How to cite this paper
Achatbi, I., Amechnoue, K., haddadi, T & Allouch, S. (2020). Advanced system based on ontology and multi agent technology to handle upstream supply chain: intelligent negotiation protocol for supplier and transportation provider selection.Decision Science Letters , 9(3), 337-354.
Refrences
Achatbi, I., Amechnoue, K., & Allouch, S. A. (2017, April). An Ontology Based Approach to Organize Supplier and Transportation Provider Selection Negotiation in Multi-agent System Model. In International Conference on Advanced Information Technology, Services and Systems (pp. 129-137). Springer, Cham.
Cao, M., Luo, X., Luo, X. R., & Dai, X. (2015). Automated negotiation for e-commerce decision making: a goal deliberated agent architecture for multi-strategy selection. Decision Support Systems, 73, 1-14.
Chai, J., Liu, J. N., & Ngai, E. W. (2013). Application of decision-making techniques in supplier selection: A systematic review of literature. Expert systems with applications, 40(10), 3872-3885.
Chan, F. T., & Chan, H. K. (2010). An AHP model for selection of suppliers in the fast changing fashion market. The International Journal of Advanced Manufacturing Technology, 51(9-12), 1195-1207.
Chen, Y. M., & Huang, P. N. (2009). Agent-based bilateral multi-issue negotiation scheme for e-market transactions. Applied Soft Computing, 9(3), 1057-1067.
Chiang, C., & Chiang, W. C. (1996). Reducing inventory costs by order splitting in the sole sourcing environment. Journal of the Operational Research Society, 47(3), 446-456.
Choi, S. P. M., Liu, J., & Chan, S. P. (2001). A genetic agent-based negotiation system. Computer Networks, 37(2), 195–204.
Choy, K. L., & Lee, W. B. (2002). A generic tool for the selection and management of supplier relationships in an outsourced manufacturing environment: the application of case based reasoning. Logistics Information Management.
Choy, K. L., & Lee, W. B. (2003). A generic supplier management tool for outsourcing manufacturing. Supply Chain Management: An International Journal, 8(2), 140-154.
Choy, K. L., Lee, W. B., Lau, H. C., & Choy, L. C. (2005). A knowledge-based supplier intelligence retrieval system for outsource manufacturing. Knowledge-based Systems, 18(1), 1-17.
De Boer, L., Labro, E., & Morlacchi, P. (2001). A review of methods supporting supplier selection. European Journal of Purchasing & Supply Management, 7(2), 75-89.
Ding, H., Benyoucef, L., & Xie, X. (2005). A simulation optimization methodology for supplier selection problem. International Journal of Computer Integrated Manufacturing, 18(2-3), 210-224..
Faratin, P., Sierra, C., & Jennings, N. R. (1998). Negotiation decision functions for autonomous agents. Robotics and Autonomous Systems, 24(3–4), 159–182.
GüNeri, A. F., Ertay, T., & YüCel, A. (2011). An approach based on ANFIS input selection and modeling for supplier selection problem. Expert Systems with Applications, 38(12), 14907-14917..
Gencer, C., & Gürpinar, D. (2007). Analytic network process in supplier selection: A case study in an electronic firm. Applied mathematical modelling, 31(11), 2475-2486.
Ghadimi, P., Toosi, F. G., & Heavey, C. (2018). A multi-agent systems approach for sustainable supplier selection and order allocation in a partnership supply chain. European Journal of Operational Research, 269(1), 286-301.
Giovannucci, A., Rodríguez-Aguilar, J. A., Reyes, A., Noria, F. X., & Cerquides, J. (2008). Enacting agent-based services for automated procurement. Engineering Applications of Artificial Intelligence, 21(2), 183-199.
Giret, A., Trentesaux, D., Salido, M. A., Garcia, E., & Adam, E. (2018). A holonic multi-agent methodology to design sustainable intelligent manufacturing control systems. Journal of Cleaner Production, 167, 1370–1386.
Ho, W., Xu, X., & Dey, P. K. (2010). Multi-criteria decision making approaches for supplier evaluation and selection: A literature review. European Journal of Operational Research, 202(1), 16–24.
Hong, J. D., & Hayya, J. C. (1992). Just-in-time purchasing: single or multiple sourcing?. International Journal of Production Economics, 27(2), 175-181.
Huang, S. H., & Keskar, H. (2007). Comprehensive and configurable metrics for supplier selection. International journal of production economics, 105(2), 510-523.
Ishizaka, A., Pearman, C., & Nemery, P. (2012). AHPSort: an AHP-based method for sorting problems. International Journal of Production Research, 50(17), 4767-4784.
Jonker, C. M., & Treur, J. (2007). An agent architecture for multi-attribute negotiation. In IJCAI International Joint Conference on Artificial Intelligence (Vol. 15, pp. 1195–1201).
Lin, C., Chen, C., & Ting, Y. (2011). Expert Systems with Applications An ERP model for supplier selection in electronics industry. Expert Systems With Applications, 38(3), 1760–1765.
Lin, F. ren, & Lin, Y. yu. (2006). Integrating multi-agent negotiation to resolve constraints in fulfilling supply chain orders. Electronic Commerce Research and Applications, 5(4), 313–322.
Mendoza, A., & Ventura, J. A. (2013). Modeling actual transportation costs in supplier selection and order quantity allocation decisions. Operational Research, 13(1), 5–25.
Narayanan, V., & Jennings, N. R. (2005). An adaptive bilateral negotiation model for e- commerce settings. In Proceedings - Seventh IEEE International Conference on E-Commerce Technology, CEC 2005 (Vol. 2005, pp. 34–41).
Nejma, M., Zair, F., Cherkaoui, A., & Fourka, M. (2019). Advanced supplier selection: A hybrid multi-agent negotiation protocol supporting supply chain dyadic collaboration. Decision Science Letters, 8(2), 175–192.
Florez-Lopez, R. (2007). Strategic supplier selection in the added-value perspective: A CI approach. Information Sciences, 177(5), 1169-1179.
Ram, G. (1999). Managing supply chain inventories: A multiple retailer, one warehouse, multiple supplier model. International Journal of Production Economics, 59(1–3), 341–354.
Renna, P., & Argoneto, P. (2010). Production planning and automated negotiation for SMEs: An agent based e-procurement application. International Journal of Production Economics, 127(1), 73–84.
Sadigh, B. L., Unver, H. O., Nikghadam, S., Dogdu, E., Ozbayoglu, A. M., & Kilic, S. E. (2017). An ontology-based multi-agent virtual enterprise system (OMAVE): part 1: domain model l ing and rule management. International Journal of Computer Integrated Manufacturing, 30(2-3), 320-343.
Sanayei, A., Farid Mousavi, S., & Yazdankhah, A. (2010). Group decision making process for supplier selection with VIKOR under fuzzy environment. Expert Systems with Applications, 37(1), 24–30.
Sarkis, J., & Talluri, S. (2002). A Model for Strategic Supplier Selection. The Journal of Supply Chain Management, 38(1), 18–28.
Stank, T. P., & Goldsby, T. J. (2000a). A framework for transportation decision making in an integrated supply chain. Supply Chain Management: An International Journal, 5(2), 71–78.
Sachan, A., & Datta, S. (2005). Review of supply chain management and logistics research. International Journal of Physical Distribution & Logistics Management.
Swenseth, S. R., & Godfrey, M. R. (2002). Incorporating transportation costs into inventory replenishment decisions. International Journal of Production Economics, 77(2), 113-130.
Talluri, S. (2002). A buyer-seller game model for selection and negotiation of purchasing bids. European Journal of Operational Research, 143(1), 171–180.
Talluri S., & Baker R.C. (2002). A multi-phase mathematical programming approach for effective supply chain design. European Journal of Operational Research, 141, 544–558.
Tamma, V., Phelps, S., Dickinson, I., & Wooldridge, M. (2005). Ontologies for supporting negotiation in e-commerce. Engineering Applications of Artificial Intelligence, 18(2), 223–236.
Thomas, D. J., & Griffin, P. M. (1996). Coordinated supply chain management. European journal of operational research, 94(1), 1-15.
Tyworth, J. E. (1991). The inventory theoretic approach in transportation selection models: a critical review. Logistics and Transportation Review, 27(4), 299.
Wang, G., Wong, T. N., & Wang, X. (2013). An ontology based approach to organize multi-agent assisted supply chain negotiations. Computers & Industrial Engineering, 65(1), 2-15.
Wang, G., Wong, T. N., & Wang, X. (2014). A hybrid multi-agent negotiation protocol supporting agent mobility in virtual enterprises. Information Sciences, 282, 1-14.
Wang, M., Wang, H., Vogel, D., Kumar, K., & Chiu, D. K. (2009). Agent-based negotiation and decision making for dynamic supply chain formation. Engineering Applications of Artificial Intelligence, 22(7), 1046-1055.
Wang, X., Wong, T. N., & Wang, G. (2012). An ontological intelligent agent platform to establish an ecological virtual enterprise. Expert Systems with Applications, 39(8), 7050-7061.
Wooldridge, M., & Jennings, N. R. (1995). Intelligent agents: Theory and practice. The Knowledge Engineering Review, 10(2), 115–152.
Wu, T., & Blackhurst, J. (2009). Supplier evaluation and selection: an augmented DEA approach. International Journal of Production Research, 47(16), 4593-4608.
Yu, C., & Wong, T. N. (2015). A multi-agent architecture for multi-product supplier selection in consideration of the synergy between products. International Journal of Production Research, 53(20), 6059-6082.
Yu, C., & Wong, T. N. (2015). An agent-based negotiation model for supplier selection of multiple products with synergy effect. Expert Systems with Applications, 42(1), 223-237.
Yu, C., Zhao, W., & Li, M. (2019). An integrated sustainable supplier selection approach using compensatory and non-compensatory decision methods. Kybernetes.
Cao, M., Luo, X., Luo, X. R., & Dai, X. (2015). Automated negotiation for e-commerce decision making: a goal deliberated agent architecture for multi-strategy selection. Decision Support Systems, 73, 1-14.
Chai, J., Liu, J. N., & Ngai, E. W. (2013). Application of decision-making techniques in supplier selection: A systematic review of literature. Expert systems with applications, 40(10), 3872-3885.
Chan, F. T., & Chan, H. K. (2010). An AHP model for selection of suppliers in the fast changing fashion market. The International Journal of Advanced Manufacturing Technology, 51(9-12), 1195-1207.
Chen, Y. M., & Huang, P. N. (2009). Agent-based bilateral multi-issue negotiation scheme for e-market transactions. Applied Soft Computing, 9(3), 1057-1067.
Chiang, C., & Chiang, W. C. (1996). Reducing inventory costs by order splitting in the sole sourcing environment. Journal of the Operational Research Society, 47(3), 446-456.
Choi, S. P. M., Liu, J., & Chan, S. P. (2001). A genetic agent-based negotiation system. Computer Networks, 37(2), 195–204.
Choy, K. L., & Lee, W. B. (2002). A generic tool for the selection and management of supplier relationships in an outsourced manufacturing environment: the application of case based reasoning. Logistics Information Management.
Choy, K. L., & Lee, W. B. (2003). A generic supplier management tool for outsourcing manufacturing. Supply Chain Management: An International Journal, 8(2), 140-154.
Choy, K. L., Lee, W. B., Lau, H. C., & Choy, L. C. (2005). A knowledge-based supplier intelligence retrieval system for outsource manufacturing. Knowledge-based Systems, 18(1), 1-17.
De Boer, L., Labro, E., & Morlacchi, P. (2001). A review of methods supporting supplier selection. European Journal of Purchasing & Supply Management, 7(2), 75-89.
Ding, H., Benyoucef, L., & Xie, X. (2005). A simulation optimization methodology for supplier selection problem. International Journal of Computer Integrated Manufacturing, 18(2-3), 210-224..
Faratin, P., Sierra, C., & Jennings, N. R. (1998). Negotiation decision functions for autonomous agents. Robotics and Autonomous Systems, 24(3–4), 159–182.
GüNeri, A. F., Ertay, T., & YüCel, A. (2011). An approach based on ANFIS input selection and modeling for supplier selection problem. Expert Systems with Applications, 38(12), 14907-14917..
Gencer, C., & Gürpinar, D. (2007). Analytic network process in supplier selection: A case study in an electronic firm. Applied mathematical modelling, 31(11), 2475-2486.
Ghadimi, P., Toosi, F. G., & Heavey, C. (2018). A multi-agent systems approach for sustainable supplier selection and order allocation in a partnership supply chain. European Journal of Operational Research, 269(1), 286-301.
Giovannucci, A., Rodríguez-Aguilar, J. A., Reyes, A., Noria, F. X., & Cerquides, J. (2008). Enacting agent-based services for automated procurement. Engineering Applications of Artificial Intelligence, 21(2), 183-199.
Giret, A., Trentesaux, D., Salido, M. A., Garcia, E., & Adam, E. (2018). A holonic multi-agent methodology to design sustainable intelligent manufacturing control systems. Journal of Cleaner Production, 167, 1370–1386.
Ho, W., Xu, X., & Dey, P. K. (2010). Multi-criteria decision making approaches for supplier evaluation and selection: A literature review. European Journal of Operational Research, 202(1), 16–24.
Hong, J. D., & Hayya, J. C. (1992). Just-in-time purchasing: single or multiple sourcing?. International Journal of Production Economics, 27(2), 175-181.
Huang, S. H., & Keskar, H. (2007). Comprehensive and configurable metrics for supplier selection. International journal of production economics, 105(2), 510-523.
Ishizaka, A., Pearman, C., & Nemery, P. (2012). AHPSort: an AHP-based method for sorting problems. International Journal of Production Research, 50(17), 4767-4784.
Jonker, C. M., & Treur, J. (2007). An agent architecture for multi-attribute negotiation. In IJCAI International Joint Conference on Artificial Intelligence (Vol. 15, pp. 1195–1201).
Lin, C., Chen, C., & Ting, Y. (2011). Expert Systems with Applications An ERP model for supplier selection in electronics industry. Expert Systems With Applications, 38(3), 1760–1765.
Lin, F. ren, & Lin, Y. yu. (2006). Integrating multi-agent negotiation to resolve constraints in fulfilling supply chain orders. Electronic Commerce Research and Applications, 5(4), 313–322.
Mendoza, A., & Ventura, J. A. (2013). Modeling actual transportation costs in supplier selection and order quantity allocation decisions. Operational Research, 13(1), 5–25.
Narayanan, V., & Jennings, N. R. (2005). An adaptive bilateral negotiation model for e- commerce settings. In Proceedings - Seventh IEEE International Conference on E-Commerce Technology, CEC 2005 (Vol. 2005, pp. 34–41).
Nejma, M., Zair, F., Cherkaoui, A., & Fourka, M. (2019). Advanced supplier selection: A hybrid multi-agent negotiation protocol supporting supply chain dyadic collaboration. Decision Science Letters, 8(2), 175–192.
Florez-Lopez, R. (2007). Strategic supplier selection in the added-value perspective: A CI approach. Information Sciences, 177(5), 1169-1179.
Ram, G. (1999). Managing supply chain inventories: A multiple retailer, one warehouse, multiple supplier model. International Journal of Production Economics, 59(1–3), 341–354.
Renna, P., & Argoneto, P. (2010). Production planning and automated negotiation for SMEs: An agent based e-procurement application. International Journal of Production Economics, 127(1), 73–84.
Sadigh, B. L., Unver, H. O., Nikghadam, S., Dogdu, E., Ozbayoglu, A. M., & Kilic, S. E. (2017). An ontology-based multi-agent virtual enterprise system (OMAVE): part 1: domain model l ing and rule management. International Journal of Computer Integrated Manufacturing, 30(2-3), 320-343.
Sanayei, A., Farid Mousavi, S., & Yazdankhah, A. (2010). Group decision making process for supplier selection with VIKOR under fuzzy environment. Expert Systems with Applications, 37(1), 24–30.
Sarkis, J., & Talluri, S. (2002). A Model for Strategic Supplier Selection. The Journal of Supply Chain Management, 38(1), 18–28.
Stank, T. P., & Goldsby, T. J. (2000a). A framework for transportation decision making in an integrated supply chain. Supply Chain Management: An International Journal, 5(2), 71–78.
Sachan, A., & Datta, S. (2005). Review of supply chain management and logistics research. International Journal of Physical Distribution & Logistics Management.
Swenseth, S. R., & Godfrey, M. R. (2002). Incorporating transportation costs into inventory replenishment decisions. International Journal of Production Economics, 77(2), 113-130.
Talluri, S. (2002). A buyer-seller game model for selection and negotiation of purchasing bids. European Journal of Operational Research, 143(1), 171–180.
Talluri S., & Baker R.C. (2002). A multi-phase mathematical programming approach for effective supply chain design. European Journal of Operational Research, 141, 544–558.
Tamma, V., Phelps, S., Dickinson, I., & Wooldridge, M. (2005). Ontologies for supporting negotiation in e-commerce. Engineering Applications of Artificial Intelligence, 18(2), 223–236.
Thomas, D. J., & Griffin, P. M. (1996). Coordinated supply chain management. European journal of operational research, 94(1), 1-15.
Tyworth, J. E. (1991). The inventory theoretic approach in transportation selection models: a critical review. Logistics and Transportation Review, 27(4), 299.
Wang, G., Wong, T. N., & Wang, X. (2013). An ontology based approach to organize multi-agent assisted supply chain negotiations. Computers & Industrial Engineering, 65(1), 2-15.
Wang, G., Wong, T. N., & Wang, X. (2014). A hybrid multi-agent negotiation protocol supporting agent mobility in virtual enterprises. Information Sciences, 282, 1-14.
Wang, M., Wang, H., Vogel, D., Kumar, K., & Chiu, D. K. (2009). Agent-based negotiation and decision making for dynamic supply chain formation. Engineering Applications of Artificial Intelligence, 22(7), 1046-1055.
Wang, X., Wong, T. N., & Wang, G. (2012). An ontological intelligent agent platform to establish an ecological virtual enterprise. Expert Systems with Applications, 39(8), 7050-7061.
Wooldridge, M., & Jennings, N. R. (1995). Intelligent agents: Theory and practice. The Knowledge Engineering Review, 10(2), 115–152.
Wu, T., & Blackhurst, J. (2009). Supplier evaluation and selection: an augmented DEA approach. International Journal of Production Research, 47(16), 4593-4608.
Yu, C., & Wong, T. N. (2015). A multi-agent architecture for multi-product supplier selection in consideration of the synergy between products. International Journal of Production Research, 53(20), 6059-6082.
Yu, C., & Wong, T. N. (2015). An agent-based negotiation model for supplier selection of multiple products with synergy effect. Expert Systems with Applications, 42(1), 223-237.
Yu, C., Zhao, W., & Li, M. (2019). An integrated sustainable supplier selection approach using compensatory and non-compensatory decision methods. Kybernetes.