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Author:

Yang, Li (Yang, Li.) | Peng, Rui (Peng, Rui.) (Scholars:彭锐) | Li, Gaoyang (Li, Gaoyang.) | Lee, Chi-Guhn (Lee, Chi-Guhn.)

Indexed by:

EI Scopus SCIE

Abstract:

Operations & maintenance management is a cost effective approach to ensuring reliable and safe way to control and maintain wind farms. An essential objective is to improve the revenue level by balancing the increase of power generation and the reduction of operational costs. Despite prominent research advancements in wind farm operations & maintenance, no attempts have successfully integrated diverse impacts of wind conditions and resource constraints into the decision-making process. This paper develops a new framework by incorporating: (1) both positive (maintenance opportunity) and negative (maintenance delay) impacts of wind conditions, and (2) production losses during downtime due to resource constraints. A wind-centered maintenance policy integrating multiple maintenance opportunities is designed. Furthermore, a two-level resource scheduling problem with constraints in both repairmen and maintenance teams is solved using a combination of the Multifit algorithm and a heuristic algorithm. The net revenue is evaluated using the performance-contracting and optimized via the artificial bee colony algorithm. The applicability of the framework is demonstrated by a case study from an onshore wind farm in Ontario. Experimental findings illustrate that: (1) wind-centered opportunistic maintenance can effectively improve system revenue, and (2) the proposed framework shows a better performance when facing resource shortages or maintenance delays.

Keyword:

Resource constraint Operations & maintenance Revenue optimization Wind farm Weather condition Power generation

Author Community:

  • [ 1 ] [Yang, Li]Beihang Univ, Sch Reliabil & Syst Engn, Beijing, Peoples R China
  • [ 2 ] [Peng, Rui]Beijing Univ Technol, Sch Econ & Management, Beijing, Peoples R China
  • [ 3 ] [Li, Gaoyang]Xi An Jiao Tong Univ, Sch Elect Engn, Xian, Peoples R China
  • [ 4 ] [Li, Gaoyang]Univ Toronto, Dept Mech & Ind Engn, Toronto, ON, Canada
  • [ 5 ] [Lee, Chi-Guhn]Univ Toronto, Dept Mech & Ind Engn, Toronto, ON, Canada

Reprint Author's Address:

  • [Li, Gaoyang]Xi An Jiao Tong Univ, Sch Elect Engn, Xian, Peoples R China

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Related Keywords:

Source :

ENERGY CONVERSION AND MANAGEMENT

ISSN: 0196-8904

Year: 2020

Volume: 205

1 0 . 4 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:115

Cited Count:

WoS CC Cited Count: 34

SCOPUS Cited Count: 58

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

Affiliated Colleges:

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