An Automated Negotiation-based Framework via Multi-Agent System for the Construction Domain
DOI:
https://doi.org/10.9781/ijimai.2015.353Keywords:
Automatic, Multi-Agent Systems, Agents, Value Management, RegulationAbstract
In this paper, we propose an automated multi-agent negotiation framework for decision making in the construction domain. It enables software agents to conduct negotiations and autonomously make decisions. The proposed framework consists of two types of components, internal and external. Internal components are integrated into the agent architecture while the external components are blended within the environment to facilitate the negotiation process. The internal components are negotiation algorithm, negotiation style, negotiation protocol, and solution generators. The external components are the negotiation base and the conflict resolution algorithm. We also discuss the decision making process flow in such system. There are three main processes in decision making for specific projects, which are propose solutions, negotiate solutions and handling conflict outcomes (conflict resolution). We finally present the proposed architecture that enables software agents to conduct automated negotiation in the construction domain.Downloads
References
[1] Utomo C., Development of a negotiation Support Model for Value Management in Construction, PhD Thesis, University Teknologi PETRONAS, December 2009.
[2] Kexing L.. A survey of agent based automated negotiation. In Network Computing and Information Security (NCIS), 2011 International Conference on, vol. 2, pp. 24–27 (IEEE, 2011).
[3] Beer M., d’Inverno M., Jennings R.N., Luck M., Preist C., Schroeder M., Negotiation in multi-agent systems Knowledge Engineering Review, 14 (3) (1999), pp. 285–289.
[4] Z. Ren, C.J. Anumba, Multi-agent systems in construction—state of the art and prospects, Automation in Construction, 13 (2004), pp. 421–434.
[5] M. Wang, H. Wang, D. Vogel, K. Kumar, D.K.W. Chiu Agent-based negotiation and decision making for dynamic supply chain formation Engineering Applications of Artificial Intelligence, 22 (7) (2009), pp. 1046–1055.
[6] Utomo C., Idrus A., A Concept toward Negotiation Support for Value Management on Sustainable Construction, Journal of Sustainable Development Vol 4, No 6 (2011).
[7] Victor Sanchez-Anguix , Vicente Julian , Vicente Botti , Ana GarcíaFornes, Tasks for agent-based negotiation teams: Analysis, review, and challenges, Engineering Applications of Artificial Intelligence, v.26 n.10, p.2480-2494, November, 2013.
[8] Anderson, R. M., Hobbs, B. F., & Bell, M. L. (2002). Multi-objective decision-making in negotiation and conflict resolution. Encyclopedia of Life Support Systems. New York: Eolss Publishers.,
[9] C. J. Anumba , O. O. Ugwu , Z. Ren, Agents And Multi-agent Systems In Construction, Spon Press, 2005.
[10] Coutinho, C., Cretant, A., Ferreira da Silva, C., Ghodous, P., & Jardim-Goncalves, R. (2014). Service-based negotiation for advanced collaboration in enterprise networks. Journal of Intelligent Manufacturing. doi:10.1007/s10845-013-0857-4.
[11] Dzeng, R. J., & Lin, Y. C. (2004). Intelligent agents for supporting construction procurement negotiation. Expert Systems with Applications, 27(1), 107-119.
[12] C.J. Anumba, Z. Ren, A. Thorpe, O.O. Ugwu, L. Newnham, Negotiation within a multi-agent system for the collaborative design of light industrial buildings Adv Eng Software, 34 (7) (2003), pp. 389–401.
[13] Johnson, H., Johnson, P., Task Knowledge Structures: Psychological basis and integration into system design, Acta Psychologica, Vol. 78, 1991, pp. 3-26.
[14] Friend, M. and Cook, L. The new Mainstreeem. Instructor 30-36.
[15] Matthews , J. Implications for collaborative educators preparation and development: A sample instructional approach in Diana G Pounder (Editor) Restructuring School of Collaboration: Promise and Pitfalls, State University of NewYwork Press. 1998.
[16] Holley, W. H. and Jennings K.M. The labour relations process. 8th ed., Chapter 6. Mason, OH: Thomsan/South-Westeren, 2005.
[17] SAVE International, value methodology standards, 2001.
[18] Kelly J. and Male S., Value Management. Chapter 5 in Kelly J., Morledge R. and Wilkinson S (eds.) Best Value in Construction Oxford UK, Blackwell, pp 77-99, 2002.
[19] Mukhopadhyaya A.K., Value Engineering Concept, Techniques and Applications, Response Books, New Delhi, 2003.
[20] Kelly J. and Male S., Value Management in Decision and Construction, The Economic Management of Projects. Spon Press, London.
[21] Jaapar, A., Endut, I.R., Bari, N.A.A. and Takim, R. The impact of value management implementation in Malaysia. Journal of Sustainable Development 2 (2), 2009.
[22] Shen, Q., Chung, J.K.H., Li, H. and Shen, L.. A Group Support System for improving value management studies in construction. Automation in Construction, 13 (2004): 209–224, 2004.
[23] Cariaga, I, El-Diraby, T and Osman, H., Integrating Value Analysis and Quality Function Deployment for Evaluating Design Alternatives. Construction Engineering and Management, 133(10), 761-770, 2007.
[24] Qing Y. and Wanhua Q., 2007, Value Engineering Analysis and Evaluation. For the Second Beijing Capital Airport. Value World, Spring, SAVE International.
[25] Ahmed M., Ahmad M S, Yusoff M Z M, Modeling Agent-based Collaborative Process, The 2nd International Conference on Computational Collective Intelligence Technology and Applications (ICCCI 2010), pp. 296-305, ISBN:3-642-16692-X 978-3-642-16692-1, 10-12 November, 2010 Taiwan.
[26] Moamin A. Mahmoud, Mohd Sharifuddin Ahmad, Mohd Zaliman M. Yusoff, and Arazi Idrus. “Automated Multi-agent Negotiation Framework for the Construction Domain.” Distributed Computing and Artificial Intelligence, (DCAI’ 15), Spain, 3th-5th June, 2015. In Springer’s Advances in Intelligent Systems and Computing, Springer International Publishing, Volume 373, 2015, pp 203-210.
[27] Itaiwi A. K., Ahmad M. S., Hamid N. H. A., Jaafar N. H., Mahmoud M. A., A Framework for Resolving Task Overload Problems Using Intelligent Software Agents, 2011 IEEE International Conference on Control System, Computing and Engineering, ICCSCE11,2011.
[28] Ahmed M., Ahmad M. S., and Yusoff M. Z. M., “A Collaborative Framework for Multiagent Systems.” International Journal of Agent Technologies and Systems (IJATS), 3(4):1-18, 2011.
[29] Ahmed M., Ahmad M. S., and Yusoff M. Z. M.,, Mitigating Human-Human Collaboration Problems using Software Agents, The 4th International KES Symposium on Agents and Multi-Agent Systems – Technologies and Application (AMSTA 2010), pp. 203-212, ISBN:3-642-13479-3 978-3-642-13479-1, Gdynia, Poland, 23–25 June 2010.
[30] Al-Mutazbellah Khamees Itaiwi, Mohd Sharifuddin Ahmad, Nurzeatul Hamimah Abd Hamid, Nur Huda Jaafar, Moamin A. Mahmoud, A Multi-agent Framework for Dynamic Task Assignment and Delegation in Workload Distribution, International Conference on Computer & Information Sciences, 12 June 2012.
Downloads
Published
-
Abstract88
-
PDF24






