Uncertain Bass model with application to new energy vehicle sales forecasting

被引:2
|
作者
Yang, Xiangfeng [1 ]
Chen, Ru [1 ]
Yang, Bai [2 ]
Li, Haoxuan [1 ]
机构
[1] Univ Int Business & Econ, Sch Informat Technol & Management, Beijing 100029, Peoples R China
[2] Chongqing Technol & Business Univ, Sch Business Adm, Chongqing 400067, Peoples R China
基金
中国国家自然科学基金;
关键词
Uncertainty theory; Bass model; Uncertain differential equation; Innovation diffusion; New energy vehicles; DIFFUSION; INNOVATION; GROWTH;
D O I
10.1016/j.ins.2024.121450
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The dissemination of predictive innovation is critical to technological development and engineering management. Given the uncertainty that exists in the real-world scenario, this paper incorporates uncertainty theory into the Bass model to improve product sales forecasts. An uncertain Bass model is developed to consider dynamic market conditions and unpredictable consumer behavior. Applying the sales data of the BYD Song Plus electric vehicle, the effectiveness of the uncertain Bass model in predicting product sales is verified. In addition, the model calculates the first hitting time, further demonstrating its practicality.
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页数:10
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