DYNAMIC FUZZY DATA ENVELOPMENT ANALYSIS MODELS: CASE OF BUS TRANSPORT PERFORMANCE ASSESSMENT

被引:4
|
作者
Yen, Barbara T. H. [1 ]
Chiou, Yu-Chiun [2 ]
机构
[1] Griffith Univ, Griffith Sch Engn, Gold Coast Campus, Southport, Qld 4222, Australia
[2] Natl Chiao Tung Univ, Transportat & Logist Management, 4F,118 Sec 1,Chung Hsiao W Rd, Taipei 10012, Taiwan
关键词
Fuzzy data envelopment analysis; dynamic data envelopment analysis; bus transport; dynamic efficiency; membership function; TECHNICAL EFFICIENCY; PROGRAMMING APPROACH; PUBLIC-POLICY; DEA; PRODUCTIVITY; BENCHMARKING; AIRPORTS; AIRLINES;
D O I
10.1051/ro/2017064
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
In the transport field, two characteristics-inter-temporal dependency and fuzziness-need to be considered when assessing transport performance. First, input and output levels are inter-temporal dependent due to heavy capital investment and because quasi-fixed input can influence output levels over multiple periods. Second, conventional Data Envelopment Analysis (DEA) models are, in nature, formulated with quantitative variables. However, qualitative measurements that are characterized with "vagueness" or "fuzziness" are as important as quantitative variables for multi-period transport performance assessment. To rectify these problems, the present study extends previous research by proposing a Dynamic Fuzzy Data Envelopment Analysis (DFDEA) method for assessing the comparative efficiency where inter-temporal dependence exists in operating production processes with some "fuzzy" variables. An case study was conducted to evaluate the performance of city bus transport companies in Taipei, Taiwan. Results showed the superiority of the proposed DFDEA model by comparing the results with static models.
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页码:991 / 1005
页数:15
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