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Article type: Research Article
Authors: Wu, Qionglinga | Lin, Jianb; * | Zhang, Shaohana | Tian, Zhiyongc
Affiliations: [a] College of Computer and Information Sciences, Fujian Agriculture and Forestry University, Fuzhou, China | [b] The Digital Fujian Research Institute of Big Data for Agriculture and Forestry, Fujian Agriculture and Forestry University, Fuzhou, China | [c] Beijing Intelligent Logistics System Collaborative Innovation Center, Beijing Wuzi University, Beijing, China
Correspondence: [*] Corresponding author. Jian Lin, The Digital Fujian Research Institute of Big Data for Agriculture and Forestry, Fujian Agriculture and Forestry University, Fuzhou 350002, China. E-mail: [email protected].
Abstract: This paper constructs the continuous-Young optimal weighted arithmetic averaging (C-YOWA) operator and the continuous-Young optimal weighted geometric (C-YOWG) operator based on definite integral and Young inequality. A series of special cases and main properties of the proposed aggregation operators are also investigated. In order to integrate heterogeneous interval data and obtain more accurate prediction results, the heterogeneous interval combination prediction (HICP) model based on C-YOWA operator, C-YOWG operator and Theil coefficient is proposed. The HICP model consider not only the existence of both additive and multiplicative interval information, but also the preference information of experts. Finally, the model is applied to the empirical analysis of wind energy prediction. The comparison of results shows that the established model can effectively improve the accuracy of prediction.
Keywords: Combination prediction, continuous aggregation operator, interval number, young inequality, Theil coefficient
DOI: 10.3233/JIFS-210004
Journal: Journal of Intelligent & Fuzzy Systems, vol. 41, no. 1, pp. 1031-1048, 2021
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