期刊文献+

基于创新扩散理论的中国电动汽车广义Bass模型 被引量:20

Development of a Generalized Bass Model for Chinese Electric Vehicles Based on Innovation Diffusion Theory
在线阅读 下载PDF
导出
摘要 根据创新扩散理论,通过对广义Bass模型的扩展,提出了考虑基础设施建设和价格下降影响的中国电动汽车的创新扩散模型。利用混合动力汽车在美国扩散的时间序列数据,采用遗传算法对模型参数进行了估计。通过该模型,预测了在自由、基本和理想三种市场效能情景下2012~2020年电动汽车在中国的销量情况。结果表明,对电动汽车的创新采用者来说,基础设施建设的完善程度比价格更能影响他们的购买决策,在理想情景下,电动汽车的年销量在2019年达到最高点,2020年累计销量达到635万辆。 This paper proposes an innovation diffusion model for Chinese electric vehicles (EVs)based on the extension of generalized Bass model considering infrastructure and price reduction effects. Genetic Algorithm was adopted to estimate the parameters using the diffusion data of Hybrid Electric Vehicle in United States. The developed model forecasted the sales of EVs in China from 2012 to 2020 under the three different scenarios. The result shows that the purchase decisions of EVs in- novators are more likely affected by the construction of infrastructure rather than the price. In the ideal scenario, the EVs sales is expected to reach the peak in 2019 and the accumulative amount will achieve 6.35 million in 2020.
出处 《软科学》 CSSCI 北大核心 2013年第4期17-22,共6页 Soft Science
基金 上海市优秀学术带头人计划项目(11XD1405100)
关键词 电动汽车 创新扩散 广义Bass模型 遗传算法 销量预测 electric vehicle innovation diffusion generalized Bass model Genetic Aalgorithm sales forecasting
作者简介 作者简介:任斌(1988-),男,浙江上虞人,硕士研究生,研究方向为电动汽车与科技创新; 邵鲁宁(1982-),男,山东泰安人,讲师,研究方向为科技发展与管理; 尤建新(1961-),男,江苏苏州人,教授、博士生导师,研究方向为创新与质量管理。
  • 相关文献

参考文献16

  • 1马钧,王宁,孔德洋.基于AHP及Logit回归的新能源汽车市场预测模型[J].同济大学学报(自然科学版),2009,37(8):1079-1084. 被引量:33
  • 2Shepherd S, Bonsall P, Harrison G. Factors Affecting Future De- mand for Electric Vehicles: A Model Based Study [ J ]. Transport Policy, 2012, 20(3) :52 -74.
  • 3Bass F M. Comments on "A New Product Growth for Model Con- sumer Durables the Bass Model" [ J]. Management Sciece, 2004, 50 (12) : 1833 - 1840.
  • 4Thomas R. Comments on the Relationship between Diffusion Rates, Experience Curves, and Demand Elasticities for Consumer Durable Technological Innovations [ J ]. Journal of Business, 1980, 53(3) :69 -78.
  • 5Bass F M. Why the Bass Model Fits Without Decision Varibles [J]. Marketing Science, 1994, 13(3):203-223.
  • 6Rao R C. Effect of Price on the Demand for Durables: Modeling, Estimation and Findings [ J ]. Journal of Business & Economies Sa- tistics, 1990, 8(2) :163 - 170.
  • 7Mabajan V, Muller E, Bass F M. New Product Diffusion Models in Marketing: A Review and Directions for Research [ J ]. Journal of Marketing, 1990, 54( 1 ) :1 -26.
  • 8Moral P, Miclo L. Asymptotic Results for Genetic Algorithms with Applications to Nonlinear Estimation [ M ]. Springer - Verlag, Ber- lin, Germany, 2001 : 439 494.
  • 9叶强,王贺武.关于电动汽车商业模式系统的理论思考[J].中国科技论坛,2012(1):44-48. 被引量:23
  • 10Rogers E M. Diffusion of Innovations[ M]. New York: The Free Press, 1962.

二级参考文献31

共引文献56

同被引文献226

引证文献20

二级引证文献188

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部