4.7 Article

Measuring environmental performance of power dispatch influenced by low-carbon approaches

期刊

RENEWABLE ENERGY
卷 209, 期 -, 页码 325-339

出版社

PERGAMON-ELSEVIER SCIENCE LTD
DOI: 10.1016/j.renene.2023.04.024

关键词

Low-carbon power dispatch; Wind power integration; Carbon reduction cooperation; Environmental performance

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This paper introduces wind power integration and carbon reduction cooperation as low-carbon approaches in the current power dispatching process. A low-carbon power dispatch model for wind power integrated system with carbon reduction cooperation is proposed. Methods related to wind speed prediction, optimization algorithm, and efficiency evaluation are discussed. Empirical analysis shows the superiority of the ARIMA-NARX model for wind speed prediction, the better optimization effect of GA-PSO compared to GA and PSO, and the facilitation of the two low-carbon approaches in achieving system carbon reduction targets with good environmental performance of power dispatch.
Wind power integration and carbon reduction cooperation, as low-carbon approaches, are introduced into the current power dispatching process under carbon reduction requirements. In order to measure the environmental performance of power dispatch influenced by the above approaches, this paper firstly presents a low-carbon power dispatch model for wind power integrated system imported with carbon reduction cooperation. Next, the methods related to wind speed prediction, optimization algorithm and efficiency evaluation are fully discussed. Finally, empirical analysis shows that: (1) the overall effect of ARIMA-NARX model is superior to that of ARIMA model for wind speed prediction, whose MSE is reduced by 79.73%, (2) compared with GA and PSO, GA-PSO has better effect of optimization, which can effectively jump out of the local optimal value, and its convergence speed keeps improving, (3) the two low-carbon approaches can facilitate the achievement of system carbon reduction targets with good environmental performance of power dispatch, and (4) low-carbon power dispatching strategies taking full account of these two approaches are developed, which proves to be of reliability, economy and environment.

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