Title of article :
Two-tier Supplier Base Efficiency Evaluation Via Network DEA: A Game Theory Approach
Author/Authors :
Sadjadi, S. J. Department of Industrial Engineering - Iran University of Science and Technology, Tehran , Fathollah Bayati, M. Department of Industrial Engineering - Iran University of Science and Technology, Tehran
Abstract :
In today's competitive markets, firms try to reduce their supply cost by selecting efficient suppliers using different techniques. Several methods can be applied to evaluate the efficiency of supplier base. This paper develops generalized network data envelopment analysis models to examine the efficiency of two-tier supplier bases under cooperative and non-cooperative strategies where each tier has its own inputs/outputs and some outputs of the first tier can be fed back to the second tier. In cases that the proposed models become nonlinear an efficient heuristic method is proposed which can be used instead of existing time consuming methods like parametric linear programming approach. The implementation of the proposed method is demonstrated using a numerical examples and validity of proposed heuristic method is demonstrated via simulated data.
Farsi abstract :
اﻣﺮوزه ﺷﺮﮐﺖ ﻫﺎ در ﺗﻼش اﻧﺪ ﺗﺎ ﺑﺎ اﻧﺘﺨﺎب ﺗﺎﻣﯿﻦ ﮐﻨﻨﺪﮔﺎﻧﯽ ﻣﻨﺎﺳﺐ و ﺑﺎ ﮐﺎراﯾﯽ ﺑﺎﻻ، ﻫﺰﯾﻨﻪ ﻫﺎي ﺗﺎﻣﯿﻦ ﺧﻮد را ﺗﺎ ﺣﺪ اﻣﮑﺎن ﮐﺎﻫﺶ دﻫﻨﺪ. روش ﻫﺎي ﻣﺨﺘﻠﻔﯽ ﺑﻪ ﻣﻨﻈﻮر ارزﯾﺎﺑﯽ ﻣﺠﻤﻮﻋﻪ ﺗﺎﻣﯿﻦ ﮐﻨﻨﺪﮔﺎن وﺟﻮد دارد. در اﯾﻦ ﻣﻘﺎﻟﻪ ﻣﺪلﻫﺎﯾﯽ ﺟﺎﻣﻊ ﻣﺒﺘﻨﯽ ﺑﺮ ﺗﺤﻠﯿﻞ ﭘﻮﺷﺸﯽ داده ﻫﺎ ﺑﻪ ﻣﻨﻈﻮر ارزﯾﺎﺑﯽ ﻣﺠﻤﻮﻋﻪ ﻫﺎي دوﺳﻄﺤﯽ ﺗﺎﻣﯿﻦ ﮐﻨﻨﺪﮔﺎن ﺑﺎ در ﻧﻈﺮ ﮔﺮﻓﺘﻦ دو ﻣﮑﺎﻧﯿﺰم ﻣﺤﺘﻤﻞ ﺑﯿﻦ ﺳﻄﻮح ﻣﺨﺘﻠﻒ ﻣﺠﻤﻮﻋﻪ ﺗﺎﻣﯿﻦ ﮐﻨﻨﺪﮔﺎن )ﻣﮑﺎﻧﯿﺰم ﻫﺎي ﻫﻤﮑﺎري و ﻋﺪم ﻫﻤﮑﺎري( ﺗﻮﺳﻌﻪ داده ﺷﺪه اﻧﺪ. ﺳﺎﺧﺘﺎر در ﻧﻈﺮ ﮔﺮﻓﺘﻪ ﺷﺪه ﺑﺮاي ﻣﺠﻤﻮﻋﻪ ﺗﺎﻣﯿﻦ ﮐﻨﻨﺪﮔﺎن ﺑﺪﯾﻦ ﺻﻮرت اﺳﺖ ﮐﻪ ﻫﺮ ﺳﻄﺢ داراي ورودي و ﺧﺮوﺟﯽ اﺳﺖ و ﺑﺮﺧﯽ از ﺧﺮوﺟﯽ ﻫﺎي ﺳﻄﺢ دوم ورودي ﺳﻄﺢ اول اﺳﺖ. ﻫﻤﭽﻨﯿﻦ ﺑﺮﺧﯽ از ﺧﺮوﺟﯽ ﻫﺎي ﺳﻄﺢ اول ﻣﯽ ﺗﻮاﻧﺪ ﺑﻪ ﻋﻨﻮان ورودي ﺑﻪ ﺳﻄﺢ دوم ﺑﺎزﮔﺮداﻧﺪه ﺷﻮد. ﻧﻮآوري اﯾﻦ ﻣﻘﺎﻟﻪ ﺳﺎﺧﺘﺎر ﺟﺎﻣﻊ در ﻧﻈﺮ ﮔﺮﻓﺘﻪ ﺷﺪه ﺑﺮاي ﻣﺠﻤﻮﻋﻪ ﺗﺎﻣﯿﻦ ﮐﻨﻨﺪﮔﺎن، و ﻧﯿﺰ اراﺋﻪ ﯾﮏ روش اﺑﺘﮑﺎري ﺑﺮاي رﺳﯿﺪن ﺑﻪ ﺟﻮاب ﻣﻄﻠﻮب ﺑﺮاي ﻣﺪل ﻫﺎي ﻏﯿﺮﺧﻄﯽ ﺗﻮﺳﻌﻪ داده ﺷﺪه اﺳﺖ. در اﯾﻦ ﻣﻘﺎﻟﻪ، ﮐﺎرﺑﺮد ﻣﺪل ﻫﺎي ﭘﯿﺸﻨﻬﺎدي ﺑﺎ اﺳﺘﻔﺎده از ﯾﮏ ﻣﺜﺎل ﻋﺪدي در ﺻﻨﻌﺖ ﺧﻮدروﺳﺎزي ﻧﺸﺎن داده ﺷﺪه اﺳﺖ. ﻫﻤﭽﻨﯿﻦ ﺑﺮاي داده ﻫﺎي ﺷﺒﯿﻪ ﺳﺎزي ﺷﺪه، روش اﺑﺘﮑﺎري اراﺋﻪ ﺷﺪه ﺑﺎ روش ﺑﺮﻧﺎﻣﻪ رﯾﺰي ﭘﺎراﻣﺘﺮﯾﮏ ﻣﻘﺎﯾﺴﻪ و اﻋﺘﺒﺎرﺳﻨﺠﯽ ﮔﺮدﯾﺪه و ارﺟﺤﯿﺖ آن ﻧﺴﺒﺖ ﺑﻪ روش ﺑﺮﻧﺎﻣﻪ رﯾﺰي ﭘﺎراﻣﺘﺮﯾﮏ ﻧﺸﺎن داده ﺷﺪه اﺳﺖ.
Keywords :
Two-tier Supplier Base , Network Data Envelopment Analysis , Game Theory
Journal title :
International Journal of Engineering