Projects per year
Abstract
This paper studies the model for scheduling both offshore wind farm maintenance tasks and power productions in consideration of their distinct scheduling timescales and the wind power uncertainty. A two-stage adaptive robust optimization model is formulated to derive the optimal schedule, which well handles wind turbine maintenance tasks and maximizes wind farm power productions by anticipating the worst wind power output scenario based on a wind power uncertainty set and a set of metocean conditions. In two decision stages, we schedule maintenance tasks daily and power productions hourly respectively. The proposed model is equivalently transformed to a form which can be efficiently solved by the column-and-constraint generation algorithm. Numerical experiments demonstrate the effectiveness and applicability of the proposed model considering wind farms of different large sizes. Results show that the developed model can maximize the total power production of the wind farm and enhance the robustness of obtained maintenance schedules against the wind power uncertainty.
Original language | English |
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Article number | 107013 |
Journal | International Journal of Electrical Power & Energy Systems |
Volume | 130 |
Online published | 31 Mar 2021 |
DOIs | |
Publication status | Published - Sept 2021 |
Research Keywords
- Wind farms
- Power production
- Robust optimization
- Scheduling model
- Operations and maintenance
- DECISION-SUPPORT
- VESSEL FLEET
- OPERATIONS
- COST
- RISK
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Dive into the research topics of 'A two-stage model for asynchronously scheduling offshore wind farm maintenance tasks and power productions'. Together they form a unique fingerprint.Projects
- 2 Finished
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GRF: Multi-Timescale Modeling for Optimizing Battery Management Systems in Electric Vehicles
ZHANG, Z. (Principal Investigator / Project Coordinator), TSUI, K. L. (Co-Investigator) & YANG, F. (Co-Investigator)
1/01/20 → 27/06/24
Project: Research
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GRF: A Collaborative Data-driven Methodology for Improving Wind Farm Operations and Maintenance
ZHANG, Z. (Principal Investigator / Project Coordinator)
1/01/19 → 7/06/23
Project: Research