期刊文献+

基于BP神经网络的汽车外观设计评价方法 被引量:12

An Evaluation Method of Vehicle Exterior Design Based on BP Neural Network
下载PDF
导出
摘要 为了对汽车外观设计进行相对客观的评价,在分析人工神经网络原理的基础上提出了应用BP神经网络评价汽车外观设计的方法。根据BP神经网络具有自学习、自组织、自适应和非线性动态处理等优点,建立了汽车外观设计BP神经网络评价模型,选择20款汽车外观作为学习样本、8款汽车外观作为检验样本,利用MATLAB软件进行了BP网络的实例训练和验证。实验结果表明,BP神经网络模型可以较准确地对汽车外观设计进行评价。 In order to evaluate the exterior design of vehicles in a relatively objective way,the method of using BP neural network is proposed to evaluate vehicle exterior design after analyzing theory of artificial neural network.Based on the advantages of BP neural network such as self-learning,self-organization,self-adaption and nonlinear dynamic processing,a BP neural network evaluation model for vehicle exterior design was established.Twenty vehicle samples were selected as learning samples,and eight vehicle samples were used as test samples.The training and verification of the example of BP network were conducted using MATLAB software.The simulation results show that BP neural network is an efficient and accurate method to evaluate vehicle exterior design.
作者 李彦龙 蔡谦 孙久康 高想 LI Yanlong;CAI Qian;SUN Jiukang;GAO Xiang(School of Automotive Studies,Tongji University,Shanghai 201804,China;Design Department,SAIC Volkswagen Automotive Co.,Ltd.,Shanghai 201804,China)
出处 《同济大学学报(自然科学版)》 EI CAS CSCD 北大核心 2021年第1期116-123,共8页 Journal of Tongji University:Natural Science
关键词 工业设计 汽车外观设计 人工神经网络 评价模型 industrial design vehicle exterior design artificial neural network evaluation model
  • 相关文献

参考文献4

二级参考文献32

  • 1吕庆喆,言方荣,林金官.两种时间序列孤立点挖掘方法的比较[J].统计研究,2005,22(1):51-54. 被引量:5
  • 2冯夏庭,王泳嘉,卢世宗.边坡稳定性的神经网络估计[J].工程地质学报,1995,3(4):54-61. 被引量:116
  • 3薛新华,姚晓东.边坡稳定性预测的模糊神经网络模型[J].工程地质学报,2007,15(1):77-82. 被引量:23
  • 4王东武.知识创新、技术创新与管理创新的协同互动模式研究[J].华中农业大学学报(社会科学版),2007(3):65-68. 被引量:32
  • 5JAIDEEP C PRABHU,RAJESH K CHANDY & MARK E ELLIS. The impact of acquisitions on innovation: poison pill,placebo, or tonic[J]. Journal of Marketing, 2005,69:114-130.
  • 6RUI BAPTISTA, PETER SWANN. Do firms in clusters in- novate more[J]. Research Policy,1998(27) :525-540.
  • 7MCCORMICK D. African enterprise clusters and industriali- zation: theory and reality[J]. World Development, 1999,27(9):1531-1551.
  • 8BJORN T ASHEIM,ARNE ISAKSEN. Regional innovation systems:the integration of local sticky and global uhiquitous knowledge[J]. Journal of Technology Transfer, 2002 (27) : 77-86.
  • 9P M WRIGHT,W R BOSWELL. Desegregating HRM:a re view and synthesis of micro and macro human resource man- agement research [J]. Journal of Management, 2002, 28 (3) ,247-276.
  • 10飞思科技产品研发中心.MATLAB6.5辅助神经网络分析与设计[M].北京:电子工业出版社,2005.

共引文献53

同被引文献180

引证文献12

二级引证文献27

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