DocumentCode
2215853
Title
Family cars´ life cycle cost estimation method based-on CBR and data warehouse
Author
Chen, Xiaochuan ; Qiu, Chenxi ; Yuan, Jie ; Tian, Zhongxu
Author_Institution
Mech. Eng. Coll., Donghua Univ., Shanghai, China
Volume
1
fYear
2010
fDate
20-22 Aug. 2010
Abstract
Design for cost (DFC) is a method that reduces life cycle cost (LCC) at design stage. From the angle of DFC, family cars´ LCC data warehouse was established. It includes 300 thousand plus records about 3500 car models in last 26 months. Car´s body structure, exhaust quantity, engine type, size(length, height, width), weight, transmission type, maximum speed, maximum power, maximum twisting moment/ torque, actuating feature, fuel grade, wheelbase, listing year were included in the data warehouse. Gasoline price and car´s price were also included. At conceptual design stage, cars´ LCC were estimated using case-based reasoning (CBR) method. Using decision tree classification algorithm based on information entropy sort cars´ attributes value. Then using Analytical Hierarchy Process (AHP), weights of cars´ attributes are obtained. Finally, an example was given. Canberra distance and weights algorithm were used to measure the similarity among those cases. It is meaningful for raising estimation accuracy.
Keywords
automobiles; case-based reasoning; data warehouses; decision making; decision trees; design engineering; life cycle costing; pattern classification; production engineering computing; CBR; Canberra distance; analytical hierarchy process; case-based reasoning method; conceptual design stage; data warehouse; decision tree classification algorithm; design for cost; family cars life cycle cost estimation method; information entropy sort cars attributes value; weights algorithm; Accuracy; Size measurement; Torque; Weight measurement; case-based reasoning; data warehouse; decision tree; family cars; life cycle cost;
fLanguage
English
Publisher
ieee
Conference_Titel
Advanced Computer Theory and Engineering (ICACTE), 2010 3rd International Conference on
Conference_Location
Chengdu
ISSN
2154-7491
Print_ISBN
978-1-4244-6539-2
Type
conf
DOI
10.1109/ICACTE.2010.5579032
Filename
5579032
Link To Document