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Understanding Agent-Oriented Software Engineering methodologies

Published online by Cambridge University Press:  03 September 2015

Jorge J. Gómez-Sanz  and
Rubén Fuentes-Fernández
Jorge J. Gómez-Sanz
Affiliation:
GRASIA Research Group, Universidad Complutense de Madrid, Avda. Complutense, 28040 Madrid, Spain e-mail: jjgomez,[email protected]
Rubén Fuentes-Fernández
Affiliation:
GRASIA Research Group, Universidad Complutense de Madrid, Avda. Complutense, 28040 Madrid, Spain e-mail: jjgomez,[email protected]
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Abstract

For many years, the progress in agent-oriented development has focused on tools and methods for particular development phases. This has not been enough for the industry to accept agent technology as we expected. Our hypothesis is that the Agent-Oriented Software Engineering (AOSE) community has not recognized the kind of development methods that industry actually demands. We propose to analyze this hypothesis starting with a more precise definition of what an AOSE methodology should be. This definition is the first step for a review of the current progress of an illustrative selection of methodologies, looking for missing elements and future lines of improvement. The result is an account of how well the AOSE community is meeting the software lifecycle needs. It can be advanced that AOSE methodologies are far from providing all the answers industry requires and that effort has grounded mainly in requirements, design, and implementation phases.

Type
Articles
Information
The Knowledge Engineering Review , Volume 30 , Special Issue 4: Challenges in Agent-Oriented Software Engineering , September 2015 , pp. 375 - 393
Copyright
© Cambridge University Press, 2015 

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References

Abran, A., Bourque, P., Dupuis, R., Moore, J. W. & Tripp, L. L. (eds) 2004. Guide to the Software Engineering Body of Knowledge—SWEBOK, IEEE Press. http://www.swebok.org.Google Scholar
Aldewereld, H. & Dignum, V. 2010. OperettA: organization-oriented development environment. In LADS, Dastani, M., Fallah-Seghrouchni, A. E., Hübner, J., Leite, J. (eds), LNCS, 6822, 1–18. Springer.CrossRefGoogle Scholar
Argente, E., Beydoun, G., Fuentes-Fernández, R., Henderson-Sellers, B. & Low, G. 2011a. Modelling with Agents. In AOSE X, Gleizes, M. P., Gómez-Sanz, J. (eds), LNCS, 6038, 157–168. Springer.CrossRefGoogle Scholar
Argente, E., Botti, V. J. & Julián, V. 2011b. GORMAS: an organizational-oriented methodological guideline for Open MAS. In AOSE X, Gleizes, M. P., Gómez-Sanz, J. J. (eds), LNCS, 6038, 32–47. Springer.CrossRefGoogle Scholar
Argente, E., Julián, V. & Botti, V. J. 2008. MAS modeling based on organizations. In AOSE IX, Luck, M., Gómez-Sanz, J. (eds), LNCS, 5386, 16–30. Springer.CrossRefGoogle Scholar
Bernon, C., Camps, V., Gleizes, M. P. & Picard, G. 2005. Multi-agent systems: the ADELFE methodology. In Agent-Oriented Methodologies, Henderson-Sellers, B. & Giorgini, P. (eds), Idea Group Publishing, Ch. VII. 172–202.CrossRefGoogle Scholar
Bertolini, D., Delpero, L., Mylopoulos, J., Novikau, A., Orler, A., Penserini, L., Perini, A., Susi, A. & Tomasi, B. 2006. A Tropos model-driven development environment. In CEUR Workshop Proceedings, Boudjlida, N., Cheng, D., Guelfi, N. (eds), 231. CAiSE Forum. CEUR-WS.org.Google Scholar
Brinkkemper, S. 1996. Method engineering: engineering of information systems development methods and tools. Information and Software Technology 38, 275–280.CrossRefGoogle Scholar
Caire, G., Cossentino, M., Negri, A., Poggi, A. & Turci, P. 2004. Multi-agent systems implementation and testing. In Proceedings of 4th International Symposium From Agent Theory to Agent Implementation (AT2AI-4).Google Scholar
Cervenka, R., Greenwood, D. A. P. & Trencanský, I. 2006a. The AML approach to modeling autonomic systems. In 2006 International Conference on Autonomic and Autonomous Systems (ICAS ’06). IEEE Computer Society, 29.Google Scholar
Cervenka, R., Trencanský, I. & Calisti, M. 2006b. Modeling social aspects of multi-agent systems: the AML approach. In AOSE VI, Müller, J. P., Zambonelli, F. (eds), LNCS, 3950, 28–39. Springer.CrossRefGoogle Scholar
CMMI Product Team. 2002. Capability Maturity Model Integration (CMMISM) v. 1.1. Tech. Rep., Carnegie Mellon, Software Engineering Institute.Google Scholar
Cossentino, M. 2005. From requirements to code with the PASSI methodology. In Agent-Oriented Methodologies, Henderson-Sellers, B. & Giorgini, P. (eds), Idea Group Publishing, Ch. IV. 79–106.CrossRefGoogle Scholar
Cossentino, M., Gleizes, M. P., Molesini, A. & Omicini, A. 2011. Processes engineering and AOSE. In AOSE X, Gleizes, M. P., Gomez-Sanz, J. (eds), LNCS, 6038, 191–212. Springer.CrossRefGoogle Scholar
Cossentino, M., Sabatucci, L. & Chella, A. 2003. A possible approach to the development of robotic multi-agent systems. In IEEE/WIC International Conference on Intelligent Agent Technology (IAT’03), 539–544.Google Scholar
DeLoach, S. A. & Kumar, M. 2005. Multi-agent systems engineering: an overview and case study. In Agent-Oriented Methodologies, Henderson-Sellers, B. & Giorgini, P. (eds), Idea Group Publishing, Ch. XI. 317–340.CrossRefGoogle Scholar
DeLoach, S. A. & Wood, M. F. 2000. Developing multiagent systems with agentTool. In ATAL, Castelfranchi, C., Lespérance, Y. (eds), LNCS, 1986, 46–60. Springer.CrossRefGoogle Scholar
Dix, J., Hindriks, K. V., Logan, B. & Wobcke, W. 2012. Dagstuhl Seminar on Engineering Multi-Agent Systems. http://www.dagstuhl.de/en/program/calendar/semhp/?semnr=12342.Google Scholar
El Fallah-Seghrouchni, A., Gómez-Sanz, J. & Singh, M. 2011. Formal methods in agent-oriented software engineering. In AOSE X, Gleizes, M. P., Gómez-Sanz, J. (eds), LNCS, 6038, 213–228. Springer.CrossRefGoogle Scholar
Ferber, J. & Gutknecht, O. 1998. A meta-model for the analysis and design of organizations in multi-agent systems. In ICMAS, Demazeau, Y. (ed.), IEEE Computer Society, 128–135.CrossRefGoogle Scholar
Fuentes, R., Gómez-Sanz, J. J. & Pavón, J. 2006. Requirements elicitation for agent-based applications. In AOSE VI, Müller, J. P., Zambonelli, F. (eds), LNCS, 3950, 40–53. Springer.CrossRefGoogle Scholar
Fuxman, A., Mylopoulos, J., Pistore, M. & Traverso, P. 2001. Model checking early requirements specifications in Tropos. In Proceedings of 5th IEEE International Symposium on Requirements Engineering (RE 2001), 174–181.Google Scholar
García, E., Argente, E. & Giret, A. 2010. EMFGormas: a CASE tool for developing service-oriented open MAS. In Proceedings of 9th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2010), van der Hoek, W., Kaminka, G. A., Lespérance, Y., Luck, M., Sen, S. (eds), 1. IFAAMAS, 1623–1624.Google Scholar
García-Magariño, I., Gómez-Sanz, J. J. & Pérez-Agüera, J. R. 2008. A multi-agent based implementation of a Delphi process. In Proceedings of 7th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2008), Padgham, L., Parkes, D. C., Müller, J. P., Parsons, S. (eds), 3. IFAAMAS, 1543–1546.Google Scholar
García-Ojeda, J. C., DeLoach, S. A. & Robby., 2009. agentTool III: from process definition to code generation. In Proceedings of 8th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2009), Sierra, C., Castelfranchi, C., Decker, K. S., Sichman, J. S. (eds), 2. IFAAMAS, 1393–1394.Google Scholar
Garijo, F. J., Gómez-Sanz, J. J. & Massonet, P. 2005. The MESSAGE methodology for agent-oriented analysis and design. In Agent-Oriented Methodologies, Henderson-Sellers, B. & Giorgini, P. (eds), Idea Group Publishing, Ch. VIII. 203–234.CrossRefGoogle Scholar
Georgeff, M. P. 2009. The gap between software engineering and multi-agent systems: bridging the divide. IJAOSE 3, 391–396.CrossRefGoogle Scholar
Giorgini, P., Kolp, M., Mylopoulos, J. & Castro, J. 2005a. Tropos: a requirements-driven methodology for agent-oriented software. In Agent-Oriented Methodologies, Henderson-Sellers, B. & Giorgini, P. (eds), Idea Group Publishing, Ch. II. 20–45.CrossRefGoogle Scholar
Giorgini, P., Mylopoulos, J. & Sebastiani, R. 2005b. Goal-oriented requirements analysis and reasoning in the tropos methodology. Engineering Applications of Artificial Intelligence 18, 159–171.CrossRefGoogle Scholar
Gómez-Sanz, J. J. 2007. INGENIAS Agent Framework: Development Guide, Universidad Complutense de Madrid. http://sourceforge.net/projects/ingenias/files/INGENIAS%20Development%20Kit/Aranjuez/IAFDevelopmentGuide.pdf/download.Google Scholar
Gómez-Sanz, J. J., Bota-Blaya, J. A., Serrano, E. & Pavón, J 2009. Testing and debugging of MAS interactions with INGENIAS. In AOSE IX, Luck, M., Gómez-Sanz, J. (eds), LNCS, 5386, 199–212. Springer.CrossRefGoogle Scholar
Gómez-Sanz, J. J., Fernández, C. R. & Arroyo, J. 2010. Model driven development and simulations with the INGENIAS agent framework. Simulation Modelling Practice and Theory 18, 1468–1482.CrossRefGoogle Scholar
Gómez-Sanz, J. J., Fuentes, R., Pavón, J. & García-Magariño, I. 2008. INGENIAS development kit: a visual multi-agent system development environment. In Proceedings of 7th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2008), Demo Proceedings. IFAAMAS, 1675–1676.Google Scholar
Gómez-Sanz, J. J. & Pavón, J. 2002. Meta-modelling in Agent Oriented Software Engineering. In IBERAMIA, Garijo, F. J., Santos, J. C. R., Toro, M. (eds), LNCS, 2527, 606–615. Springer.CrossRefGoogle Scholar
Gómez-Sanz, J. J. & Pavón, J. 2005. Implementing multi-agent systems organizations with INGENIAS. In PROMAS, Bordini, R. H., Dastani, M., Dix, J., Fallah-Seghrouchni, A. E. (eds), LNCS, 3862, 236–251. Springer.CrossRefGoogle Scholar
Gómez-Sanz, J. J., Pavón, J. & Garijo, F. J. 2005. Estimating costs for Agent Oriented Software. In AOSE, Müller, J. P., Zambonelli, F. (eds), LNCS, 3950, 218–230. Springer.CrossRefGoogle Scholar
Gorodetsky, V., Karsaev, O., Samoilov, V. & Konushy, V. 2008. Support for analysis, design, and implementation stages with MASDK. In AOSE IX, Luck, M., Gómez-Sanz, J. (eds), LNCS, 5386, 272–287. Springer.CrossRefGoogle Scholar
Graja, Z., Regayeg, A. & Kacem, A. H. 2010. ForMAAD: towards a model driven approach for agent based application design. In AOSE XI, Weyns, D., Gleizes, M. P. (eds), LNCS, 6788, 148–164. Springer.CrossRefGoogle Scholar
Hahn, C. & Fischer, K. 2008. The formal semantics of the domain specific modeling language for multiagent systems. In AOSE IX, Luck, M., Gómez-Sanz, J. (eds), LNCS, 5386, 145–158. Springer.CrossRefGoogle Scholar
Hahn, C., Zinnikus, I., Warwas, S. & Fischer, K. 2009. From agent interaction protocols to executable code: a model-driven approach. In Proceedings of the 8th International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS 2009), Sierra, C., Castelfranchi, C., Decker, K. S., Sichman, J. S. (eds), 2. IFAAMAS, 1199–1200.Google Scholar
Henderson-Sellers, B. & Giorgini, P. (eds) 2005. Agent-Oriented Methodologies, Idea Group.CrossRefGoogle Scholar
IEEE. 1990. IEEE standard glossary of software engineering terminology. IEEE Std 610, 121990.Google Scholar
Iglesias, C. A., Garijo, M., Centeno-González, J. & Velasco, J. R. 1997. Analysis and design of multiagent systems using MAS-Common KADS. In ATAL, Singh, M. P., Rao, A. S., Wooldridge, M. (eds), LNCS, 1365, 313–327. Springer.CrossRefGoogle Scholar
Kacem, A. H., Regayeg, A. & Jmaiel, M. 2007. ForMAAD: a formal method for agent-based application design. Web Intelligence and Agent Systems 5, 435–454.Google Scholar
Kelly, S., Lyytinen, K. & Rossi, M. 1996. MetaEdit+: a fully configurable multi-user and multi-tool CASE and CAME environment. In CAiSE, Constantopoulos, P., Mylopoulos, J., Vassiliou, Y. (eds), LNCS, 1080, 1–21. Springer.Google Scholar
Kendall, E. A. 1999. Role modeling for agent system analysis, design, and implementation. In Proceedings of 3rd International Symposium on Mobile Agents/Agent Systems and Applications (ASA/MA 1999). IEEE Computer Society, 204–218.Google Scholar
Lethbridge, T. C. 2000. What knowledge is important to a software professional? Computer 33, 44–50.CrossRefGoogle Scholar
Luck, M., McBurney, P., Shehory, O. & Willmott, S. 2005. Agent technology: computing as interaction (a roadmap for agent based computing). AgentLink, http://www.agentlink.org/roadmap.Google Scholar
Luck, M. & Padgham, L. (eds) 2008. Agent-Oriented Software Engineering VIII, LNCS, 4951. Springer.CrossRefGoogle Scholar
Massonet, P., Deville, Y. & Nève, C. 2002. From AOSE methodology to agent implementation. In Proceedings of 1st International Joint Conference on Autonomous Agents & Multiagent Systems (AAMAS 2002). ACM, 27–34.Google Scholar
Morandini, M., Nguyen, D. C., Perini, A., Siena, A. & Susi, A. 2008. Tool-supported development with Tropos: The Conference Management System Case Study. In AOSE VIII, Luck, M., Padgham, L. (eds), LNCS, 4951, 182–196. Springer.CrossRefGoogle Scholar
Naur, P. & Randell, B. (eds) 1968. Software Engineering, report on a conference sponsored by the NATO SCience Committee. NATO, Science Affairs Division from NATO.Google Scholar
Nguyen, C. D., Perini, A. & Tonella, P. 2010. Goal-oriented testing for MASs. International Journal of Agent Oriented Software Engineering 4, 79–109.CrossRefGoogle Scholar
Nunes, I., Cirilo, E., de Lucena, C., Sudeikat, J., Hahn, C. & Gómez-Sanz, J. 2011. A survey on the implementation of agent oriented specifications. In AOSE X, Gleizes, M. P., Gomez-Sanz, J. (eds), LNCS, 6038, 169–179. Springer.CrossRefGoogle Scholar
Object Management Group. 2008. Software and Systems Process Engineering Metamodel Specification (SPEM) 2.0.Google Scholar
Padgham, L., Thangarajah, J. & Winikoff, M. 2008. The Prometheus design tool—A Conference Management System Case Study. In AOSE VIII, Luck, M., Padgham, L. (eds), LNCS, 4951, 197–211. Springer.CrossRefGoogle Scholar
Padgham, L. & Winikoff, M. 2004. Developing Intelligent Agent Systems: A Practical Guide, John Wiley & Sons.CrossRefGoogle Scholar
Padgham, L. & Winikoff, M. 2005. Prometheus: a practical agent-oriented methodology. In Agent-Oriented Methodologies, Henderson-Sellers, B. & Giorgini, P. (eds), Idea Group Publishing, Ch. V. 107–135.CrossRefGoogle Scholar
Parnas, D. L. 1999. Software engineering programs are not computer science programs. IEEE Software 16, 19–30.CrossRefGoogle Scholar
Paulk, M., Curtis, B., Chrissis, M. & Weber, C. 1993. Capability maturity model v. 1.1. Software, IEEE 10, 18–27.CrossRefGoogle Scholar
Pavón, J. & Gómez-Sanz, J. J. 2003. Agent oriented software engineering with INGENIAS. In CEEMAS, Mark, V., Müller, J. P., Pechoucek, M. (eds), LNCS, 2691, 394–403. Springer.CrossRefGoogle Scholar
Pavón, J., Gómez-Sanz, J. J. & Fuentes, R. 2005. The INGENIAS methodology and tools. In Agent-Oriented Methodologies, Henderson-Sellers, B. & Giorgini, P. (eds), Idea Group Publishing, Ch. IX. 236–276.CrossRefGoogle Scholar
Pavón, J., Gómez-Sanz, J. J. & Fuentes, R. 2006. Model driven development of multi-agent systems. In ECMDA-FA, Rensink, A.,Warmer, J. (eds), LNCS, 4066, 284–298. Springer.CrossRefGoogle Scholar
Regayeg, A., Kacem, A. H. & Jmaiel, M. 2004. Specification and design of multi-agent applications using Temporal Z. In PRIMA, Barley, M., Kasabov, N. K. (eds), LNCS, 3371, 228–242. Springer.CrossRefGoogle Scholar
Rougemaille, S., Arcangeli, J. P., Gleizes, M. P. & Migeon, F. 2008. ADELFE design, AMAS-ML in action. In ESAW, Artikis, A., Picard, G., Vercouter, L. (eds), LNCS, 5485, 105–120. Springer.CrossRefGoogle Scholar
Sabatucci, L., Cossentino, M. & Gaglio, S. 2006. Building agents with agents and patterns. In WOA, CEUR Workshop Proceedings, Paoli, F. D., Stefano, A. D., Omicini, A., Santoro, C. (eds), 204. CEUR-WS.org.Google Scholar
Seidita, V., Cossentino, M. & Gaglio, S. 2009. Using and extending the SPEM specifications to represent agent oriented methodologies. In AOSE IX, Luck, M., Gómez-Sanz, J. (eds), LNCS, 5386, 46–59. Springer.CrossRefGoogle Scholar
Sierra, C., Castelfranchi, C., Decker, K. S. & Sichman, J. S. (eds) 2009. 8th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2009), 2. IFAAMAS.Google Scholar
Spanoudakis, N. I. & Moraitis, P. 2008. The Agent Modeling Language (AMOLA). In AIMSA, Dochev, D., Pistore, M., Traverso, P. (eds), LNCS, 5253, 32–44. Springer.CrossRefGoogle Scholar
Spanoudakis, N. I. & Moraitis, P. 2010. Modular JADE agents design and implementation using ASEME. In IAT, Huang, J. X., Ghorbani, A. A., Hacid, M.-S. & Yamaguchi, T. (eds), IEEE Computer Society Press, 221–228.Google Scholar
Spanoudakis, N. I. & Moraitis, P. 2011. Using ASEME methodology for model-driven agent systems development. In AOSE XI, Weyns, D., Gleizes, M. P. (eds), LNCS, 6788, 106–127. Springer.CrossRefGoogle Scholar
Sturm, A. & Shehory, O. 2003. A framework for evaluating agent-oriented methodologies. In AOIS, Giorgini, P., Henderson-Sellers, B., Winikoff, M. (eds), LNCS, 3030, 94–109. Springer.CrossRefGoogle Scholar
Sun, H., Thangarajah, J. & Padgham, L. 2010. Eclipse-based Prometheus Design Tool. In Proceedings of 9th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2010), van der Hoek, W., Kaminka, G. A., Lespérance, Y., Luck, M., Sen, S. (eds), 1. IFAAMAS, 1769–1770.Google Scholar
van Putten, B. J., Dignum, V., Sierhuis, M. & Wolfe, S. R. 2009. OperA and Brahms: a symphony? In AOSE IX, Luck, M., Gómez-Sanz, J. (eds), LNCS, 5386, 257–271. Springer.CrossRefGoogle Scholar
Warwas, S. & Hahn, C. 2009. The DSML4MAS development environment. In Proceedings of 8th International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS 2009), Sierra, C., Castelfranchi, C., Decker, K. S., Sichman, J. S. (eds), 2. IFAAMAS, 1379–1380.Google Scholar
Weyns, D. 2010. Architecture-Based Design of Multi-Agent Systems, Springer-Verlag.CrossRefGoogle Scholar
Yu, E. S. K. 1997. Towards modeling and reasoning support for early-phase requirements engineering. In 3rd {IEEE} International Symposium on Requirements Engineering. IEEE Computer Society, 226–235.CrossRefGoogle Scholar
Zambonelli, F., Jennings, N. R. & Wooldridge, M. 2005. Multi-agent systems as computational organizations: the Gaia methodology. In Agent-Oriented Methodologies, Henderson-Sellers, B. & Giorgini, P. (eds), Idea Group Publishing, Ch. VI. 136–171.CrossRefGoogle Scholar
Zhang, Z., Thangarajah, J. & Padgham, L. 2011. Automated testing for intelligent agent systems. In AOSE X, Gleizes, M.-P., Gómez-Sanz, J. (eds), LNCS, 6038, 66–79. Springer.CrossRefGoogle Scholar