Publications and conferences

Publications (with acknowledgements to the project)

Z. Zheng, S. Morando, M.-C. Péra, D. Hissel, L. Larger, R. Martinenghi and A. Baylon Fuentes, "Brain-inspired computational paradigm dedicated to fault diagnosis of PEM fuel cell stack". International Journal of Hydrogen Energy, vol. 42(8), pp. 5410 - 5425, 2017. doi: 10.1016/j.ijhydene.2016.11.043.

L. Larger, A. Baylón-Fuentes, R. Martinenghi, V.S. Udaltsov, Y.K. Chembo and M. Jacquot, "High-Speed Photonic Reservoir Computing Using a Time-Delay-Based Architecture: Million Words per Second Classification", Physical Review X, vol.7, 011015 (2017). doi: 10.1103/PhysRevX.7.011015. -APS Physics Viewpoint & Research Highlight in Nature-

B. A. Marquez, L. Larger, D. Brunner, Y. K. Chembo, and M. Jacquot, "Interaction between Liénard and Ikeda dynamics in a nonlinear electro-optical oscillator with delayed bandpass feedback", Physical Review E, Vol.94, No.6, 062208 (2016). doi: 10.1103/PhysRevE.94.062208.

L. Grigoryeva, J. Henriques, L. Larger, and J.-P. Ortega "Nonlinear Memory Capacity of Parallel Time-Delay Reservoir Computers in the Processing of Multidimensional Signals", Neural Computations, 28, pp. 1411-1451 (2016). doi:10.1162/NECO_a_00845.

Grigoryeva, L., Henriques, J., Larger, L., and Ortega, J.-P., "Time-delay reservoir computers and high-speed information processing capacity", Proceedings of the IEEE International Conference on Computational Science and Engineering, August 24-26, 2016 - Paris, France. doi:10.1109/CSE-EUC-DCABES.2016.230.

Grigoryeva, L., Henriques, J., and Ortega, J.-P., "Reservoir computing: information processing of stationary signals", Proceedings of the IEEE International Conference on Computational Science and Engineering, August 24-26, 2016 - Paris, France.  doi:10.1109/CSE-EUC-DCABES.2016.231. -Best Paper Award-

N. Oliver, L. Larger and I. Fischer, "Consistency in experiments on multistable driven delay systems", Chaos, Vol. 26, 103115 (2016). doi: 10.1063/1.4966021.

L. Grigoryeva, J. Henriques, L. Larger, and J.-P. Ortega "Optimal nonlinear information processing capacity in delay-based reservoir computers", Scientific Reports, 5, Article number: 12858 (2015). doi:10.1038/srep12858.

Conferences

S. Morando, M.-C. Pera, N. Yousfi Steiner, S. Jemei, D. Hissel, L. Larger, "Diagnostic de PEMFC à l'aide de réseaux de neurones à réservoir", GDR Hyspac 2017, Limoges (Mai 2017).

J.-P. Ortega,  "Time-delay reservoir computers: nonlinear stability of functional differential systems and optimal nonlinear information processing capacity", ETHZ, Zürich, Switzerland. Department of Mathematics Seminar, March 2017 -invited seminar-

J.-P. Ortega, "Time-delay reservoir computers and high-speed information processing capacity'', Computational and Methodological Statistics Conference (CMStatistics'16). Universidad de Sevilla, Spain, December 2016.

J.-P. Ortega, "A reservoir computing approach to machine learning", Swiss Institute for Empirical Economic Research, Sankt Gallen, Switzerland, Breakfast Seminar, November 2016.

D. Brunner, B. Penkovskyi, Y. Maistrenko and L. Larger, "Space-Time analogy in Delay Systems for Chimera States and Reservoir Computing", Yugawara, Japan, NOLTA, nov. 2016  -Talk in invited session-

B. Marquez, L. Larger, D. Brunner, Y.K. Chembo and M. Jacquot, "Interaction between Liénard and Ikeda dynamics in a nonlinear electro-optical oscillator with delayed feedback", Dynamics of Delay Equations, Theory and Applications in WIAS Berlin, Germany, Oct. 2016.

S. Morando, M.-C. Pera, N. Steiner, S. Jemei, D. Hissel and L. Larger, "Fuel Cells fault diagnosis under dynamic load profile using Reservoir Computing", 13th IEEE Vehicle Power and Propulsion Conference (VPPC2016), 6 p., 17-20 October 2016, Hangzhou, China.

B. Penkovsky, D. Brunner, L. Larger, “Towards a Brain-Inspired Computer With a Delay Dynamics” at GDR BioComp, INSA Lyon, October 11, 2016.

J.-P. Ortega, "Time-delay reservoir computers and high-speed information processing capacity", Joint keynote address for the conferences: 19th IEEE International Conference on Computational Science and Engineering (CSE 2016), 15th International Symposium on Distributed Computing and Applications to Business, Engineering and Science (DCABES 2016), and 14th IEEE/IFIP International Conference on Embedded and Ubiquitous Computing (EUC 2016). 24-26 August 2016, Ecole des Mines. Paris, France.

L. Larger, "Oscillator network emulated by photonic delay dynamics", Pattern Dynamics in Nonlinear Optical Cavities (PDNOC'16), Max-Planck-Institut für Physik komplexer Systeme August 15-19, 2016, Dresden, Germany  -Invited Talk-

B. Penkovsky, D. Brunner, L. Larger,  “Laser Delay Dynamics For Information Processing” at TU Berlin, Germany, July 13, 2016 -Invited seminar-

J.-P. Ortega, "Reservoir computing: a big data compatible machine learning paradigm", Workshop on Computational Social Science. Universität Konstanz, Germany, July 2016.

L. Larger, M. Jacquot, Y.K. Chembo, D. Brunner, "Photonic Nonlinear Transient Computing: A new paradigm for harnessing speed, power, and energy efficiency in future computers", International Conference on Energy, Materials & Photonics (EMP'16), July 11th, 2016 / Troyes, France -Invited Talk-

J.-P. Ortega, IBM Research Lab, Zürich. Switzerland, "Reservoir computing: a big data compatible machine learning paradigm", June 2016 -invited seminar-

B. Penkovsky, D. Brunner, L. Larger, “Toward New General-Purpose Processor With Nonlinear Transient Computing” at Dynamics Days Europe, Corfu, Greece, June 9, 2016.

B. Marquez, L. Larger, D. Brunner, Y.K. Chembo and M. Jacquot, "Bifurcation of spiral-shaped patterns in the phase space of a nonlinear delayed electro-optic system", XXXVI Dynamics Days Europe, Corfu, Greece, June 9 2016.

L. Larger, "Novel brain-inspired computer: photonic harware demonstrating the Reservoir Computing concept", Teratec 2016, 29 Juin 2016 / Palaiseau, France “Architectures de calcul spécialisées : auxiliaires ou challengers ?” -Invited Talk-

L. Larger, "Electro-optic nonlinear delayed feedback systems: From fundamental dynamics to photonic Reservoir Computing", BEYOND! von Neumann Computing, Max Planck Society, ICNS, Harnack Haus Berlin, Germany, May 18-21, 2016 -Invited Talk-

L. Larger, "Processeur photonique bio-inspir\'e : vers un calculateur rapide, puissant, et énergétiquement efficace", IEF / Orsay, Paris XI, France Conférence-Débat "Calcul & Bio-inspiration", 7 Avril 2016 -Invited Talk-

L. Larger, "Chaos communications: From the concept to photonic hardware implementation", 1st international conference on chaotic secure communication, Beijing (20-22 November 2015), China -Invited keynote speaker-

L. Larger, "Nonlinear delay differential equations with a slow integral term: fundamental issues \& applications in photonic", Seminar at TUB: "Synchronization Patterns in Complex Networks: Chimera States and Beyond", TU Berlin (April 28, 2016), Germany -Invited seminar-

L. Larger, B. Marquez, A. Baylón-Fuentes, R. Martinenghi, M. Jacquot, Y. Chembo, V.S. Udaltsov, "Photonic nonlinear delay dynamics for advanced nonlinear processsing: from secure chaos communications to brain-inspired computing", pp. 538-541, paper ID:6263, in proceeding of NOLTA 2015, Hong Kong, China, Dec. 1-4 2015 -Talk in invited session-

L. Grigoryeva, "Capacity of time-delay reservoir computers in the forecasting, filtering, reconstruction, and parallel processing of stochastic stationary and multidimensional signals", Workshop “Dynamical systems and brain-inspired information processing”. Besançon, France, November 3rd, 2015.

J.-P. Ortega, "Time-delay reservoir computers: nonlinear stability of functional differential systems and optimal nonlinear information processing capacity", Conference ``Dynamical Systems and Brain-Inspired Information Processing''. Univ. Franche-Comté, Besançon, France, November  2015.

L. Larger, "Virtual space-time delay dynamics and their chimera states", theme Wave, Soliton and Turbulence in Optical Systems, WIAS, Berlin, 12-14 October 2015, Germany -Invited Talk-

L. Larger, "Reservoir Computing: concepts and hardware implementation in photonic", Workshop du GDR BioComp, Saint-Paul de Vence, 5-8 October 2015, France -Invited Talk-

L. Larger, B. Penkovskyi, Y. Maistrenko, "Virtual space-time delay dynamics and their chimera states", SFB 910 Workshop, Wittenberg, Germany, Sept. 14-16 2015 -Keynote talk-

L. Larger, B. Penkovskyi, Y. Maistrenko, "Chimera states in laser delay dynamics: experiment and modeling", Dynamics Days Europe, Exeter, England, 6-10 September 2015, p.83 -Invited Talk-

L. Larger, "Optoelectronic delay dynamics: cross-fertilization between applications and theory", Dynamics Days Europe, Exeter, England, 6-10 September 2015, p.82 -Invited Talk-

J.-P. Ortega, "Time-delay reservoir computers: nonlinear stability of functional differential systems and optimal nonlinear information processing capacity”, Univ. of Calgary. Seminar of the Mathematics Department, Calgary, Canada, July 2015.

J.-P. Ortega, "Time-delay reservoir computers: nonlinear stability of functional differential systems and optimal nonlinear information processing capacity”, Conference "Classic and Stochastic Geometric Mechanics''. Centre Interfacultaire Bernoulli. EPFL. Lausanne. Switzerland, June 2015 -Opening lecture-

L. Grigoryeva, "Volatility and time series forecasting with non-scalar parametric models and machine-learning based techniques", University of Konstanz, Konstanz, Germany, May 5, 2015.

L. Larger, "Delay dynamics explored through signal and information photonic processing", theme workshop on Delay differential equations in physical sciences and engineering, Fields Institute, Toronto (11-15 Mai 2015), Canada -Invited Talk-

J.-P. Ortega, "Reservoir computing: optimal nonlinear information processing capacity, performance, and universality. Applications to stochastic nonlinear time series forecasting", Univ. Paris-Diderot (Paris VII). Paris. France, February 2015. -invited seminar-

J.-P. Ortega, "Reservoir computing: optimal nonlinear information processing capacity, performance, and universality. Applications to stochastic nonlinear time series forecasting", European Centre for Advanced Research in Economics and Statistics (ECARES). Univ. Libre de Bruxelles, Belgium, February 2015.

L. Grigoryeva, "Reservoir computing: optimal nonlinear information processing capacity, performance, and universality", Applications to stochastic nonlinear time series forecasting. Journée du Laboratoire de Mathématiques, Besançon, France, January 8, 2016.