Publications

Books

B.P. Zeigler, A. Muzy, E. Kofman (2018) "Theory of Modeling and Simulation - Discrete Event and Iterative System Computational Foundations" ,  3rd edition, Springer, Academic Press.

Proceedings

	R. Castro, A. Muzy, L. Capocchi (2014) "ACTIMS 2014 - Activity-Based Modeling and Simulation Proceedings" , ACTIMS'14, ITM Web of Conferences, ISBN: 978-1-63439-658-5, 100 p.
	A. Muzy, O. Michel, D.R.C. Hill (2013) "Activity-Based Modeling and Simulation Proceedings" , ACTIMS'12, ITM Web of Conferences, ISBN:978-2-7598-1108-3, 100 p.
	A. Muzy, D.R.C. Hill, B.P. Zeigler (2010) "Activity-Based Modeling and Simulation" , Cargese CNRS Interdisciplinary Seminar, P.U.L. Blaise Pascal University, 163 p.
	H. R. Arabnia, X. Hu, A. Muzy, I. A. Oraifige, A. M. G. Solo (2007) "Proceedings of the 2007 International Conference on Modeling, Simulation & Visualization Methods (MSV'07)", Intel, MIT Media Laboratory..., 336p.

Journals

• C. Mascart, A. Muzy, P. Reynaud-bouret (2020). "Discrete event simulation of point processes: A computational complexity analysis on sparse graphs". arXiv preprint arXiv:2001.01702.
• T.C. Phi, A. Muzy, P. Reynaud-Bouret (2020) "Event-Scheduling Algorithms with Kalikow Decomposition for Simulating Potentially Infinite Neuronal Networks". SN Computer Science, Springer, 2020, 1 (1).
• A. Muzy (2019) "Exploiting activity for the modeling and simulation of dynamics and learning processes in hierarchical (neurocognitive) systems", IEEE Magazine of Computing in Science & Engineering (CISE), vol. 21, no. 1, pp. 84-93.
• A. Muzy, B. P. Zeigler and F. Grammont (2018) "Iterative Specification as a Modeling and Simulation Formalism for I/O General Systems," in IEEE Systems Journal, vol. 12, no. 3, pp. 2982-2993.
• B.P. Zeigler, A. Muzy (2017) "Temporal Modeling of Neural Net Input/Output Behaviors: The Case of XOR", MDPI, Systems, Special Issue Second Generation General System Theory: Perspectives in Philosophy and Approaches in Complex Systems, 5(1), 7.
• B.P. Zeigler, A. Muzy (2016) "Emergence at the Fundamental Systems Level: Existence Conditions for Iterative Specifications", MDPI, Systems, Special Issue Second Generation General System Theory: Perspectives in Philosophy and Approaches in Complex Systems, 4(4), 34.
• A. Muzy, B.P. Zeigler (2014) "Activity-based credit assignment heuristic for simulation-based stochastic search in a hierarchical model base of systems", IEEE Systems Journal, vol.PP, no.99, 1-12.
• A. Muzy, B.P. Zeigler (2014) "Specification of dynamic structure discrete event systems using single point encapsulated control functions", invited paper, International Journal of Modeling, Simulation, and Scientific Computing (IJMSSC) Vol. 5, Issue 3, 1450012.
• D. Prunetti, A. Muzy, E. Innocenti, X. Pieri (2014) "Utility-based Multi-Agent System with Spatial Interactions: The Case of Virtual Estate Development A Stochastic Simulation-based Modeling Approach", Computational Economics, Vol. 43, no. 3, 271-299.
• A. Muzy, F. Varenne, B.P. Zeigler, J. Caux, P. Coquillard, L. Touraille, D. Prunetti, P. Caillou, O. Michel, D.R.C. Hill (2013) "Refounding of Activity Concept? Towards a Federative Paradigm for Modeling and Simulation", Simulation: transactions of the society of modeling and simulation international, Society for Modeling and Simulation (SCS), vol. 89, no. 2, 156-177.
• P. Coquillard , A. Muzy, F. Diener, (2012) "Optimal phenotypic plasticity in a stochastic environment minimizes the cost/benefit ratio", Suppl-data, Ecological Modelling 242: 28-36.
• A. Muzy, R. Jammalamadaka, B.P. Zeigler, J.J. Nutaro (2011) "The Activity tracking paradigm in discrete-event modeling and simulation: The case of spatially continuous distributed systems", Simulation: transactions of the society of modeling and simulation international, Society for Modeling and Simulation (SCS), vol. 87, no. 5, 449-464.
• D. Prunetti, A. Muzy, and E. Innocenti (2010) "Utilitarian Individual-based Simulation of Real Estate Development in a Computational Virtual Laboratory," Journal of Economic Computation and Economic Cybernetics Studies and Research, Vol.4., 159-178.
• E. Innocenti, X. Silvani, A. Muzy, D.R.C. Hill (2009) "A Software Framework for Fine Grain Parallelization of Cellular Models with OpenMP: Application to Fire Spread", Environmental modelling and software, Volume 24, Issue 7, 819-831.
• A. Muzy, J.J. Nutaro, B.P. Zeigler, P. Coquillard (2008) "Modeling and simulation of fire spreading through the activity tracking paradigm", Ecological Modelling, ISSN: 0304-3800, Vol. 219, Issue: 1, 212-225.
• A. Muzy, B.P. Zeigler (2008) "Introduction to the Activity Tracking Paradigm in Component-Based Simulation", The Open Cybernetics and Systemics Journal, 2:48-56.
• A. Muzy, E. Innocenti, A. Aiello, J. F. Santucci, T. Marcelli, P. A. Santoni (2008) "Discrete-event modelling of fire spreading", International Journal of Systems Science (IJSS), Vol. 39, 193-206.
• M. Traoré, A. Muzy (2006) "Capturing the dual relationship between simulation models and their context", Simulation Practice and Theory (SIMPRA). Volume 14, Issue 2 , February 2006, 126-142.
• A. Muzy, E. Innocenti, D. R. C. Hill, A. Aiello, J. F. Santucci, P. A. Santoni (2005) "Object-oriented framework for modelling and simulation of propagation processes: Application to a fire spreading", Environmental modelling and software, Elsevier, 20(7), 827-842.
• A. Muzy, E. Innocenti, G. Wainer, A. Aiello, J. F. Santucci (2005) "Specification of discrete event models for fire spreading", Simulation: transactions of the society of modeling and simulation international, SCS, 81, 103-117.
• A. Muzy (2005) "Proposition d'un cadre conceptuel pour la simulation de modéles cellulaires : Application à la modélisation physique des feux de forêt", Technique et Science Informatiques, Lavoisier, vol. 25, no2, 147-165.

Chapters

• O. Guinaudeau, G. Bernot, A. Muzy, D. Gaffé, F. Grammont (2018) "Formal Neuron Models: Delays Offer a Simplified Dendritic Integration for Free, BIOSTEC (Selected Papers), Springer. 2018, S. 167191.
• O. Guinaudeau, G. Bernot, A. Muzy, F. Grammont (2017) "Abstraction of the structure and dynamics of the biological neuron for a formal study of the dendritic integration", Advances in Systems and Synthetic Biology, EDP Science.
• A. Muzy, D. Cancellieri, D.R.C. Hill (2011) "Simulation of fire spread: Physics-inspired and chemistry-based mathematical analogues", Handbook of Models used in Ecosystem and Environmental Management, CRC Baton Rouge, LA, USA, Ed. Sven Erik Jorgensen.
• P. Coquillard, A. Muzy, E. Wajnberg (2010) "Activatability for simulation tractability of NP problems: Application to Ecology", Complex Systems: Activity-based Modelling and Simulation - Complex Systems: Activity-Based Modeling and Simulation, Cargese Interdisciplinary Seminar, Corsica, France
• A. Muzy, D.R.C. Hill (2010) "Design and stochastic modeling strategies for the simulation of large (spatial) distributed systems", Discrete Event Simulation and Modeling: Theory and Applications, Ed. G. Wainer & P.J. Mosterman, Taylor and Francis Group, Accepted for publication.
• B.P. Zeigler, A. Muzy, L. Yilmaz (2008) "Artificial Intelligence in Modeling and Simulation". In Encyclopedia of Complexity and System Science, Heidelberg, Germany: Springer-Verlag.
• A. Muzy, E. Innocenti, D. R. C. Hill, A. Aiello, J. F. Santucci, P. A. Santoni (2006) "Dynamic structure cellular automata in a fire spreading application", Informatics in Control, Automation and Robotics, Kluwer, 247-254.

Refereed conferences

• O. Sabri, A. Muzy (2019) "Learning Dynamics of Cognitive Parallel Processing Based on a Collective Evaluation". IEEE Computer Society, 2019, Proceedings of The 18th IEEE International Conference on Cognitive Informatics & Cognitive Computing.
• O. Guinaudeau, G. Bernot, A. Muzy, D. Gaffé, F. Grammont  (2018) "Computer-aided Formal Proofs about Dendritic Integration within a Neuron", 9th International Conference on Bioinformatics Models, Methods and Algorithms, 49-60.
• S. Klikovits, J. Denil, A. Muzy, R. Salay (2017) "Modeling Frames", MODELS 2017 Satellite Events, workshop on Model Driven Engineering, Verification and Validation (MoDeVVa), Austin, TX, USA, September, 17, 315-320.
• B.P. Zeigler, A. Muzy (2017) "From Discrete Event Simulation to Discrete Event Specified Systems (DEVS)" The 20th World Congress of the International Federation of Automatic Control (IFAC), Jul 2017, Toulouse, France, invited paper.
• E. De Maria, A. Muzy, D. Gaffé, A. Ressouche, F. Grammont (2016) "Verification of Temporal Properties of Neuronal Archetypes Modeled as Synchronous Reactive Systems", HSB 2016 - 5th International Workshop Hybrid Systems Biology, Oct 2016, Grenoble, France. pp.15, 2016, Lecture Notes in Bioinformatics series.
• B.P. Zeigler, A. Muzy (2016) "Some modeling & simulation perspectives on emergence in system-of-systems", in Proceedings of , MSCIAAS '16 Proceedings of the Modeling and Simulation of Complexity in Intelligent, Adaptive and Autonomous Systems 2016 (MSCIAAS 2016), invited paper.
• A. Muzy, M. Lerasle, F. Grammont, V.T. Dao, D.R.C Hill (2016) "Parallel and pseudorandom discrete event system specification vs. networks of spiking neurons: Formalization and preliminary implementation results", The 2016 International Conference on High Performance Computing & Simulation (HPCS 2016), International Workshop on Parallel Computations for Neural Networks (PCNN 2016), Jul 2016, Innsbruck, Austria.
• A. Muzy, B.P. Zeigler (2016) "Modeling organization of spiking neural nets in DEVS for high performance parallel simulation". Les journées DEVS francophones : Théorie et Applications / Workshop, Apr 2016, Cargese, France. 2016.
• A. Muzy, B.P. Zeigler (2014) "A conjecture from learning simulations of series and parallel connections of components", THE 26TH EUROPEAN MODELING & SIMULATION SYMPOSIUM, Sep 2014, Bordeaux, France. pp.550-557
• A. Muzy, L. Capocchi, J.F. Santucci (2014) "Using Activity Metrics for DEVS Simulation Profiling", In proceedings of "ACTIMS 2014 - Activity-Based Modeling and Simulation Proceedings" , ACTIMS'14, ETH Zurich, ITM Web of Conferences, ISBN: 978-1-63439-658-5, 100 p., 01001:1-01001:8.
• A. Muzy, L. Massardier, P. Coquillard (2014) "Organisms modeling: The question of radial basis function networks", In proceedings of "ACTIMS 2014 - Activity-Based Modeling and Simulation Proceedings" , ACTIMS'14, ETH Zurich, ITM Web of Conferences, ISBN: 978-1-63439-658-5, 100 p., 03002:1-03002:9.
• A. Muzy, B.P., Zeigler (2012) "Activity-based Credit Assignment (ACA) in Hierarchical Simulation", IEEE/ACM/SCS: SpringSim Multi-conference, Symposium On Theory of Modeling and Simulation, Orlando, USA, Accepted for publication.
• A. Muzy, D. Hill (2011) "What is New with the Activity World View in Modeling and Simulation? Using Activity as a Unifying Guide For Modeling and Simulation", IEEE/SMC-ACM/SIGSIM- Proceedings of the 2011 Winter Simulation Conference S. Jain, R.R. Creasey, J. Himmelspach, K.P. White, and M. Fu, eds. Invited Paper, 13 p.
• L. Touraille, A. Letagneaux, D. Mouly, A. Leroy, D. Bas, J. Keruzec, C. Mazel, A. Muzy, D. Hill (2011) "Spatial Simulation of A(H1N1) Influenza Virus Spreading. Comparison with Regional Data", ESM 2011, Oct. 24-24, Guimaraes, Portugal, pp. 365-371.
• P. Coquillard, A. Muzy,E. Wajnberg (2010) "Activatability for simulation tractability of NP problems: Application to Ecology" , Proceedings of "Activity-Based Modeling and Simulation", Cargese CNRS Interdisciplinary Seminar, P.U.L. Blaise Pascal University, 163 p., 129-145.
• A. Muzy, L. Touraille, H. Vangheluwe, O. Michel, M.K. Traoré, D.R.C. Hill (2010) "Activity Regions for the Specication of Discrete Event Systems", ACM/SCS: SpringSim Multi-conference, Symposium On Theory of Modeling and Simulation, Orlando, USA, 176-182.
• A. Muzy, E. Innocenti, D. Prunetti (2009) "A Virtual Laboratory of Individual-based Simulation of Land-uses", Asia Simulation Conference, Japan Society for Simulation Technology (JSST), Shiga, Japan.
• D. Hill, A. Muzy, R. Barraud, B. Crozat, L. Touraille, F. Leccia (2009) "Decision support system for a regional spreading of A/H1N1 influenza virus", IEEE/Eurosis: European Simulation Multi-Conference, Oct. 26-28, Leicester, United Kingdom, p. 261-268.
• D. Prunetti, A. Muzy, E. Innocenti (2008) "Simulation of land-uses through utilitarian agents embedding environmental quality perception". EASTERN ECONOMICS ASSOCIATION (EEA) MEETING. Boston.
• D. Hill, A. Muzy, R. Barraud, B. Crozat, J. Madary, F. Leccia (2008) "Design of a spatial and stochastic simulator for bird flu spreading in Corsica", 2008 International Simulation Multi-conference (ISMc'08), IEEE, ACM, SCS, Accepted for publication
• A. Muzy, D. Hill, M. Joubert M, E. Innocenti (2008) "A post-processed 3D visualization tool for forest fire simulations". IEEE SimuTools, Marseille.
• A. Muzy, X. Hu (2008) "Specification of Dynamic Structure Cellular Automata & Agents". IEEE Melecon'08, Ajaccio, France.
• A. Muzy, J. de Lara, E. Guerra (2008) "Designing PRIMA: A Precise Visual Language for Modeling with Agents, in a Physical environment". MSV'07- The 2007 International Conference on Modeling, Simulation and Visualization Methods, Intel, MIT Media Laboratory, Monte Carlo Resort, Las Vegas, Nevada, USA, 231-238.
• R. Duboz, D. Versmisse, G. Quesnel, A. Muzy, E. Ramat (2006) "Specification of Dynamic Structure Discrete event Multi-agent Systems", Agent-directed simulation (ADS'06), part of the 2006 Spring Simulation Multiconference (SpringSim'06), Huntsville, Alabama, USA.
• E. Posse, A. Muzy, H. Vangheluwe (2006) "A framework for visual specification and simulation of cellular systems", Best paper award, DEVS Integrative M&S Symposium (DEVS'06), part of the 2006 Spring Simulation Multiconference (SpringSim'06), Huntsville, Alabama, USA, 23-30.
• A. Muzy, D. Prunetti, E. Innocenti (2006) "A simulation-based tool for the creation of marine reserves". in IEEE International Symposium on Environment Identities and Mediterranean area (ISEIM 2006). Corte, Ajaccio, Corsica. 296-301.
• A. Belgodere, A. Muzy, E. Innocenti, S. Giannoni (2006) "The use of land by the tourist industry". in IEEE International Symposium on Environment Identities and Mediterranean area (ISEIM 2006). Corte, Ajaccio, Corsica. 351-354.
• S. Garredu, E. Vittori, J.F. Santucci, A. Muzy (2006) "Specification languages as front-end towards DEVS formalism". in IEEE International Symposium on Environment Identities and Mediterranean area (ISEIM 2006). 2006. Corte, Ajaccio, Corsica, 104-109.
• A. Muzy, N. Fauvet, P. Bourdot, F. Bosseur, C. Gouinaud (2005) "A VR platform for field-scale phenomena", Graphite, ACM SIGGRAPH, Netherland, 155-158.
• A. Muzy, A. Aiello, P.A. Santoni, B.P. Zeigler, J.J. Nutaro, R. Jammalamadaka (2005) "Discrete event simulation of large-scale spatial continuous systems". International Conference on Systems, Man and Cybernetics (SMC), IEEE, Hawaii, USA, 2991-2998.
• X. Hu, A. Muzy, L. Ntaimo (2005) "A Hybrid Agent-Cellular Space Modeling Approach for Fire Spread and Suppression Simulation", Winter Simulation Conference (WSC), IEEE/ACM/SIGSIM/SCS, Orlando, USA, 248-255.
• A. Muzy, J.J. Nutaro (2005) "DEVS & DSDEVS abstract simulators", 1st Open International Conference on Modeling and Simulation (OICMS, Clermont-Ferrand), 273-279.
• A. Muzy, E. Innocenti, D. R. C. Hill, A. Aiello, J. F. Santucci, P. A. Santoni (2004) "Dynamic structure cellular automata in a fire spreading application", best paper award, First International Conference on Informatics in Control, Automation and Robotics (ICINCO), IEEE/CSS/IFAC/ACM/AAAI/APPIA, Setubal, Portugal, 143-151.
• A. Muzy, E. Innocenti, A. Aiello, J. F. Santucci (2004) "Simulation of a quantized model of fire spread: toward a new numerical method", Environnement et Identité en méditerrané (EIM).
• E. Innocenti, A. Muzy, A. Aiello, J. F. Santucci (2004) "Parallel simulation of complex propagation phenomena: parallel interfaces and cellular environments", Environnement et Identité en méditerrané (EIM).
• E. Innocenti, A. Muzy, A., Aiello, J.F., Santucci (2004) "Discrete Event Simulation of fire spread : A modular Approach for the Choice of a Strategy of Active Elements Management", International Carpathian Control Conference (ICCC), Zakopane Poland, 69-74.
• E. Innocenti, A. Muzy, D. R. C. Hill, A. Aiello, J. F. Santucci, P. A. Santoni (2004) "Active-DEVS: a computational model for the simulation of forest fire propagation", International Conference on Systems, Man and Cybernetics (SMC), IEEE, The Hague, The Netherlands, 1857-1863.
• A. Muzy, E. Innocenti, D. Hill, J. F. Santucci (2003) "Optimization of cell spaces simulation for the modelling of fire spreading", 36th Annual Simulation Symposium (ANSS), IEEE/SCS/ACM, Orlando, USA, 289-296.
• A. Muzy (2003) "Simulation à événements discrets de modèles physiques de systèmes à paramètres distribués", MAnifestation des JEunes Chercheurs du domaine des STIC (MAJECTIC), CNRS (STIC), Marseille, France, 20-26.
• A. Muzy, E. Innocenti, F. Barros, A. Aiello, J. F. Santucci (2003) "Efficient simulation of large-scale dynamic structure cell spaces", Summer Computer Simulation Conference (SCSC), SCS, Montreacute;al, Canada, 378-383.
• E. Innocenti, A. Muzy, D. R. C. Hill, A. Aiello, J. F. Santucci (2003) "Design of a Multithreaded Parallel Model for Fire Spread", 15th European Simulation Symposium (ESS), SCS, Delft, The Netherlands, 104-110.
• A. Muzy, E. Innocenti, G. Wainer, A. Aiello, J. F. Santucci (2002) "Cell-DEVS quantization techniques in a fire spreading application", Winter Simulation Conference (WSC) - Exploring new frontiers, IEEE/ACM/SIGSIM/SCS, San Diego, USA, 542-549.
• A. Muzy, G. Wainer, E. Innocenti, A. Aiello, J. F. Santucci (2002) "Comparing simulation methods for fire spreading across a fuel bed", Simulation and planning in high autonomy systems conference (AIS), SCS, Lisbon, Portugal, 219-224.
• A. Muzy, T. Marcelli, A. Aiello, P. A. Santoni, J. F. Santucci, J. H. Balbi (2001) "Application of DEVS formalism to a semi-physical model of fire spread accross a fuel bed, Advanced Technology Workshop (ATW), Aiacciu, France.
• A. Muzy, T. Marcelli, A. Aiello, P. A. Santoni, J. F. Santucci, J. H. Balbi (2001) "An object oriented environment applied to a semi-physical model of fire spread across a fuel bed, European Simulation Symposium and Exhibitions (ESS), SCS, Marseille, France, 641-643.