Collective systems consist of large numbers of agents that coordinate through local behaviour, adapt to their environment and possibly give rise to emergent phenomena. Their formal analysis requires advanced scalable mathematical approximation techniques. We show how Stochastic Process Algebra (SPA) can be combined with numeric analysis tools for the analysis of emergent behavioural aspects of such systems. The approach is based on an automatic transformation of SPA models into ordinary differential equations in a format in which numeric and symbolic computing environments can be used to perform stability analysis of the system. The potential of the approach is illustrated by a crowd dynamics scenario in which various forms of behavioural and topological asymmetry are introduced. These are cases in which analytical approaches to stability analysis are in general not feasible.The analysis also shows some surprising aspects of the crowd model itself.

Stochastic process algebra and stability analysis of collective systems

Bortolussi L;Latella D;Massink M
2013

Abstract

Collective systems consist of large numbers of agents that coordinate through local behaviour, adapt to their environment and possibly give rise to emergent phenomena. Their formal analysis requires advanced scalable mathematical approximation techniques. We show how Stochastic Process Algebra (SPA) can be combined with numeric analysis tools for the analysis of emergent behavioural aspects of such systems. The approach is based on an automatic transformation of SPA models into ordinary differential equations in a format in which numeric and symbolic computing environments can be used to perform stability analysis of the system. The potential of the approach is illustrated by a crowd dynamics scenario in which various forms of behavioural and topological asymmetry are introduced. These are cases in which analytical approaches to stability analysis are in general not feasible.The analysis also shows some surprising aspects of the crowd model itself.
2013
Istituto di Scienza e Tecnologie dell'Informazione "Alessandro Faedo" - ISTI
Inglese
Rocco De Nicola, Christine Julien
Coordination Models and Languages
COORDINATION 2013 - DisCoTec 2013 - Coordination Models and Languages. 15th International Conference, held as Part of the 8th International Federated Conference on Distributed Computing Techniques
1
15
978-3-642-38492-9
http://link.springer.com/chapter/10.1007/978-3-642-38493-6_1
Springer Heidelberg Dordrecht London New York
New York
STATI UNITI D'AMERICA
Sì, ma tipo non specificato
3-5 giugno 2013
Firenze
Collective behaviour
Validation
BioPEPA
Fluid flow analysis
Stability Analysis
Software/Program Verification
Mathematical aspects of software engineering
Grant agreement: 600708
3
restricted
Bortolussi, L; Latella, D; Massink, M
273
info:eu-repo/semantics/conferenceObject
04 Contributo in convegno::04.01 Contributo in Atti di convegno
   A Quantitative Approach to Management and Design of Collective and Adaptive Behaviours
   QUANTICOL
   FP7
   600708
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.14243/121683
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