Skip to main content
Top

2016 | OriginalPaper | Chapter

Computational Intelligence Based Complex Adaptive System-of-System Architecture Evolution Strategy

Authors : Siddhartha Agarwal, Cihan H. Dagli, Louis E. Pape II

Published in: Complex Systems Design & Management

Publisher: Springer International Publishing

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

search-config
loading …

Abstract

There is a constant challenge to incorporate new systems and upgrade existing systems under threats, constrained budget and uncertainty into systems of systems (SoS). It is necessary for program managers to be able to assess the impacts of future technology and stakeholder changes. This research helps analyze sequential decisions in an evolving SoS architecture through three key features: SoS architecture generation, assessment and implementation through negotiation. Architectures are generated using evolutionary algorithms and assessed using type II fuzzy nets. The approach accommodates diverse stakeholder views, converting them to key performance parameters (KPPs) for architecture assessment. It is not possible to implement an acknowledged SoS architecture without persuading the systems to participate. A negotiation model is proposed to help the SoS manger adapt his strategy based on system owners’ behavior. Viewpoints of multiple stakeholders are aggregated to assess the overall mission effectiveness of an architecture against the overarching objectives. A search and rescue (SAR) example illustrates application of the method. Future research might include group decision making for evaluating architectures.

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!

Literature
1.
go back to reference Trentesaux, D., Knothe, T., Branger, G., Fischer, K.: Planning and control of maintenance, repair and overhaul operations of a fleet of complex transportation systems: a cyber-physical system approach. In: Service Orientation in Holonic and Multi-agent Manufacturing, pp. 175–186. Springer International Publishing (2015) Trentesaux, D., Knothe, T., Branger, G., Fischer, K.: Planning and control of maintenance, repair and overhaul operations of a fleet of complex transportation systems: a cyber-physical system approach. In: Service Orientation in Holonic and Multi-agent Manufacturing, pp. 175–186. Springer International Publishing (2015)
2.
go back to reference Obal, L., Lin, F.: A framework for healthcare information systems: exploring a large system of systems using system dynamics. Commun. IIMA 5(3), 4 (2015) Obal, L., Lin, F.: A framework for healthcare information systems: exploring a large system of systems using system dynamics. Commun. IIMA 5(3), 4 (2015)
3.
go back to reference Maia, P., Cavalcante, E., Gomes, P., Batista, T., Delicato, F. C., Pires, P. F.: On the development of systems-of-systems based on the internet of things: a systematic mapping. In: Proceedings of the 2014 European Conference on Software Architecture Workshops, p. 23. ACM, August 2014 Maia, P., Cavalcante, E., Gomes, P., Batista, T., Delicato, F. C., Pires, P. F.: On the development of systems-of-systems based on the internet of things: a systematic mapping. In: Proceedings of the 2014 European Conference on Software Architecture Workshops, p. 23. ACM, August 2014
4.
go back to reference Martí, J., Ventura, C., Hollman, J., Srivastava, K., Juarez, H.: I2Sim modelling and simulation framework for scenario development, training, and real-time decision support of multiple interdependent critical infrastructures during large emergencies. In: NATO (OTAN) MSG-060 Symposium on “How is Modelling and Simulation Meeting the Defence Challenges out to 2015?” (2015) Martí, J., Ventura, C., Hollman, J., Srivastava, K., Juarez, H.: I2Sim modelling and simulation framework for scenario development, training, and real-time decision support of multiple interdependent critical infrastructures during large emergencies. In: NATO (OTAN) MSG-060 Symposium on “How is Modelling and Simulation Meeting the Defence Challenges out to 2015?” (2015)
5.
go back to reference Nahavandi, S., Creighton, D., Le, V.T., Johnstone, M., Zhang, J.: Future integrated factories: a system of systems engineering perspective. In: Integrated Systems: Innovations and Applications, pp. 147–161. Springer International Publishing (2015) Nahavandi, S., Creighton, D., Le, V.T., Johnstone, M., Zhang, J.: Future integrated factories: a system of systems engineering perspective. In: Integrated Systems: Innovations and Applications, pp. 147–161. Springer International Publishing (2015)
6.
go back to reference Zhang, L.: Applying system of systems engineering approach to build complex cyber physical systems. In: Progress in Systems Engineering, pp. 621–628. Springer International Publishing (2015) Zhang, L.: Applying system of systems engineering approach to build complex cyber physical systems. In: Progress in Systems Engineering, pp. 621–628. Springer International Publishing (2015)
7.
go back to reference Dong, P., Han, Y., Guo, X., Xie, F.: A systematic review of studies on cyber physical system security. Int. J. Secur. Appl. 9(1), 155–164 (2015) Dong, P., Han, Y., Guo, X., Xie, F.: A systematic review of studies on cyber physical system security. Int. J. Secur. Appl. 9(1), 155–164 (2015)
8.
go back to reference Malan, R., Bredemeyer, D.: Architecture resources, defining non-functional requirements (2001) Malan, R., Bredemeyer, D.: Architecture resources, defining non-functional requirements (2001)
9.
go back to reference Jamishidi, M.: System of systems-innovations for 21st century. In: IEEE Region 10 and the Third international Conference on Industrial and Information Systems, 2008, ICIIS 2008, pp. 6–7. IEEE, December 2008 Jamishidi, M.: System of systems-innovations for 21st century. In: IEEE Region 10 and the Third international Conference on Industrial and Information Systems, 2008, ICIIS 2008, pp. 6–7. IEEE, December 2008
10.
go back to reference Arnold, A., Boyer, B., Legay, A.: Contracts and behavioral patterns for SoS: the EU IP DANSE approach. arXiv preprint arXiv:1311.3631 (2013) Arnold, A., Boyer, B., Legay, A.: Contracts and behavioral patterns for SoS: the EU IP DANSE approach. arXiv preprint arXiv:​1311.​3631 (2013)
11.
go back to reference Paulen, R., Engell, S.: DYMASOS—dynamic management of physically coupled systems of systems, published on ERCIM News 97, April 2014, Special theme: Cyber-Physical Systems, February 25, 2014 Paulen, R., Engell, S.: DYMASOS—dynamic management of physically coupled systems of systems, published on ERCIM News 97, April 2014, Special theme: Cyber-Physical Systems, February 25, 2014
12.
go back to reference Coleman, J.W., Malmos, A.K., Larsen, P.G., Peleska, J., Hains, R.: COMPASS tool vision for a system of systems collaborative development environment. In: International Conference on System of Systems Engineering, 2012 7th International Conference on, pp. 451–456, 16–19 (2012) Coleman, J.W., Malmos, A.K., Larsen, P.G., Peleska, J., Hains, R.: COMPASS tool vision for a system of systems collaborative development environment. In: International Conference on System of Systems Engineering, 2012 7th International Conference on, pp. 451–456, 16–19 (2012)
13.
go back to reference Agarwal, S., Ganguli, R.: Refining automated modeling of operational data by identifying the most important input factors. Min. Eng. 63(12), 52–54 (2011) Agarwal, S., Ganguli, R.: Refining automated modeling of operational data by identifying the most important input factors. Min. Eng. 63(12), 52–54 (2011)
14.
go back to reference Pape, L., Agarwal, S., Giammarco, K., Dagli, C.: Fuzzy optimization of acknowledged system of systems meta-architectures for agent based modeling of development. Procedia Comput. Sci. 28, 404–411 (2014)CrossRef Pape, L., Agarwal, S., Giammarco, K., Dagli, C.: Fuzzy optimization of acknowledged system of systems meta-architectures for agent based modeling of development. Procedia Comput. Sci. 28, 404–411 (2014)CrossRef
15.
go back to reference Konur, D., Dagli, C. (2014). Military system of systems architecting with individual system contracts. In: Optimization Letters, pp. 1–19 Konur, D., Dagli, C. (2014). Military system of systems architecting with individual system contracts. In: Optimization Letters, pp. 1–19
16.
go back to reference Agarwal, S., Pape, L.E., Dagli, C.H.: A hybrid genetic algorithm and particle swarm optimization with type-2 fuzzy sets for generating systems of systems architectures. Procedia Comput. Sci. 36(133), 57–64 (2014)CrossRef Agarwal, S., Pape, L.E., Dagli, C.H.: A hybrid genetic algorithm and particle swarm optimization with type-2 fuzzy sets for generating systems of systems architectures. Procedia Comput. Sci. 36(133), 57–64 (2014)CrossRef
17.
go back to reference Pape, L., Giammarco, K., Colombi, J., Dagli, C., Kilicay-Ergin, N., Rebovich, G.: A fuzzy evaluation method for system of systems meta-architectures. Procedia Comput. Sci. 16, 245–254 (2013)CrossRef Pape, L., Giammarco, K., Colombi, J., Dagli, C., Kilicay-Ergin, N., Rebovich, G.: A fuzzy evaluation method for system of systems meta-architectures. Procedia Comput. Sci. 16, 245–254 (2013)CrossRef
18.
go back to reference Ergin, N.K.: Improving collaboration in search and rescue system of systems. Procedia Comput. Sci. 36, 13–20 (2014)CrossRef Ergin, N.K.: Improving collaboration in search and rescue system of systems. Procedia Comput. Sci. 36, 13–20 (2014)CrossRef
19.
go back to reference Wang, R., Dagli, C.H.: Executable system architecting using systems modeling language in conjunction with colored Petri nets in a model-driven systems development process. Syst. Eng. 14(4), 383–409 (2011)CrossRef Wang, R., Dagli, C.H.: Executable system architecting using systems modeling language in conjunction with colored Petri nets in a model-driven systems development process. Syst. Eng. 14(4), 383–409 (2011)CrossRef
20.
go back to reference Wang, R., Agarwal, S., Dagli, C.: Executable system of systems architecture using OPM in conjunction with colored Petri Net: a module for flexible intelligent and learning architectures for system of systems. In: Europe Middle East & Africa Systems Engineering Conference (EMEASEC) (2014) Wang, R., Agarwal, S., Dagli, C.: Executable system of systems architecture using OPM in conjunction with colored Petri Net: a module for flexible intelligent and learning architectures for system of systems. In: Europe Middle East & Africa Systems Engineering Conference (EMEASEC) (2014)
21.
go back to reference Agarwal, S., Wang, R., Dagli, C.: FILA-SoS, executable architectures using cuckoo search optimization coupled with OPM and CPN-A module: a new meta-architecture model for FILA-SoS, France. In: Boulanger, F., Krob, D., Morel, G., Roussel (eds.) Jean-Claude Complex Systems Design and Management (CSD&M), pp. 175–192. Springer International Publishing (2015) Agarwal, S., Wang, R., Dagli, C.: FILA-SoS, executable architectures using cuckoo search optimization coupled with OPM and CPN-A module: a new meta-architecture model for FILA-SoS, France. In: Boulanger, F., Krob, D., Morel, G., Roussel (eds.) Jean-Claude Complex Systems Design and Management (CSD&M), pp. 175–192. Springer International Publishing (2015)
22.
go back to reference Agarwal, S., Pape, L.E., Dagli, C.H., Ergin, N.K., Enke, D., Gosavi, A., Qin, R., Konur, D., Wang, R., Gottapu, R.D.: Flexible intelligent learning architectures for SoS (FILA-SoS): architectural evolution in systems of systems. Procedia Comput. Sci. 44(2015), 76–85 (2015)CrossRef Agarwal, S., Pape, L.E., Dagli, C.H., Ergin, N.K., Enke, D., Gosavi, A., Qin, R., Konur, D., Wang, R., Gottapu, R.D.: Flexible intelligent learning architectures for SoS (FILA-SoS): architectural evolution in systems of systems. Procedia Comput. Sci. 44(2015), 76–85 (2015)CrossRef
23.
go back to reference Schutze, O., Lara, A., Coello, C.A.: On the influence of the number of objectives on the hardness of a multi objective optimization problem. Evol. Comput. IEEE Trans. 15(4), 444–455 (2011)CrossRef Schutze, O., Lara, A., Coello, C.A.: On the influence of the number of objectives on the hardness of a multi objective optimization problem. Evol. Comput. IEEE Trans. 15(4), 444–455 (2011)CrossRef
24.
go back to reference Ishibuchi, H., Tsukamoto, N., Nojima, Y.: Evolutionary many-objective optimization: a short review. In: IEEE Congress on Evolutionary Computation, pp. 2419–2426, June 2008 Ishibuchi, H., Tsukamoto, N., Nojima, Y.: Evolutionary many-objective optimization: a short review. In: IEEE Congress on Evolutionary Computation, pp. 2419–2426, June 2008
25.
go back to reference Coello, C.A.C.: An updated survey of evolutionary multi objective optimization techniques: state of the art and future trends. In: CEC 99. Proceedings of the 1999 Congress on Evolutionary Computation, 1999, vol. 1. IEEE (1999) Coello, C.A.C.: An updated survey of evolutionary multi objective optimization techniques: state of the art and future trends. In: CEC 99. Proceedings of the 1999 Congress on Evolutionary Computation, 1999, vol. 1. IEEE (1999)
26.
go back to reference Agarwal, S.: Computational intelligence based complex adaptive system-of-system architecture evolution strategy. In: Ph.D. Dissertation, Missouri University of Science and Technology, May 2015 Agarwal, S.: Computational intelligence based complex adaptive system-of-system architecture evolution strategy. In: Ph.D. Dissertation, Missouri University of Science and Technology, May 2015
27.
go back to reference Singh, A., Dagli, C.H.: “Computing with words” to support multi-criteria decision-making during conceptual design. In: Systems Research Forum, pp. 85–99 (2010) Singh, A., Dagli, C.H.: “Computing with words” to support multi-criteria decision-making during conceptual design. In: Systems Research Forum, pp. 85–99 (2010)
Metadata
Title
Computational Intelligence Based Complex Adaptive System-of-System Architecture Evolution Strategy
Authors
Siddhartha Agarwal
Cihan H. Dagli
Louis E. Pape II
Copyright Year
2016
DOI
https://doi.org/10.1007/978-3-319-26109-6_9