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 :
بازگشت