Title: A two-stage approach based on ANFIS and fuzzy goal programming for supplier selection
Authors: Kaveh Khalili-Damghani; Hossein Dideh-Khani; Soheil Sadi-Nezhad
Addresses: Department of Industrial Engineering, South-Tehran Branch, Islamic Azad University Tehran, No. 148, 134 Ave., 111 St., Tehran-Pars, 1651893181, Tehran, Iran ' Department of Industrial Engineering, Aliabad Katoul Branch, Islamic Azad University, Daneshgah Blvd, Aliabad Katoul, Golestan, 93451-49417, Iran ' Department of Industrial Engineering, Science and Research Branch, Faculty of Engineering, Islamic Azad University Tehran, Hesarak, Poonak, Tehran, 1477893855, Iran
Abstract: In this paper a hybrid approach based on artificial neural network fuzzy inference system (ANFIS) and fuzzy goal programming (FGP) has been proposed to deal with the supplier selection problem. Under lack of thorough knowledge for supplier selection problem in real conditions, knowledge of experts is usually a proper substitute. Proposed approach includes two stages. First, an ANFIS model is constructed to obtain overall utility of suppliers based on the expert's experiences by considering interrelations between four main criteria obtained through the decision team. At the second stage, an FGP model developed to obtain the optimal purchasing quantity from the suppliers with respect to the goals and model constraints. Finally, the proposed procedure has been applied in a wire harness company in Iran.
Keywords: supplier selection; adaptive neuro fuzzy inference systems; ANFIS; fuzzy goal programming; FGP; fuzzy logic; neural networks; wire harness industry; Iran.
International Journal of Applied Decision Sciences, 2013 Vol.6 No.1, pp.1 - 14
Published online: 28 Nov 2013 *Full-text access for editors Access for subscribers Purchase this article Comment on this article