Application Research of the Improved Overall Temporal and Spatial Economic Operation Model Based on Information Entropy in Large-Scale Hydropower Station
Liu Yang (),
Kan Yang and
Lei Chen
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Liu Yang: Hohai University
Kan Yang: Hohai University
Lei Chen: Fujian Province Investigation Design and Research Institute of Water Conservancy and Hydropower
Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), 2018, vol. 32, issue 7, No 14, 2437-2456
Abstract:
Abstract For the high dimensional and complex inner-plant economical operation problem of large hydropower station, an improved ant colony optimization with adaptive ability, inspiring ability and local search ability was proposed. Spatial optimal load distribution model and temporal unit commitment model was combined into an overall temporal and spatial economic operation model, in which an innovative ant colony model of multiple ant colonies, multiple outsets and multiple routes was adopted. Information entropy was applied to adjust the path selection strategy and pheromone updating strategy of ant colonies along with the change of its value during the iteration. Two inspiring factors were applied in the algorithm to guide the ant colonies to search for optimal paths in a more efficient and targeted way. Local search ability was guaranteed by local translation of unit start-stop points of the optimal solution in each iteration. In the optimal load distribution model, optimal distribution table was set in advance using dynamic programming, which only took account of the stable operation regions and avoided the cavitation and vibration areas for the security and stability of units. The proposed method is applied to the Three Gorges Hydroelectric plant. Compared with other methods under different water heads, this method shows optimized result under the premise of both calculation speed and stability.
Keywords: Ant colony optimization; Hydropower station; Inner-plant economical operation; Unit commitment; Information entropy; Inspiring factor; Load distribution; Optimal distribution table (search for similar items in EconPapers)
Date: 2018
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Citations: View citations in EconPapers (3)
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DOI: 10.1007/s11269-018-1938-0
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