404
Views
2
CrossRef citations to date
0
Altmetric
Research Articles

Opportunistic maintenance optimisation for offshore wind farm with considering random wind speed

ORCID Icon &
Pages 1862-1878 | Received 22 Mar 2022, Accepted 03 Apr 2023, Published online: 03 May 2023

References

  • Abdollahzadeh, H., K. Atashgar, and M. Abbasi. 2016. “Multi-objective Opportunistic Maintenance Optimization of a Wind Farm Considering Limited Number of Maintenance Groups.” Renewable Energy 88: 247–261. doi:10.1016/j.renene.2015.11.022.
  • Dalgic, Y., I. Lazakis, O. Turan, and A. Judah. 2015. “Investigation of Optimum Jack-Up Vessel Chartering Strategy for Offshore Wind Farm O&M Activities.” Ocean Engineering 95: 106–115. doi:10.1016/j.oceaneng.2014.12.011.
  • Ding, F. F., and Z. G. Tian. 2012. “Opportunistic Maintenance for Wind Farms Considering Multi-Level Imperfect Maintenance Thresholds.” Renewable Energy 45: 175–182. doi:10.1016/j.renene.2012.02.030.
  • Duan, C. Q., C. Deng, A. Gharaei, J. Wu, and B. R. Wang. 2018. “Selective Maintenance Scheduling under Stochastic Maintenance Quality with Multiple Maintenance Actions.” International Journal of Production Research 56 (23): 7160–7178. doi:10.1080/00207543.2018.1436789.
  • Erguido, A., A. C. Márquez, E. Castellano, and J. F. G. Fernández. 2017. “A Dynamic Opportunistic Maintenance Model to Maximize Energy-Based Availability While Reducing the Life Cycle Cost of Wind Farms.” Renewable Energy 114: 843–856. doi:10.1016/j.renene.2017.07.017.
  • Fan, D. M., Y. Ren, Q. Feng, B. Y. Zhu, Y. L. Liu, and Z. L. Wang. 2019. “A Hybrid Heuristic Optimization of Maintenance Routing and Scheduling for Offshore Wind Farms.” Journal of Loss Prevention in the Process Industries 62: 103949. doi:10.1016/j.jlp.2019.103949.
  • Garcia-Teruel, A., G. Rinaldi, P. R. Thies, L. Johanning, and H. Jeffrey. 2022. “Life Cycle Assessment of Floating Offshore Wind Farms: An Evaluation of Operation and Maintenance.” Applied Energy 307: 118067. doi:10.1016/j.apenergy.2021.118067.
  • Hajej, Z., R. Nidhal, C. Anis, and M. Bouzoubaa. 2020. “An Optimal Integrated Production and Maintenance Strategy for a Multi-Wind Turbines System.” International Journal of Production Research 58 (21): 6417–6440. doi:10.1080/00207543.2019.1680897.
  • Irawan, C. A., N. Akbari, D. F. Jones, and D. Menachof. 2018. “A Combined Supply Chain Optimisation Model for the Installation Phase of Offshore Wind Projects.” International Journal of Production Research 56 (3): 1189–1207. doi:10.1080/00207543.2017.1403661.
  • Izquierdo, J., A. C. Márquez, J. Uribetxebarria, and A. Erguido. 2020. “On the Importance of Assessing the Operational Context Impact on Maintenance Management for Life Cycle Cost of Wind Energy Projects.” Renewable Energy 153: 1100–1110. doi:10.1016/j.renene.2020.02.048.
  • Jonge, B. D., and P. A. Scarf. 2020. “A Review on Maintenance Optimization.” European Journal of Operational Research 285 (3): 805–824. doi:10.1016/j.ejor.2019.09.047.
  • Kang, S. K., A. Khanjari, S. You, and J. Lee. 2021. “Comparison of Different Statistical Methods Used to Estimate Weibull Parameters for Wind Speed Contribution in Nearby an Offshore Site, Republic of Korea.” Energy Reports 7: 7358–7373. doi:10.1016/j.egyr.2021.10.078.
  • Kang, J. C., and C. G. Soares. 2020. “An Opportunistic Maintenance Policy for Offshore Wind Farms.” Ocean Engineering 216: 108075. doi:10.1016/j.oceaneng.2020.108075.
  • Kang, J. C., L. P. Sun, and C. G. Soares. 2019. “Fault Tree Analysis of Floating Offshore Wind Turbines.” Renewable Energy 133: 1455–1467. doi:10.1016/j.renene.2018.08.097.
  • Lazakis, I., and K. Shahroz. 2021. “An Optimization Framework for Daily Route Planning and Scheduling of Maintenance Vessel Activities in Offshore Wind Farms.” Ocean Engineering 225: 108752. doi:10.1016/j.oceaneng.2021.108752.
  • Le, B., and J. Andrews. 2016. “Modelling Wind Turbine Degradation and Maintenance.” Wind Energy 19 (4): 571–591. doi:10.1002/we.1851.
  • Li, M. X., X. L. Jiang, J. Carroll, and R. R. Negenborn. 2022. “A Multi-Objective Maintenance Strategy Optimization Framework for Offshore Wind Farms Considering Uncertainty.” Applied Energy 321: 119284. doi:10.1016/j.apenergy.2022.119284.
  • Li, M. X., X. L. Jiang, and R. R. Negenborn. 2021. “Opportunistic Maintenance for Offshore Wind Farms with Multiple-Component Age-Based Preventive Dispatch.” Ocean Engineering 231: 109062. doi:10.1016/j.oceaneng.2021.109062.
  • Liang, Z. L., B. Liu, M. Xie, and A. K. Parlikad. 2020. “Condition-Based Maintenance for Long-Life Assets with Exposure to Operational and Environmental Risks.” International Journal of Production Economics 221: 107482. doi:10.1016/j.ijpe.2019.09.003.
  • Likas, A., N. Vlassis, and J. J. Verbeek. 2003. “The Global K-Means Clustering Algorithm.” Pattern Recognition 36 (2): 451–461. doi:10.1016/S0031-3203(02)00060-2.
  • Lu, Y., L. P. Sun, X. Y. Zhang, F. Feng, J. C. Kang, and G. Q. Fu. 2018. “Condition Based Maintenance Optimization for Offshore Wind Turbine Considering Opportunities Based on Neural Network Approach.” Applied Ocean Research 74: 69–79. doi:10.1016/j.apor.2018.02.016.
  • Mininno, E., F. Neri, F. Cupertino, and D. Naso. 2011. “Compact Differential Evolution.” IEEE Transactions on Evolutionary Computation 15 (1): 32–54. doi:10.1109/TEVC.2010.2058120.
  • Nielsen, J. J., and J. D. Sørensen. 2011. “On Risk-Based Operation and Maintenance of Offshore Wind Turbine Components.” Reliability Engineering & System Safety 96 (1): 218–229. doi:10.1016/j.ress.2010.07.007.
  • Ozay, C., and M. S. Celiktas. 2016. “Statistical Analysis of Wind Speed Using Two-Parameter Weibull Distribution in Alaçatı Region.” Energy Conversion and Management 121: 49–54. doi:10.1016/j.enconman.2016.05.026.
  • Pandey, M., M. J. Zuo, R. Moghaddass, and M. K. Tiwari. 2013. “Selective Maintenance for Binary Systems under Imperfect Repair.” Reliability Engineering & System Safety 113: 42–51. doi:10.1016/j.ress.2012.12.009.
  • Papadopoulos, P., W. C. David, and A. E. Ahmed. 2021. “Seizing Opportunity: Maintenance Optimization in Offshore Wind Farms Considering Accessibility, Production, and Crew Dispatch.” IEEE Transactions on Sustainable Energy 13 (1): 111–121. doi:10.1109/TSTE.2021.3104982.
  • Radner, R., and D. W. Jorgenson. 1963. “Opportunistic Replacement of a Single Part in the Presence of Several Monitored Parts.” Management Science 10 (1): 70–84. doi:10.1287/mnsc.10.1.70.
  • Rahman, M. S., B. Colbourne, and F. Khan. 2020. “Conceptual Development of an Offshore Resource Centre in Support of Remote Harsh Environment Operations.” Ocean Engineering 203: 107236. doi:10.1016/j.oceaneng.2020.107236.
  • Ren, Z. R., A. S. Verma, Y. Li, J. J. E. Teuwen, and Z. Y. Jiang. 2021. “Offshore Wind Turbine Operations and Maintenance: A State-of-the-art Review.” Renewable and Sustainable Energy Reviews 144: 110886. doi:10.1016/j.rser.2021.110886.
  • Ruiz-Castro, J. E. 2016. “Markov Counting and Reward Processes for Analysing the Performance of a Complex System Subject to Random Inspections.” Reliability Engineering & System Safety 145: 155–168. doi:10.1016/j.ress.2015.09.004.
  • Sarker, B. R., and T. I. Faiz. 2016. “Minimizing Maintenance Cost for Offshore Wind Turbines Following Multi-Level Opportunistic Preventive Strategy.” Renewable Energy 85: 104–113. doi:10.1016/j.renene.2015.06.030.
  • Shafiee, M., M. Finkelstein, and C. Bérenguer. 2015. “An Opportunistic Condition-Based Maintenance Policy for Offshore Wind Turbine Blades Subjected to Degradation and Environmental Shocks.” Reliability Engineering & System Safety 142: 463–471. doi:10.1016/j.ress.2015.05.001.
  • Shen, J. Y., L. R. Cui, and Y. Z. Ma. 2019. “Availability and Optimal Maintenance Policy for Systems Degrading in Dynamic Environments.” European Journal of Operational Research 276 (1): 133–143. doi:10.1016/j.ejor.2018.12.029.
  • Sheu, S. H., C. C. Chang, and Y. L. Chen. 2012. “An Extended Sequential Imperfect Preventive Maintenance Model with Improvement Factors.” Communications in Statistics-Theory and Methods 41 (7): 1269–1283. doi:10.1080/03610926.2010.542852.
  • Soliman, A. A., A. H. Abd-Ellah, N. A. Abou-Elheggag, and E. A. Ahmed. 2013. “Reliability Estimation in Stress–Strength Models: An MCMC Approach.” Statistics 47 (4): 715–728. doi:10.1080/02331888.2011.637629.
  • Su, C., and Z. Y. Hu. 2018. “Reliability Assessment for Chinese Domestic Wind Turbines Based on Data Mining Techniques.” Wind Energy 21 (3): 198–209. doi:10.1002/we.2155.
  • Su, C., Q. Jin, and Y. Q. Fu. 2012. “Correlation Analysis for Wind Speed and Failure Rate of Wind Turbines Using Time Series Approach.” Journal of Renewable Sustainable Energy 4 (3): 032301. doi:10.1063/1.4730597.
  • Su, C., and Y. Liu. 2020. “Multi-objective Imperfect Preventive Maintenance Optimisation with NSGA-II.” International Journal of Production Research 58 (13): 4033–4049. doi:10.1080/00207543.2019.1641237.
  • Tang, J., A. Brouste, and K. L. Tsui. 2015. “Some Improvements of Wind Speed Markov Chain Modeling.” Renewable Energy 81: 52–56. doi:10.1016/j.renene.2015.03.005.
  • Taylor, S. G., G. Park, K. M. Farinholt, and M. D. Todd. 2013. “Fatigue Crack Detection Performance Comparison in a Composite Wind Turbine Rotor Blade.” Structural Health Monitoring 12 (3): 252–262. doi:10.1177/1475921712471414.
  • Tian, Z. G., T. D. Jin, B. R. Wu, and F. F. Ding. 2011. “Condition Based Maintenance Optimization for Wind Power Generation Systems under Continuous Monitoring.” Renewable Energy 36 (5): 1502–1509. doi:10.1016/j.renene.2010.10.028.
  • Tian, Z. G., and H. Zhang. 2022. “Wind Farm Predictive Maintenance Considering Component Level Repairs and Economic Dependency.” Renewable Energy 192: 495–506. doi:10.1016/j.renene.2022.04.060.
  • Tuyet, N. T. A., and S. Y. Chou. 2018. “Maintenance Strategy Selection for Improving Cost-Effectiveness of Offshore Wind Systems.” Energy Conversion and Management 157: 86–95. doi:10.1016/j.enconman.2017.11.090.
  • Valet, A., T. Altenmüller, B. Waschneck, M. C. May, A. Kuhnle, and G. Lanza. 2022. “Opportunistic Maintenance Scheduling with Deep Reinforcement Learning.” Journal of Manufacturing Systems 64: 518–534. doi:10.1016/j.jmsy.2022.07.016.
  • Wang, J. H., X. H. Zhang, J. C. Zeng, and Y. Z. Zhang. 2020. “Optimal Dynamic Imperfect Preventive Maintenance of Wind Turbines Based on General Renewal Processes.” International Journal of Production Research 58 (22): 6791–6810. doi:10.1080/00207543.2019.1685706.
  • Xie, K. G., Z. F. Jiang, and W. Y. Li. 2012. “Effect of Wind Speed on Wind Turbine Power Converter Reliability.” IEEE Transactions on Energy Conversion 27 (1): 96–104. doi:10.1109/TEC.2011.2179656.
  • Xie, L. B., X. M. Rui, S. Li, and X. Hu. 2019. “Maintenance Optimization of Offshore Wind Turbines Based on an Opportunistic Maintenance Strategy.” Energies 12 (14): 2650. doi:10.3390/en12142650.
  • Yang, L., R. Peng, G. Y. Li, and C. G. Lee. 2020. “Operations Management of Wind Farms Integrating Multiple Impacts of Wind Conditions and Resource Constraints.” Energy Conversion and Management 205: 112162. doi:10.1016/j.enconman.2019.112162.
  • Yu, Z., and A. Tuzuner. 2008. “Wind Speed Modeling and Energy Production Simulation with Weibull Sampling.” 2008 IEEE power and energy society general meeting-conversion and delivery of electrical energy in the 21st century 1:1–6.
  • Yürüşen, N. Y., P. N. Rowley, S. J. Watson, and J. J. Melero. 2020. “Automated Wind Turbine Maintenance Scheduling.” Reliability Engineering & System Safety 200: 106965. doi:10.1016/j.ress.2020.106965.
  • Zhang, C., W. Gao, S. Guo, Y. L. Li, and T. Yang. 2017. “Opportunistic Maintenance for Wind Turbines Considering Imperfect, Reliability-Based Maintenance.” Renewable Energy 103: 606–612. doi:10.1016/j.renene.2016.10.072.
  • Zhang, C., W. Gao, T. Yang, and S. Guo. 2019. “Opportunistic Maintenance Strategy for Wind Turbines Considering Weather Conditions and Spare Parts Inventory Management.” Renewable Energy 133: 703–711. doi:10.1016/j.renene.2018.10.076.
  • Zhang, X., Q. Miao, and Z. W. Liu. 2017. “Remaining Useful Life Prediction of Lithium-Ion Battery Using an Improved UPF Method Based on MCMC.” Microelectronics Reliability 75: 288–295. doi:10.1016/j.microrel.2017.02.012.
  • Zhang, X. H., and J. C. Zeng. 2015. “Deterioration State Space Partitioning Method for Opportunistic Maintenance Modelling of Identical Multi-Unit Systems.” International Journal of Production Research 53 (7): 2100–2118. doi:10.1080/00207543.2014.965354.
  • Zhao, Q., Y. P. Yuan, W. L. Sun, X. C. Fan, P. P. Fan, and Z. W. Ma. 2020. “Reliability Analysis of Wind Turbine Blades Based on Non-Gaussian Wind Load Impact Competition Failure Model.” Measurement 164: 107950. doi:10.1016/j.measurement.2020.107950.
  • Zheng, R., Y. F. Zhou, and Y. Z. Zhang. 2020. “Optimal Preventive Maintenance for Wind Turbines Considering the Effects of Wind Speed.” Wind Energy 23 (11): 1987–2003. doi:10.1002/we.2541.
  • Zhou, Y. F., J. D. Miao, B. Yan, and Z. S. Zhang. 2020. “Bio-Objective Long-Term Maintenance Scheduling for Wind Turbines in Multiple Wind Farms.” Renewable Energy 160: 1136–1147. doi:10.1016/j.renene.2020.07.065.
  • Zhou, P., and P. T. Yin. 2019. “An Opportunistic Condition-Based Maintenance Strategy for Offshore Wind Farm Based on Predictive Analytics.” Renewable and Sustainable Energy Reviews 109: 1–9. doi:10.1016/j.rser.2019.03.049.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.