能源可持续性视角下的汽车产品组合设计:基于Lotka-Volterra MCGP模型的多准则决策

IF 1.3 4区 数学 Q3 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS
Jing Liang, Sheng-Yuan Wang, Xiao-Lan Wu
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引用次数: 0

摘要

汽车产品组合的低能耗、绿色化转型是大势所趋。汽车制造商通过设置多个标准(如燃料消耗、销售和数量)来做出产品组合决策。考虑到汽车产品之间的共生相互作用效应也很重要。为了实现上述研究目标,本文构建了Lotka-Volterra MCGP模型,对能源可持续性视角下的汽车产品组合设计进行多准则决策,并以华晨宝马为例说明多准则模型的使用过程。实证分析先后采用logistic模型测度产品增长,采用Lotka-Volterra模型分析产品组合的共生关系,最后采用MCGP模型进行多准则评价。为了验证模型的可靠性,本文从参数动态、系统边界、模型可扩展性等方面验证了模型的鲁棒性。实证分析和鲁棒性分析结果表明,本文提出的Lotka-Volterra MCGP模型适用于能源可持续性视角下的汽车产品组合设计多准则决策。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Automotive Product Portfolio Design from the Perspective of Energy Sustainability: Multicriteria Decision-Making Based on Lotka–Volterra MCGP Model
Low energy consumption and green transformation of automobile product portfolio is the trend of the times. Automotive manufacturers make product portfolio decisions by setting multiple criteria such as fuel consumption, sales, and volume. It is also important to take into account the symbiotic interaction effects between automotive products. In order to achieve the above research objectives, this paper constructs the Lotka–Volterra MCGP model to make multicriteria decisions on automobile product portfolio design from the perspective of energy sustainability with BMW Brilliance is taken as an example to illustrate the process of using the multicriteria model. The empirical analysis successively measures product growth using the logistic model, analyzes the symbiotic relationship of product portfolios using the Lotka–Volterra model, and finally performs multicriteria evaluation using the MCGP model. In order to verify the reliability of the model, this paper verifies the robustness of the model from the perspectives of parameter dynamics, system boundaries, and model scalability. The results of empirical analysis and robustness analysis show that the Lotka–Volterra MCGP model proposed in this paper is applicable to the multicriteria decision-making of automobile product portfolio design from the perspective of energy sustainability.
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来源期刊
Discrete Dynamics in Nature and Society
Discrete Dynamics in Nature and Society 综合性期刊-数学跨学科应用
CiteScore
3.00
自引率
0.00%
发文量
598
审稿时长
3 months
期刊介绍: The main objective of Discrete Dynamics in Nature and Society is to foster links between basic and applied research relating to discrete dynamics of complex systems encountered in the natural and social sciences. The journal intends to stimulate publications directed to the analyses of computer generated solutions and chaotic in particular, correctness of numerical procedures, chaos synchronization and control, discrete optimization methods among other related topics. The journal provides a channel of communication between scientists and practitioners working in the field of complex systems analysis and will stimulate the development and use of discrete dynamical approach.
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