Abstract
The chemical-inspired programming approach is an emerging paradigm for defining the behavior of densely distributed and context-aware devices (e.g., in ecosystems of displays tailored to crowd steering, or to obtain profile-based coordinated visualization). Typically, the evolution of such systems cannot be easily predicted, thus making of paramount importance the availability of techniques and tools supporting prior-to-deployment analysis. Exact analysis techniques do not scale well when the complexity of systems grows: as a consequence, approximated techniques based on simulation assumed a relevant role. This work presents a new simulation-based distributed analysis tool addressing the statistical analysis of such a kind of systems. The tool has been obtained by chaining two existing tools: MultiVeSta and Alchemist. The former is a recently proposed lightweight tool which allows to enrich existing discrete event simulators with automated and distributed statistical analysis capabilities, while the latter is an efficient simulator for chemical-inspired computational systems. The tool is validated against a crowd steering scenario, and insights on the performance are provided by discussing how the analysis tasks scale on a multi-core architecture.
Original language | English |
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Title of host publication | Proceedings of the 2014 International Conference on High Performance Computing and Simulation, HPCS 2014 |
Number of pages | 8 |
Publisher | Institute of Electrical and Electronics Engineers Inc. |
Publication date | 18 Sept 2014 |
Pages | 416-423 |
Article number | 6903715 |
ISBN (Electronic) | 9781479953127 |
DOIs | |
Publication status | Published - 18 Sept 2014 |
Externally published | Yes |
Event | 2014 International Conference on High Performance Computing and Simulation - Bologna, Italy Duration: 21 Jul 2014 → 25 Jul 2014 |
Conference
Conference | 2014 International Conference on High Performance Computing and Simulation |
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Country/Territory | Italy |
City | Bologna |
Period | 21/07/2014 → 25/07/2014 |
Sponsor | Altair (UK) Ltd., E4 Computer Engineering, Eurotech, Grid Telekom, Huawei Technologies Co., Ltd. |
Keywords
- Analysis of Emergent Behaviors
- Automated Distributed Statistical Analysis
- Chemical-Inspired Computation
- Discrete Event Modeling and Simulation
- Statistical Model Checking