Chapter
Jul 2, 2019
Vehicle Defect Risk Early-Warning Model Based on Multi-Source Information Fusion
Authors: Jingjing Tian [email protected], Ning Sun [email protected], Li Song [email protected], Fan Fei [email protected], and Huitong Li [email protected]Author Affiliations
Publication: CICTP 2019
Abstract
The recall management of defective automobiles is an important measure to improve the quality and safety of automobiles. Automobile defect determination is the basis of recall management, which is a complex system of engineering, including basic data acquisition, data analysis, engineering testing, etc. From the perspective of defect risk early-warning, this paper synthesizes the evaluation requirements for batch, safety, design, and manufacturing reasons regarding automobile defect determination; extracts the multi-source quality and safety factors, and constructs the indicator system for automobile defect risk early-warning. Based on the historical data of automobile recall, this paper analyzes the thresholds of quality and safety factors, and establishes logistic regression, classification tree, random forest, and bagging models based on automobile defect risk early-warning and analyzes the examples. The research has shown that the applicability and accuracy of the logistic model can best meet the actual needs of automobile defect risk early-warning.
Get full access to this chapter
View all available purchase options and get full access to this chapter.
Information & Authors
Information
Published In
Copyright
© 2019 American Society of Civil Engineers.
History
Published online: Jul 2, 2019
Permissions
Request permissions for this article.
Authors
Affiliations
State Administration for Market Regulation, Defective Project Management Center, Beijing 100191, China. E-mail: [email protected]
State Administration for Market Regulation, Defective Project Management Center, Beijing 100191, China. E-mail: [email protected]
State Administration for Market Regulation, Defective Project Management Center, Beijing 100191, China. E-mail: [email protected]
State Administration for Market Regulation, Defective Project Management Center, Beijing 100191, China. E-mail: [email protected]
State Administration for Market Regulation, Defective Project Management Center, Beijing 100191, China. E-mail: [email protected]
Metrics & Citations
Metrics
Citations
Download citation
If you have the appropriate software installed, you can download article citation data to the citation manager of your choice. Simply select your manager software from the list below and click Download.
View Options
Get Access
Access content
Please select your options to get access
Log in/Register
Log in via your institution (Shibboleth)
ASCE Members:
Please log in to see member pricing
Purchase
Save for later Item saved, go to cart Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.
Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
Get Access
Access content
Please select your options to get access
Log in/Register
Log in via your institution (Shibboleth)
ASCE Members:
Please log in to see member pricing
Purchase
Save for later Item saved, go to cart Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.
Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.