacy assessment. IEEE Trans Energy Convers 21:734–741
Ravindra M, Prakash S (2008) Generator system reliability analysis including wind generators using hourly mean wind speed. Electr Power Compon Syst 36:1–16
Karki R, Billinton R (2004) Cost-effective wind energy utilization for reliable power supply. IEEE Trans Energy Convers 19:435–440
Vallée F, Lobry J, Deblecker O (2008) System reliability assessment method for wind power integration. IEEE Trans Power Syst 23:2329–2367
Vallée F, Lobry J, Deblecker O (2010) Wind generation modeling for transmission system adequacy studies with economic dispatch. In: Proceedings of the 2010 European wind energy conference and exhibition, Brussels
Billinton R, Wangdee W (2007) Reliability-based transmission reinforcement planning associated with large-scale wind farms. IEEE Trans Power Syst 22:34–41
Karki R, Patel J (2009) Reliability assessment of a wind power delivery system. Proc Inst Mech Eng Part O: J Risk Reliab 223:51–58
Alsyouf I, El-Thalji I (2008) Maintenance practices in wind power systems: a review and analysis. In: Proceedings of the 2008 European wind energy conference and exhibition, Brussels
Lemming J, Morthorst PE, Hansen LH, Andersen PD, Jensen PH (1999) O&M costs and economical life-time of wind turbines. In: Proceedings of the 1999 European wind energy conference, Nice, pp. 387–390
U.S Department of Energy (2004) Wind power today and tomorrow. Technical report, U.S Department of Energy, Washington, DC (Online). Available: http://www.nrel.gov/docs/fy04osti/34915.pdf
American Wind Energy Association (2008) http://awea.org/
Wiser R, Bolinger M (2008) Annual report on U.S. wind power installation, cost, performance trend: 2007. Technical report, North American Electric Reliability Corporation (NERC), Washington, DC (Online). Available: http://www.nrel.gov/docs/fy08osti/43025.pdf
Asmus P (2010) The wind energy operations and maintenance. Technical report, Wind Energy Update, London (Online). Available: http://social.windenergyupdate.com/
Wind Energy—the facts (WindFacts) http://www.wind-energy-the-facts.org/
Smolders K, Long H, Feng Y, Tavner P (2010) Reliability analysis and prediction of wind turbine gearboxes. In: Proceedings of the 2010 European wind energy conference and exhibition, Warsaw
Echavarria E, Hahn B, van Bussel GJW, Tomiyama T (2008) Reliability of wind turbine technology through time. J Sol Energy Eng 130:031005 (8 pages)
Amirat Y, Benbouzid MEH, Bensaker B, Wamkeue R (2007) Condition monitoring and fault diagnosis in wind energy conversion systems: a review. In: IEEE international electric machines and drives conference, Antalya
The Weather Research and Forecasting (WRF) Model http://www.wrf-model.org/
Arabian-Hoseynabadi H, Oraeea H, Tavner P (2010) Failure modes and effects analysis (FMEA) for wind turbines. Int J Electr Power Energy Syst 32:817–824
Ribrant J, Bertling L (2007) Survey of failures in wind power systems with focus on Swedish wind power plants during 1997–2005. IEEE Trans Energy Convers 22:167–173
Zhang X, Zhang J, Gockenbach E (2009) Reliability centered asset management for medium-voltage deteriorating electrical equipment based on Germany failure statistics. IEEE Trans Power Syst 24:721–728
Hameed Z, Hong Y, Cho Y, Ahn S, Song C (2009) Condition monitoring and fault detection of wind turbines and related algorithms: a review. Renew Sustain Energy Rev 13:1–39
Khan M, Iqbal M, Khan F (2005) Reliability and condition monitoring of a wind turbine. In: Proceedings of the 2005 IEEE Canadian conference on electrical and computer engineering, Saskatoon, pp 1978–1981
Caselitz P, Giebhardt J (2005) Rotor condition monitoring for improved operational safety of offshore wind energy converters. J Sol Energy Eng 127:253–261
Poore R, Lettenmaier T (2006) Alternative design study report: windpact advanced wind turbine drive train design study. Technical report, National Renewable Energy Laboratories (NREL), Golden, Colorado (Online). Available: http://www.nrel.gov/wind/pdfs/33196.pdf
Ding Y, Byon E, Park C, Tang J, Lu Y, Wang X (2007) Dynamic data-driven fault diagnosis of wind turbine systems. Lect Notes Comput Sci 4487:1197–1204
Hall P, Strutt J (2007) Probabilistic physics-of-failure models for component reliabilities using Monte Carlo simulation and weibull analysis: a parametric study. Reliab Eng Syst Saf 80:233–242
Basumatary H, Sreevalsan E, Sasi KK (2005) Weibull parameter estimation—a comparison of different methods. Wind Eng 29:309–316
Windstats (2008) http://www.windstats.com/
Baker RD (1996) Some new tests of the power law process. Technometrics 38:256–265
Leemis LM (1991) Nonparametric estimation of the cumulative intensity function for a nonhomogeneous poisson process. Manage Sci 37:886–900
Leemis LM (1982) Sequential probability ratio tests for the shape parameter of a nonhomogeneous poisson process. IEEE Trans Reliab 31:79–83
Leemis LM (1987) Efficient sequential estimation in a nonhomogeneous poisson process. IEEE Trans Reliab 36:255–258
Rigdon SE, Basu AP (1989) The power law process: a model for the reliability of repairable systems. J Qual Technol 21:251–260
Landwirtschaftskammer Schleswig-Holstein Wind Energie, Praxisergebnisse 1993–2004. Rendsbug, Germany, 2008, Eggersglüss ed. (Note: this source appeared initially in [19] and recited here)
Welte T (2009) Using state diagrams for modeling maintenance of deteriorating systems. IEEE Trans Power Syst 24:58–66
Hoskins RP, Strbac G, Brint AT (1999) Modelling the degradation of condition indices. In: IEEE Proceedings of generation, transmission and distribution, vol 146, pp 386–392
Norris J (1998) Markov chains. Cambridge University Press, Cambridge
Puterman M (1994) Markov decision process. Wiley, New York
Lovejoy W (1987) Some monotonicity results for partially observed Markov decision processes. Oper Res 35:736–742
Rosenfield D (1976) Markovian deterioration with uncertain information. Oper Res 24:141–155
Ross S (1971) Quality control under Markovian deterioration. Manage Sci 19:587–596
Ohnishi M, Kawai H, Mine H (1986) An optimal inspection and replacement policy under incomplete state information. Eur J Oper Res 27:117–128
Maillart LM (2006) Maintenance policies for systems with condition monitoring and obvious failures. IIE Trans 38:463–475
Maillart LM, Zheltova L (2007) Structured maintenance policies in interior sample paths. Naval Res Logistics 54:645–655
Ghasemi A, Yacout S, Ouali MS (2007) Optimal condition based maintenance with imperfect information and the proportional hazards model. Int J Prod Res 45:989–1012
Thomas LC, Gaver DP, Jacobs PA (1991) Inspection models and their application. IMA J Math Appl Bus Ind 3:283–303
Kim YH, Thomas LC (2006) Repair strategies in an uncertain environment: Markov decision process approach. J Oper Res Soc 57:957–964
International Electrotechnical Commission (2005) IEC 61400-1: wind turbines, #Part 1: design requirements, 3rd edn. IEC, Geneva
Fitzwater LM, Winterstein SR, Cornell CA (2002) Predicting the long term distribution of extreme loads from limited duration data: comparing full integration and approximate methods. J Sol Energy Eng 124:378–386
Agarwal P, Manuel L (2009) Simulation of offshore wind turbine response for ultimate limit states. Eng Struct 31:2236–2246
Fogle J, Agarwal P, Manuel L (2008) Towards an improved understanding of statistical extrapolation for wind turbine extreme loads. Wind Energy 11:613–635
Hahn B, Durstewitz M, Rohrig K (2007) Reliability of wind turbines, experiences of 15Â years with 1,500 WTs in wind energy. Springer, Berlin
NOAA—National Oceanic and Atmospheric Administration http://www.noaa.gov/
ReliaSoft BlocSim-7 software (2007) http://www.reliasoft.com/products.htm/
West Texas Mesonet (2008) http://www.mesonet.ttu.edu/
Billinton R, Allan RN (1996) Reliability evaluation of power systems, 2nd edn. Plenum Press, New York
Negra N, Holmstrøm O, Bak-Jensen B, Sørensen P (2007) Wind farm generation assessment for reliability analysis of power systems. Wind Eng 31:383–400
Borges CLT, Falcão DM (2001) Power system reliability by sequential Monte Carlo simulation on multicomputer platforms. Lect Notes Comput Sci 1981:242–253
Wang L, Singh C (2008) Adequacy assessment of power systems through hybridization of Monte Carlo simulation and artificial immune recognition system. In: Proceedings of the power systems computation conference, Glasgow
Blaabjerg F, Teodorescu R, Liserre M, Timbus AV (2006) Overview of control and grid synchronization for distributed power generation systems. IEEE Trans Ind Electron 53:1398–1409
Kaldellis JK, Kavadias KA, Filios AE, Garofallakis S (2004) Income loss due to wind energy rejected by the Crete island electrical network—the present situation. Appl Energy 79:127–144
Hansen AD, Cutululis N, Sørensen P, Iov F, Larsen TJ (2007) Simulation of a flexible wind turbine response to a grid fault. In: Proceedings of the 2007 European wind energy conference and exhibition, Milan
Chen Z, Guerrero JM, Blaabjerg F (2009) A review of the state of the art of power electronics for wind turbines. IEEE Trans Power Electron 24:1859–1875
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Byon, E., Ntaimo, L., Singh, C., Ding, Y. (2013). Wind Energy Facility Reliability and Maintenance. In: Pardalos, P., Rebennack, S., Pereira, M., Iliadis, N., Pappu, V. (eds) Handbook of Wind Power Systems. Energy Systems. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-41080-2_19
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