Title :
Multicriteria Planning for Distributed Wind Generation Under Strategic Maintenance
Author :
Jin, Tongdan ; Tian, Yu ; Zhang, Cai Wen ; Coit, David W.
Author_Institution :
Ingram Sch. of Eng., Texas State Univ., San Marcos, TX, USA
Abstract :
Power intermittency and maintenance cost are the major challenges in harvesting wind energy. This paper proposes a multicriteria optimization model to design and operate a wind-based distributed generation (DG) system. The goal is to determine the equipment sizing, siting, and maintenance schedules so that the system cost is minimized while the turbine reliability is maximized. System cost comprises initial capital, operations, maintenance, downtime losses, and environmental penalty. The study makes an early attempt to incorporate the maintenance policy of generating units into the planning model. The moment method and the central limit theorem are used to characterize the power intermittency and the load uncertainty. A genetic algorithm is developed to search the nondominant solution set for the equipment siting, sizing, and maintenance intervals. The proposed model is demonstrated on the IEEE 37-node distribution network considering independent and correlated wind speed scenarios.
Keywords :
cost reduction; distributed power generation; energy harvesting; genetic algorithms; method of moments; power apparatus; power generation economics; power generation reliability; wind power plants; wind turbines; DG system; IEEE 37-node distribution network; central limit theorem; cost minimization; distributed generation; distributed wind generation; equipment siting; equipment sizing; genetic algorithm; load uncertainty; maintenance interval; maintenance policy; moment method; multicriteria optimization model; power generating unit; power generation planning; power intermittency; strategic maintenance cost; wind energy harvesting; wind turbine reliability; Density estimation robust algorithm; Load modeling; Maintenance engineering; Planning; Random variables; Reliability; Wind speed; Chance constraint; moment method; multicriteria programming; preventive maintenance; renewable energy;
Journal_Title :
Power Delivery, IEEE Transactions on
DOI :
10.1109/TPWRD.2012.2222936