A novel fractional-order accumulation grey power model and its application

被引:3
|
作者
Yang, Honglin [1 ]
Gao, Mingyun [2 ]
Xiao, Qinzi [3 ]
机构
[1] Hunan Univ, Sch Business Adm, Changsha 410082, Hunan, Peoples R China
[2] Cent China Normal Univ, Sch Informat Management, Wuhan 430079, Peoples R China
[3] Wuhan Inst Technol, Sch Management, Wuhan 430205, Peoples R China
基金
中国国家自然科学基金;
关键词
Grey forecasting; Grey power model; Generalized fractional-order accumulation; Derivation forms; BERNOULLI MODEL; PARAMETER OPTIMIZATION; SYSTEM MODEL; CONSUMPTION;
D O I
10.1007/s00500-022-07634-3
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Considering the effective service life of products, this study initially defined a generalized fractional-order accumulation generation matrix covering the effective accumulation percentage. We suggested a generalized fractional-order accumulation grey power model (GFAGMP(1,1) model) using this matrix, along with its parameter estimate, error analysis, and time response function solution. We studied transformation and the link from the generalized GM(1,1) model to GFAGMP(1,1) model on the basis of integral and power function transformation and deduced three derivation forms of this model and their application range via the class ratio analysis. Finally, different forecasting models were compared with the actual sales data of Chinese refrigerators. The results of comparison demonstrated the feasibility and effectiveness of the GFAGMP(1,1) model in forecasting the home-appliance supply chain demand in China.
引用
收藏
页码:1347 / 1365
页数:19
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