Journal
ENERGY CONVERSION AND MANAGEMENT
Volume 154, Issue -, Pages 138-148Publisher
PERGAMON-ELSEVIER SCIENCE LTD
DOI: 10.1016/j.enconman.2017.10.031
Keywords
Wind and solar resources; Complementarity maps; Kernel density estimation; Copula; Spatial and temporal features
Categories
Funding
- National Natural Science Foundation of China [51590911]
- National Key R & D Program of China [2016YFC0700403]
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Wind and solar energy are two kinds of renewable energy resources with huge potential. Complementarity research between wind and solar resources is quite important for the efficient use of them due to their uncertainty and stochastic volatility. In this paper, the current situation of wind and solar photovoltaic power development in China is firstly introduced. Secondly, the dependence model of wind-sun energy is established by combining copula approach and the Gaussian kernel function, which is a kind of nonparametric kernel density estimation. The copula approach can characterize the dependence structure between the variables so completely that the Kendall's rank correlation coefficient tau calculated from the model above is more accurate. The wind-sun complementarity maps of various regions in China for the whole year and four seasons are further built by using the k-means clustering algorithm with tau as the regionalization indicator. At last, the study analyzes spatial and temporal distribution features of wind-sun complementarity. The results are as following: in spatial dimension of China, Category I (-0.95 < tau <= -0.80) concentrates in the northwest of China; Category II (-0.80 < tau <= 0.60) diffuses in the north, west and a few coastal regions; Category III (-0.60 < tau <= -0.30) is dispersed in the eastern, southwestern and western regions; Category IV (-0.30 < tau <= 0.10) is mostly in the central and southeastern regions. In general, the northwestern and northern regions are more likely to adopt the concept of wind-sun complementarity. In temporal dimension, wind-sun complementarity in spring and summer is superior to that in autumn and winter. The maps have a certain reference significance for renewable resources develop-planning and management in China.
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