Skip to main content
Top

2019 | OriginalPaper | Chapter

Toward Testing Self-organizations in Multi-Embedded-Agent Systems

Authors : Arthur Baudet, Oum-El-Kheir Aktouf, Annabelle Mercier, Jean-Paul Jamont

Published in: Software Engineering for Resilient Systems

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

This paper presents a testing approach for validating global adaptation in multi-embedded-agent systems. Those systems are gaining increasing attention due to their high adaptability and resilience. They differ from software multi-agent systems because embedded agents have additional constraints, like energy management that software agents don’t. Those constraints and other specificities, like the tight link with the physical environment, require the use of specific methods and tools for testing these systems. The proposed approach aims at validating at run-time the adaptation of those systems when the entities composing them, the agents, are able to change their global behaviors with self-organization processes. Self-organization processes are not specific to multi-agent systems but in their case, they allow agents to change their organization, i.e. their way of interacting, at runtime. The proposed approach and tool are designed to support lifelong monitoring of multi-embedded-agent systems. In such systems, agents have self-organization behaviors resulting in complex and ever adapting systems, which are challenging to test and monitor.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Footnotes
1
In the number of variables considered and inter-dependencies between agents.
 
Literature
1.
go back to reference Abbass, H.A., Harvey, J., Yaxley, K.: Lifelong testing of smart autonomous systems by shepherding a swarm of watchdog artificial intelligence agents. CoRR abs/1812.08960 (2018) Abbass, H.A., Harvey, J., Yaxley, K.: Lifelong testing of smart autonomous systems by shepherding a swarm of watchdog artificial intelligence agents. CoRR abs/1812.08960 (2018)
2.
3.
go back to reference Bulling, N., Dastani, M., Knobbout, M.: Monitoring norm violations in multi-agent systems. In: Proceedings of the 2013 International Conference on Autonomous Agents and Multi-Agent Systems (2013) Bulling, N., Dastani, M., Knobbout, M.: Monitoring norm violations in multi-agent systems. In: Proceedings of the 2013 International Conference on Autonomous Agents and Multi-Agent Systems (2013)
4.
go back to reference De Wolf, T., Holvoet, T., Samaey, G.: Engineering self-organising emergent systems with simulation-based scientific analysis. In: Proceedings of the Fourth International Workshop on Engineering Self-Organising Applications (2005) De Wolf, T., Holvoet, T., Samaey, G.: Engineering self-organising emergent systems with simulation-based scientific analysis. In: Proceedings of the Fourth International Workshop on Engineering Self-Organising Applications (2005)
6.
go back to reference Dikenelli, O., Gürcan, Ö., Çakırlar, I., Bora, Ş.: Ratkit: a repeatable automated testing toolkit for agent-based modeling and simulation. In: The 15th International Workshop on Multi-Agent Simulation (MABS 2014), 13th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2014) (2014) Dikenelli, O., Gürcan, Ö., Çakırlar, I., Bora, Ş.: Ratkit: a repeatable automated testing toolkit for agent-based modeling and simulation. In: The 15th International Workshop on Multi-Agent Simulation (MABS 2014), 13th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2014) (2014)
7.
go back to reference Eberhardinger, B., Anders, G., Seebach, H., Siefert, F., Knapp, A., Reif, W.: An approach for isolated testing of self-organization algorithms. In: de Lemos, R., Garlan, D., Ghezzi, C., Giese, H. (eds.) Software Engineering for Self-Adaptive Systems III. Assurances. LNCS, vol. 9640, pp. 188–222. Springer, Cham (2017). https://doi.org/10.1007/978-3-319-74183-3_7CrossRef Eberhardinger, B., Anders, G., Seebach, H., Siefert, F., Knapp, A., Reif, W.: An approach for isolated testing of self-organization algorithms. In: de Lemos, R., Garlan, D., Ghezzi, C., Giese, H. (eds.) Software Engineering for Self-Adaptive Systems III. Assurances. LNCS, vol. 9640, pp. 188–222. Springer, Cham (2017). https://​doi.​org/​10.​1007/​978-3-319-74183-3_​7CrossRef
8.
go back to reference El Fallah-Seghrouchni, A., Degirmenciyan Cartault, I., Marc, F.: Modelling, control and validation of multi-agent plans in dynamic context. In: Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems - Volume 1 (2004). https://doi.org/10.1109/AAMAS.2004.175 El Fallah-Seghrouchni, A., Degirmenciyan Cartault, I., Marc, F.: Modelling, control and validation of multi-agent plans in dynamic context. In: Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems - Volume 1 (2004). https://​doi.​org/​10.​1109/​AAMAS.​2004.​175
12.
go back to reference Helsinger, A., Lazarus, R., Wright, W., Zinky, J.: Tools and techniques for performance measurement of large distributed multiagent systems. In: Proceedings of the Second International Joint Conference on Autonomous Agents and Multiagent Systems (2003). https://doi.org/10.1145/860575.860711 Helsinger, A., Lazarus, R., Wright, W., Zinky, J.: Tools and techniques for performance measurement of large distributed multiagent systems. In: Proceedings of the Second International Joint Conference on Autonomous Agents and Multiagent Systems (2003). https://​doi.​org/​10.​1145/​860575.​860711
13.
go back to reference Huhns, M.N., Stephens, L.M.: Multiagent systems and societies of agents. Multiagent Syst. Mod. Approach Distrib. Artif. Intell. 1, 79–114 (1999) Huhns, M.N., Stephens, L.M.: Multiagent systems and societies of agents. Multiagent Syst. Mod. Approach Distrib. Artif. Intell. 1, 79–114 (1999)
17.
go back to reference Meziane, F., Vadera, S.: Artificial Intelligence Applications for Improved Software Engineering Development: New Prospects. IGI Global, Hershey (2009) Meziane, F., Vadera, S.: Artificial Intelligence Applications for Improved Software Engineering Development: New Prospects. IGI Global, Hershey (2009)
18.
go back to reference Niazi, M.A., Hussain, A., Kolberg, M.: Verification & validation of agent based simulations using the VOMAS (virtual overlay multi-agent system) approach. CoRR abs/1708.02361 (2017) Niazi, M.A., Hussain, A., Kolberg, M.: Verification & validation of agent based simulations using the VOMAS (virtual overlay multi-agent system) approach. CoRR abs/1708.02361 (2017)
20.
21.
Metadata
Title
Toward Testing Self-organizations in Multi-Embedded-Agent Systems
Authors
Arthur Baudet
Oum-El-Kheir Aktouf
Annabelle Mercier
Jean-Paul Jamont
Copyright Year
2019
DOI
https://doi.org/10.1007/978-3-030-30856-8_7

Premium Partner