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Benoît Miramond - Professor in embbeded AI


Benoît Miramond is Full Professor at LEAT Lab in the Université Côte d'Azur in Sophia-Antipolis. Previously, from 2005 to 2015, he was Associate Professor in the ETIS Lab in the University of Cergy-Pontoise. Benoît Miramond received the Habilitation thesis in sciences of engineering and systems in 2014 and the title of PhD in computer sciences in 2003.

 

He is currently the head of the Neuromorphic Engineering Group from LEAT. He is leader of the international ANR project SOMA (neural-based Self-Organizing Machine Architecture) in collaboration with INRIA at Bordeaux, LORIA at Nancy and HESSO in Geneva from 2018 to 2021.

 

In this context, his research is following an interdisciplinary approach to explore novel adaptive and low-power hardware architectures inspired from neurosciences and cognitive sciences for embedded AI applications.

 

More details: http://sites.unice.fr/site/bmiramond/Perso/


Journal articles9 documents

  • Laurent Rodriguez, Benoit Miramond, Bertrand Granado. Toward a sparse self-organizing map for neuromorphic architectures. ACM Journal on Emerging Technologies in Computing Systems, Association for Computing Machinery, 2015, Special issue on Neuromorphic and Brain-Inspired Computing Systems, 11 (4), pp.33. ⟨http://dl.acm.org/citation.cfm?id=J967&picked=prox&cfid=471945613&cftoken=54570792⟩. ⟨10.1145/2638559⟩. ⟨hal-01103430⟩
  • Laurent Fiack, Nicolas Cuperlier, Benoit Miramond. Embedded and real-time architecture for bio-inspired vision-based robot navigation. Journal of Real-Time Image Processing, Springer, 2014, pp.1-24. ⟨hal-01105153⟩
  • Laurent Gantel, Amel Khiar, Benoit Miramond, Mohamed El Amine Benkhelifa, Lounis Kessal, et al.. Enhancing Reconfigurable Platforms Programmability for Synchronous Data-Flow Applications. ACM Transactions on Reconfigurable Technology and Systems (TRETS), ACM, 2012, 5 (3), pp.Article No. 14. ⟨10.1145/2362374.2362378⟩. ⟨hal-00766667⟩
  • Fabrice Muller, Jimmy Le Rhun, Fabrice Lemonnier, Benoît Miramond, Ludovic Devaux. A Flexible Operating System for Dynamic Applications. XCell, 2010, pp.30-34. ⟨hal-00542646⟩
  • Benoit Miramond, Emmanuel Huck, François Verdier, Mohamed El Amine Benkhelifa, Bertrand Granado, et al.. OveRSoC : a Framework for the Exploration of RTOS for RSoC Platforms. International Journal of Reconfigurable Computing, Hindawi Publishing Corporation, 2009, 2009, pp.450607. ⟨10.1155/2009/450607⟩. ⟨inria-00450258⟩
  • Fakhreddine Ghaffari, Benoit Miramond, François Verdier. Run-Time HW/SW Scheduling of Data Flow Applications on Reconfigurable Architectures. EURASIP Journal on Embedded Systems, SpringerOpen, 2009, 2009, pp.976296. ⟨10.1155/2009/976296⟩. ⟨hal-00524591⟩
  • François Verdier, Benoit Miramond, Mickael Maillard, Emmanuel Huck, Thomas Lefebvre. Using High-Level RTOS Models for HW/SW Embedded Architecture Exploration : Case Study on Mobile Robotic Vision. EURASIP Journal on Embedded Systems, SpringerOpen, 2008, 2008, pp.349465. ⟨10.1155/2008/349465⟩. ⟨hal-00524580⟩
  • Benoît Miramond. Technique de réduction adaptative de l'espace de recherche pour les méthodes d'optimisation par recherche locale. Revue des Sciences et Technologies de l'Information - Série TSI : Technique et Science Informatiques, Lavoisier, 2008, 27 (5), pp.627. ⟨hal-00536239⟩
  • Benoît Miramond. Technique de réduction d'ordonnancements hors-ligne pour applications embarquées à contraintes temps réel. Revue des Sciences et Technologies de l'Information - Série TSI : Technique et Science Informatiques, Lavoisier, 2006, 25 (7), pp.867. ⟨hal-00536246⟩

Conference papers36 documents

  • Marino Rasamuel, Lyes Khacef, Laurent Rodriguez, Benoit Miramond. Specialized visual sensor coupled to a dynamic neural field for embedded attentional process. 2019 IEEE Sensors Applications Symposium (SAS) (SAS 2019), Mar 2019, Sophia-Antipolis, France. ⟨hal-02006191⟩
  • Dinh-Khanh Ho, Karim Ben Chehida, Benoit Miramond, Michel Auguin. QoS and Energy-Aware Run-time Adaptation for Mobile Robotic Missions: A Learning Approach. International Conference on Robotic Computing, 2019., Feb 2019, Naples, Italy. pp.212-219, ⟨10.1109/IRC.2019.00039⟩. ⟨hal-02018703⟩
  • Lyes Khacef, Benoit Miramond, Diego Barrientos, Andres Upegui. Self-organizing neurons: toward brain-inspired unsupervised learning. The International joint Conference On Neural Networks, Jul 2019, Budapest, Hungary. ⟨hal-02078129⟩
  • Roland Kromes, Adrien Russo, Benoit Miramond, François Verdier. Energy consumption minimization on LoRaWAN sensor network by using an Artificial Neural Network based application. Sensors Applications Symposium 2019, Mar 2019, Sophia-Antipolis, France. ⟨hal-02013645⟩
  • Dinh-Khanh Ho, Karim Chehida, Benoît Miramond, Michel Auguin. Towards A Multi-Mission QoS and Energy Manager for Autonomous Mobile Robots. International Conference on Robotic Computing, Jan 2018, Laguna Hill, CA, United States. pp.270-273, ⟨10.1109/IRC.2018.00057⟩. ⟨hal-01700856⟩
  • L. Anghel, Giorgio Di Natale, Benoit Miramond, Elena Ioana Vatajelu, E. Vianello. Neuromorphic Computing - From Robust Hardware Architectures to Testing Strategies. 26th IFIP IEEE International Conference on Very Large Scale Integration (VLSI SOC 2018), Oct 2018, Verona, Italy. ⟨hal-01961756⟩
  • Laurent Rodriguez, Lyes Khacef, Benoît Miramond. A distributed cellular approach of large scale SOM models for hardware implementation. IEEE Conference on Image Processing and Signals (IPAS), Dec 2018, Nice (sophia-antipolis), France. ⟨hal-01923134⟩
  • Lyes Khacef, Nassim Abderrahmane, Benoit Miramond. Confronting machine-learning with neuroscience for neuromorphic architectures design. IEEE WORLD CONGRESS ON COMPUTATIONAL INTELLIGENCE, Jul 2018, Rio de Janeiro, Brazil. ⟨10.1109/IJCNN.2018.8489241⟩. ⟨hal-01739438⟩
  • Lyes Khacef, Bernard Girau, Nicolas Rougier, Andres Upegui, Benoıt Miramond. Neuromorphic hardware as a self-organizing computing system. WCCI 2018 - IEEE World Congress on Computational Intelligence, Workshop NHPU : Neuromorphic Hardware In Practice and Use, Jul 2018, Rio de Janeiro, Brazil. pp.1-4. ⟨hal-01790776⟩
  • Andres Upegui, Bernard Girau, Nicolas P. Rougier, Fabien Vannel, Benoıt Miramond. Pruning Self-Organizing Maps for Cellular Hardware Architectures. AHS 2018 - 12th NASA/ESA Conference on Adaptive Hardware and Systems, Aug 2018, Edinburgh, United Kingdom. pp.272-279, ⟨10.1109/AHS.2018.8541465⟩. ⟨hal-01826263⟩
  • Adrien Russo, François Verdier, Benoît Miramond. Energy Saving in a Wireless Sensor Network by Data Prediction by using Self-Organized Maps. International Workshop on Recent Advances in Cellular Technologies and 5G for IoT Environments (RACT-5G-IoT 2018), May 2018, Porto, Portugal. pp.1090-1095, ⟨10.1016/j.procs.2018.04.161⟩. ⟨hal-01740303⟩
  • Wenhao Wang, Sylvain Cotard, Fabrice Gravez, Yael Chambrin, Benoit Miramond. Optimizing Application Distribution on Multi-Core Systems within AUTOSAR. 8th European Congress on Embedded Real Time Software and Systems (ERTS 2016), Jan 2016, TOULOUSE, France. ⟨hal-01289485⟩
  • Nicolas Cuperlier, Frédéric Demelo, Benoit Miramond. FPGA-based bio-inspired architecture for multi-scale attentional vision. Conference on Design & Architectures for Signal & Image Processing (DASIP), Oct 2016, Rennes, France. pp.231-232, ⟨10.1109/DASIP.2016.7853828⟩. ⟨hal-01343903⟩
  • Wenhao Wang, Fabrice Camut, Benoit Miramond. Generation of Schedule Tables on Multi-core Systems for AUTOSAR Applications. Conference on Design & Architectures for Signal & Image Processing (DASIP), Oct 2016, Rennes, France. pp.191-198, ⟨10.1109/DASIP.2016.7853818⟩. ⟨hal-01343901⟩
  • Nicolas Cuperlier, Hakim Guedjou, Frédéric Demelo, Benoit Miramond. Attention-based smart-camera for spatial cognition. 10th International Conference on Distributed Smart Cameras (ICDSC 2016), Sep 2016, Paris, France. ⟨10.1145/2967413.2967440⟩. ⟨hal-01343906⟩
  • Wenhao Wang, Benoit Miramond, Fabrice Camut. Real-Time Software Distribution on Multi-Core Architectures in Automotive Systems. Colloque GDR SoC-SiP (System On Chip - System In Package), Jun 2016, Nantes, France. ⟨hal-01344465⟩
  • Wenhao Wang, Benoit Miramond, Fabrice Camut. Distribution of Real-Time Software on Multi-Core Architectures in Automotive Systems. Conférence d'informatique en Parallélisme, Architecture et Système (COMPAS), Jul 2016, Lorient, France. ⟨hal-01344279⟩
  • Laurent Fiack, Benoit Miramond, Laurent Rodriguez. A neural processing unit for self-organizing maps. workshop on "Neuromorphic and Brain-Based Computing Systems", Mar 2015, Grenoble, France. ⟨hal-01103418⟩
  • Laurent Rodriguez, Laurent Fiack, Benoit Miramond. Hardware architecture of Self-Organizing Maps. Design, Automation & Test in Europe (DATE 2013) - International Workshop on Neuromorphic and Brain-Based Computing Systems (NeuComp 2013), Mar 2013, Grenoble, France. ⟨hal-00862876⟩
  • Laurent Rodriguez, Laurent Fiack, Benoit Miramond. A Neural Model for Hardware Plasticity in Artificial Vision Systems. Design and Architectures for Signal and Image Processing (DASIP), 2013 Conference on, ECSI, Oct 2013, Cagliari, Italy. pp.30 - 37. ⟨hal-01199296⟩
  • Laurent Rodriguez, Laurent Fiack, Benoit Miramond, Erik Hochapfel. Validation of neural networks onto FPGA. International Workshop on Neuromorphic and Brain-Based Computing Systems (NeuComp 2013 / DATE), DATE, Mar 2013, Grenoble, France. ⟨hal-01199370⟩
  • Laurent Rodriguez, Benoit Miramond, Fakhreddine Ghaffari. Self-organization in embodied reconfigurable architectures.. Colloque GDR SocSip 2012, Jun 2012, Paris, France. pp.1-2. ⟨hal-00736625⟩
  • Amel Khiar, Nicolas Knecht, Laurent Gantel, Soufyane Lkad, Benoit Miramond. Middleware Based Executive for Embedded Reconfigurable Platforms. DASIP, Oct 2012, Germany. pp.6. ⟨hal-00781983⟩
  • Laurent Fiack, Benoit Miramond, Nicolas Cuperlier. FPGA-based vision perception architecture for robotic missions. Smart cameras for robotic applications, Oct 2012, Portugal. pp.4. ⟨hal-00766597⟩
  • Laurent Rodriguez, Benoit Miramond, Bertrand Granado. Embodied Computing: Self-adaptation in Bio-inspired Reconfigurable Architectures. Parallel and Distributed Processing Symposium Workshops & PhD Forum (IPDPSW), 2012 IEEE 26th International, May 2012, Shanghai, China. pp.413 - 418, ⟨10.1109/IPDPSW.2012.52⟩. ⟨hal-00733335⟩
  • Laurent Rodriguez, Jérôme Fellus, Benoît Miramond. Self-organization of reconfigurable processing elements during mobile robots missions. 6th International Workshop on Reconfigurable Communication-centric Systems-on-Chip, ReCoSoC 2011, Jun 2011, Montpellier, France. pp.1-2. ⟨hal-00640959⟩
  • Laurent Rodriguez, Jérôme Fellus, Benoit Miramond. Self-organization of reconfigurable processing elements during mobile robots missions. Reconfigurable Communication-centric Systems-on-Chip (ReCoSoC), 2011 6th International Workshop on, Jun 2011, Montpellier, France. ⟨10.1109/ReCoSoC.2011.5981533⟩. ⟨hal-01199382⟩
  • Laurent Gantel, Amel Khiar, Benoît Miramond, Mohamed El Amine Benkhelifa, Fabrice Lemonnier, et al.. Dataflow Programming Model For Reconfigurable Computing. 6th International Workshop on Reconfigurable Communication-centric Systems-on-Chip (ReCoSoC), Jun 2011, Montpellier, France. pp.1-8, ⟨10.1109/ReCoSoC.2011.5981505⟩. ⟨hal-00623674⟩
  • Benoît Miramond, Liliana Cucu-Grosjean. Generation of static tables in embedded memory with dense scheduling. Conference on Design and Architectures for Signal and Image Processing, Oct 2010, France. pp.1. ⟨hal-00524528⟩
  • Fakhreddine Ghaffari, Benoit Miramond, François Verdier. Dynamic adaptation of Hardware-Software scheduling for Reconfigurable System-on-Chip. 19th IEEE/IFIP International Symposium on Rapid System Prototyping (RSP'08), Jun 2008, Monterey, CA, United States. pp.1. ⟨hal-00524751⟩
  • Emmanuel Huck, Benoit Miramond, François Verdier. SystemC multiprocessor RTOS model for services distribution on MPSoC platforms. Conference on Design and Architectures for Signal and Image Processing (DASIP), Nov 2008, Bruxelles, Belgium. pp.1. ⟨hal-00524756⟩
  • Jean-Christophe Prévotet, Mohamed El Amine Benkhelifa, Bertrand Granado, Emmanuel Huck, Benoit Miramond, et al.. A Framework for the Exploration of RTOS Dedicated to the Management of Hardware Reconfigurable Resources. ReConFig'08, 2008, Mexico. pp.61-66. ⟨hal-00404919⟩
  • Emmanuel Huck, Benoit Miramond, François Verdier. A Modular SystemC RTOS Model for Embedded Services Exploration. 1st European Workshop on Design and Architectures for Signal and Image Processing (DASIP'07), Nov 2007, Grenoble, France. pp.1. ⟨hal-00524703⟩
  • Benoit Miramond, Jean-Marc Delosme. Design Space Exploration for Dynamically Reconfigurable Architectures. DATE'05, Mar 2005, Munich, Germany. pp.366-371. ⟨hal-00181542⟩
  • Benoît Miramond, Jean-Marc Delosme. Design Space Exploration for Dynamically Reconfigurable Architectures. IEEE DATE 2005, 2005, Germany. pp.366--371, ⟨10.1109/DATE.2005.118⟩. ⟨hal-00341374⟩
  • Benoît Miramond, Jean-Marc Delosme. Decision Guide Environment for Design Space Exploration. ETFA 2005, 2005, Italy. pp.881--888, ⟨10.1109/ETFA.2005.1612618⟩. ⟨hal-00341375⟩

Poster communications4 documents

  • François Verdier, Primavera de Filippi, Frédéric Mallet, Philippe Collet, Lise Arena, et al.. Smart IoT for Mobility: Automating of Mobility Value Chain through the Adoption of Smart Contracts within IoT Platforms. 17th Driving Simulation & Virtual Reality Conference (DSC 2018), Sep 2018, Antibes, France. ⟨http://dsc2018.org/⟩. ⟨hal-01903049⟩
  • Adrien Russo, François Verdier, Benoît Miramond. Clusterisation de données pour la réduction de la consommation dans les réseaux de capteurs sans fils. Conférence d’informatique en Parallélisme, Architecture et Système (COMPAS), Jun 2017, Sophia-Antipolis, France. pp.1, 2017, ⟨https://compas2017.sciencesconf.org/⟩. ⟨hal-01683802⟩
  • Lyes Khacef, Benoît Miramond. Implémentation matérielle des réseaux de neurones artificiels : des Neurosciences au Machine Learning. Conférence d’informatique en Parallélisme, Architecture et Système (COMPAS), Jun 2017, Sophia-Antipolis, France. pp.1, 2017, ⟨https://compas2017.sciencesconf.org/⟩. ⟨hal-01680726⟩
  • Lyes Khacef, Adrien Russo, Benoit Miramond, François Verdier. Réseaux de Neurones Artificiels pour l’Optimisation de la Consommation dans les Réseaux de Capteurs Sans Fil. XIIème Colloque du GDR SoC-SiP, Jun 2017, Bordeaux, France. pp.1-2, 2017, ⟨ https://www.colloque2017-gdrsoc2.org/⟩. ⟨hal-01680697⟩

Book sections1 document

  • Benoit Miramond, Emmanuel Huck, Thomas Lefebvre, François Verdier. SystemC Multiprocessor RTOS model for services distribution on RTOS platforms. Springer. Lecture Notes in Electrical Engineering - Algorithm-Architecture Matching for Signal and Image Processing, pp.197-216, 2011, ⟨10.1007/978-90-481-9965-5_9⟩. ⟨hal-01174353⟩

Patents2 documents

  • Sylvain Cotard, Wenhao Wang, Benoit Miramond, Fabrice Camut. Off-line allocation method of embedded and real-time software on a multicore architecture and its use for embedded applications in automotive vehicle. France, Patent n° : PCT/FR2016/053578, Reference MFR9019 PCT, 2016. MCSOC. 2016. ⟨hal-01767246⟩
  • Sylvain Cotard, Wenhao Wang, Benoit Miramond, F. Camut. Procédé hors-ligne d'allocation d'un logiciel embarqué temps réel sur une architecture microcontrôleur multicoeur et son utilisation pour des applications embarquées dans un véhicule automobile. France, Patent n° : No 3 045 870. Reference 15 62954, 2016. MCSOC. 2016. ⟨hal-01767258⟩

Other publications1 document

  • Benoit Miramond, Andrea Castagnetti. Malvoyance: des lunettes pour raconter le monde. 2019. ⟨hal-02078741⟩