Experiments on networks of coupled opto-electronic oscillators and physical random number generators

Title of dissertation: EXPERIMENTS ON NETWORKS OF COUPLED OPTO-ELECTRONIC OSCILLATORS AND PHYSICAL RANDOM NUMBER GENERATORS Joseph David Hart Doctor of Philosophy, 2018 Dissertation directed by: Professor Rajarshi Roy Department of Physics In this thesis, we report work in two areas: synchronization in networks of coupled oscillators and the evaluation of physical random number generators. A “chimera state” is a dynamical pattern that occurs in a network of coupled identical oscillators when the symmetry of the oscillator population is spontaneously broken into coherent and incoherent parts. We report a study of chimera states and cluster synchronization in two different opto-electronic experiments. The first experiment is a traditional network of four opto-electronic oscillators coupled by optical fibers. We show that the stability of the observed chimera state can be determined using the same group-theoretical techniques recently developed for the study of cluster synchrony. We present three novel results: (i) chimera states can be experimentally observed in small networks, (ii) chimera states can be stable, and (iii) at least some types of chimera states (those with identically synchronized coherent regions) are closely related to cluster synchronization. The second experiment uses a single opto-electronic feedback loop to investigate the dynamics of oscillators coupled in large complex networks with arbitrary topology. Recent work has demonstrated that an opto-electronic feedback loop can be used to realize ring networks of coupled oscillators. We significantly extend these capabilities and implement networks with arbitrary topologies by using field programmable gate arrays (FPGAs) to design appropriate digital filters and time delays. With this system, we study (i) chimeras in a five-node globally-coupled network, (ii) synchronization of clusters that are not predicted by network symmetries, and (iii) optimal networks for cluster synchronization. The field of random number generation is currently undergoing a fundamental shift from relying solely on pseudo-random algorithms to employing physical entropy sources. The standard evaluation practices, which were designed for pseudo-random number generators, are ill-suited to quantify the entropy that underlies physical random number generation. We review the state of the art in the evaluation of physical random number generation and recommend a new paradigm: quantifying entropy generation and understanding the physical limits for harvesting entropy from sources of randomness. As an illustration of our recommendations, we evaluate three common optical entropy sources: single photon time-of-arrival detection, chaotic lasers, and amplified spontaneous emission. EXPERIMENTS ON NETWORKS OF COUPLED OPTO-ELECTRONIC OSCILLATORS AND PHYSICAL RANDOM NUMBER GENERATORS

[1]  E. Voges,et al.  Dynamics of electrooptic bistable devices with delayed feedback , 1982 .

[2]  Richard Hughes,et al.  STRENGTHENING THE SECURITY FOUNDATION OF CRYPTOGRAPHY WITH WHITEWOOD’S QUANTUM-POWERED ENTROPY ENGINE , 2016 .

[3]  O. Hallatschek,et al.  Chimera states in mechanical oscillator networks , 2013, Proceedings of the National Academy of Sciences.

[4]  Sean N. Brennan,et al.  Observability and Controllability of Nonlinear Networks: The Role of Symmetry , 2013, Physical review. X.

[5]  Balth. van der Pol,et al.  VII. Forced oscillations in a circuit with non-linear resistance. (Reception with reactive triode) , 1927 .

[6]  Laurent Larger,et al.  From flow to map in an experimental high-dimensional electro-optic nonlinear delay oscillator. , 2005, Physical review letters.

[7]  M Jofre,et al.  True random numbers from amplified quantum vacuum. , 2011, Optics express.

[8]  M. Rosenblum,et al.  Chimeralike states in an ensemble of globally coupled oscillators. , 2014, Physical review letters.

[9]  Hong Guo,et al.  Truly random number generation based on measurement of phase noise of a laser. , 2009, Physical review. E, Statistical, nonlinear, and soft matter physics.

[10]  Louis Pecora,et al.  Symmetry- and input-cluster synchronization in networks. , 2018, Physical review. E.

[11]  A. Zeilinger,et al.  Significant-Loophole-Free Test of Bell's Theorem with Entangled Photons. , 2015, Physical review letters.

[12]  Robert König,et al.  The Operational Meaning of Min- and Max-Entropy , 2008, IEEE Transactions on Information Theory.

[13]  E. Jeffrey,et al.  Photon arrival time quantum random number generation , 2009 .

[14]  Ingo Fischer,et al.  Fast Random Bit Generation Using a Chaotic Laser: Approaching the Information Theoretic Limit , 2013, IEEE Journal of Quantum Electronics.

[15]  Jan Danckaert,et al.  Strongly asymmetric square waves in a time-delayed system. , 2012, Physical review. E, Statistical, nonlinear, and soft matter physics.

[16]  Henry Markram,et al.  Real-Time Computing Without Stable States: A New Framework for Neural Computation Based on Perturbations , 2002, Neural Computation.

[17]  Eckehard Schöll,et al.  Experimental observations of group synchrony in a system of chaotic optoelectronic oscillators. , 2013, Physical review letters.

[18]  Brenda Chng,et al.  Random numbers from vacuum fluctuations , 2016, 1602.08249.

[19]  J. Yorke,et al.  Period Three Implies Chaos , 1975 .

[20]  Laurent Larger,et al.  Routes to chaos and multiple time scale dynamics in broadband bandpass nonlinear delay electro-optic oscillators. , 2009, Physical review. E, Statistical, nonlinear, and soft matter physics.

[21]  Matthias Wolfrum,et al.  Eckhaus instability in systems with large delay. , 2006, Physical review letters.

[22]  Angelo Vulpiani,et al.  Properties making a chaotic system a good pseudo random number generator. , 2005, Physical review. E, Statistical, nonlinear, and soft matter physics.

[23]  Caitlin R. S. Williams,et al.  OPTOELECTRONIC EXPERIMENTS ON RANDOM BIT GENERATORS AND COUPLED DYNAMICAL SYSTEMS , 2013 .

[24]  Firdaus E. Udwadia,et al.  An efficient QR based method for the computation of Lyapunov exponents , 1997 .

[25]  Katharina Krischer,et al.  Clustering as a prerequisite for chimera states in globally coupled systems. , 2014, Physical review letters.

[26]  Johnson,et al.  Three coupled oscillators as a universal probe of synchronization stability in coupled oscillator arrays , 2000, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics.

[27]  Rajarshi Roy,et al.  Scalable parallel physical random number generator based on a superluminescent LED. , 2011, Optics letters.

[28]  Louis M Pecora,et al.  Synchronization of chaotic systems. , 2015, Chaos.

[29]  Charles S. Peskin,et al.  Mathematical aspects of heart physiology , 1975 .

[30]  A. Uchida,et al.  Complexity and bandwidth enhancement in unidirectionally coupled semiconductor lasers with time-delayed optical feedback. , 2016, Physical review. E.

[31]  Myunghwan Park Chaotic Oscillations in CMOS Integrated Circuits , 2013 .

[32]  Qiurong Yan,et al.  High-speed quantum-random number generation by continuous measurement of arrival time of photons. , 2015, The Review of scientific instruments.

[33]  Jonathan N. Blakely,et al.  Entropy rates of low-significance bits sampled from chaotic physical systems , 2016 .

[34]  Jack K. Hale,et al.  From sine waves to square waves in delay equations , 1992, Proceedings of the Royal Society of Edinburgh: Section A Mathematics.

[35]  Giovanni Giacomelli,et al.  Spatio-temporal phenomena in complex systems with time delays , 2017, 2206.03120.

[36]  Pu Li,et al.  Random Bit Generator Using Delayed Self-Difference of Filtered Amplified Spontaneous Emission , 2014, IEEE Photonics Journal.

[37]  Gordon F. Royle,et al.  Algebraic Graph Theory , 2001, Graduate texts in mathematics.

[38]  Marcel Worring,et al.  NIST Special Publication , 2005 .

[39]  Laurent Larger,et al.  Complexity in electro-optic delay dynamics: modelling, design and applications , 2013, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[40]  Laurent Larger,et al.  Experimental chaotic map generated by picosecond laser pulse-seeded electro-optic nonlinear delay dynamics. , 2008, Chaos.

[41]  Hong Guo,et al.  117 Gbits/s Quantum Random Number Generation With Simple Structure , 2017, IEEE Photonics Technology Letters.

[42]  Adilson E. Motter,et al.  Identical synchronization of nonidentical oscillators: when only birds of different feathers flock together , 2017, 1712.03245.

[43]  L Fortuna,et al.  Remote synchronization in star networks. , 2012, Physical review. E, Statistical, nonlinear, and soft matter physics.

[44]  Rune Lausten,et al.  Efficient Raman generation in a waveguide: A route to ultrafast quantum random number generation , 2014 .

[45]  David P Rosin,et al.  Ultrafast physical generation of random numbers using hybrid Boolean networks. , 2012, Physical review. E, Statistical, nonlinear, and soft matter physics.

[46]  Mw Hirsch,et al.  Chaos In Dynamical Systems , 2016 .

[47]  E. Lorenz Deterministic nonperiodic flow , 1963 .

[48]  Adilson E Motter,et al.  Stable Chimeras and Independently Synchronizable Clusters. , 2017, Physical review letters.

[49]  内田 淳史 Optical communication with chaotic lasers : applications of nonlinear dynamics and synchronization , 2012 .

[50]  Bhargava Ravoori,et al.  Synchronization of Chaotic Optoelectronic Oscillators: Adaptive Techniques and the Design of Optimal Networks , 2011 .

[51]  Antonio Politi,et al.  High-dimensional chaos in delayed dynamical systems , 1994 .

[52]  T. Carroll,et al.  Master Stability Functions for Synchronized Coupled Systems , 1998 .

[53]  L Pesquera,et al.  Photonic information processing beyond Turing: an optoelectronic implementation of reservoir computing. , 2012, Optics express.

[54]  Hermann Haken,et al.  Analogy between higher instabilities in fluids and lasers , 1975 .

[55]  Giovanni Giacomelli,et al.  Pattern formation in systems with multiple delayed feedbacks. , 2014, Physical review letters.

[56]  Laurent Larger,et al.  Laser chimeras as a paradigm for multistable patterns in complex systems , 2014, Nature Communications.

[57]  J. Buck Synchronous Rhythmic Flashing of Fireflies. II. , 1938, The Quarterly Review of Biology.

[58]  Michael A. Zaks,et al.  Coarsening in a bistable system with long-delayed feedback , 2012 .

[59]  Vito Latora,et al.  Remote synchronization reveals network symmetries and functional modules. , 2012, Physical review letters.

[60]  Jürgen Kurths,et al.  Synchronization - A Universal Concept in Nonlinear Sciences , 2001, Cambridge Nonlinear Science Series.

[61]  L. Appeltant,et al.  Information processing using a single dynamical node as complex system , 2011, Nature communications.

[62]  Andreas Otto,et al.  Laminar Chaos. , 2022, Physical review letters.

[63]  D. Lathrop Nonlinear Dynamics and Chaos: With Applications to Physics, Biology, Chemistry, and Engineering , 2015 .

[64]  Carlo R Laing,et al.  Chimera states in networks of phase oscillators: The case of two small populations. , 2015, Physical review. E.

[65]  M Stipčević,et al.  Spatio-temporal optical random number generator. , 2015, Optics express.

[66]  H. Gibbs,et al.  Observation of chaos in optical bistability (A) , 1981 .

[67]  A. Vulpiani,et al.  Predictability: a way to characterize complexity , 2001, nlin/0101029.

[68]  Peter Grassberger Information flow and maximum entropy measures for 1-D maps , 1985 .

[69]  N. N. Verichev,et al.  Stochastic synchronization of oscillations in dissipative systems , 1986 .

[70]  Mauricio Barahona,et al.  Graph partitions and cluster synchronization in networks of oscillators , 2016, Chaos.

[71]  Laurent Larger,et al.  High-Speed Photonic Reservoir Computing Using a Time-Delay-Based Architecture: Million Words per Second Classification , 2017 .

[72]  Adilson E Motter,et al.  Network synchronization landscape reveals compensatory structures, quantization, and the positive effect of negative interactions , 2009, Proceedings of the National Academy of Sciences.

[73]  Broggi,et al.  Dimension increase in filtered chaotic signals. , 1988, Physical review letters.

[74]  Jurgen Kurths,et al.  Synchronization in complex networks , 2008, 0805.2976.

[75]  D. Abrams,et al.  Chimera states: coexistence of coherence and incoherence in networks of coupled oscillators , 2014, 1403.6204.

[76]  R. Lang,et al.  External optical feedback effects on semiconductor injection laser properties , 1980 .

[77]  Pu Li,et al.  Minimal-post-processing 320-Gbps true random bit generation using physical white chaos. , 2017, Optics express.

[78]  Kenji Nakanishi,et al.  Diffusion-induced inhomogeneity in globally coupled oscillators: swing-by mechanism. , 2006, Physical review letters.

[79]  Roy,et al.  Amplification of intrinsic noise in a chaotic multimode laser system. , 1992, Physical review. A, Atomic, molecular, and optical physics.

[80]  Krishnamurthy Murali,et al.  Chimera States in Star Networks , 2015, Int. J. Bifurc. Chaos.

[81]  Adilson E Motter,et al.  Asymmetry-induced synchronization in oscillator networks. , 2017, Physical review. E.

[82]  R. Roy,et al.  Experimental observation of chimeras in coupled-map lattices , 2012, Nature Physics.

[83]  Francesco Sorrentino,et al.  Cluster synchronization and isolated desynchronization in complex networks with symmetries , 2013, Nature Communications.

[84]  H Thienpont,et al.  Physical random bit generation from chaotic solitary laser diode. , 2014, Optics express.

[85]  H. Kantz,et al.  Fast chaos versus white noise: entropy analysis and a Fokker–Planck model for the slow dynamics , 2004 .

[86]  V. K. Chandrasekar,et al.  Mechanism for intensity-induced chimera states in globally coupled oscillators. , 2014, Physical review. E, Statistical, nonlinear, and soft matter physics.

[87]  Ian Stewart,et al.  Patterns of Synchrony in Coupled Cell Networks with Multiple Arrows , 2005, SIAM J. Appl. Dyn. Syst..

[88]  E Schöll,et al.  Two-dimensional spatiotemporal complexity in dual-delayed nonlinear feedback systems: Chimeras and dissipative solitons. , 2018, Chaos.

[89]  Yuta Terashima,et al.  Recommendations and illustrations for the evaluation of photonic random number generators , 2016, 1612.04415.

[90]  Herbert Jaeger,et al.  Reservoir computing approaches to recurrent neural network training , 2009, Comput. Sci. Rev..

[91]  P. Ashwin,et al.  Weak chimeras in minimal networks of coupled phase oscillators. , 2014, Chaos.

[92]  A. Sen,et al.  Chimera states: the existence criteria revisited. , 2013, Physical review letters.

[93]  F. Lin,et al.  Effective Bandwidths of Broadband Chaotic Signals , 2012, IEEE Journal of Quantum Electronics.

[94]  Wei Pan,et al.  Two approaches for ultrafast random bit generation based on the chaotic dynamics of a semiconductor laser. , 2014, Optics express.

[95]  Adilson E Motter,et al.  Topological Control of Synchronization Patterns: Trading Symmetry for Stability. , 2019, Physical review letters.

[96]  Jaideep Pathak,et al.  Using machine learning to replicate chaotic attractors and calculate Lyapunov exponents from data. , 2017, Chaos.

[97]  Caitlin R. S. Williams,et al.  Fast physical random number generator using amplified spontaneous emission. , 2010, Optics express.

[98]  Adilson E Motter,et al.  Symmetric States Requiring System Asymmetry. , 2016, Physical review letters.

[99]  Brendan D. McKay,et al.  Practical graph isomorphism, II , 2013, J. Symb. Comput..

[100]  Eckehard Schöll,et al.  Transient scaling and resurgence of chimera states in networks of Boolean phase oscillators. , 2014, Physical review. E, Statistical, nonlinear, and soft matter physics.

[101]  B. Schrauwen,et al.  Isolated word recognition with the Liquid State Machine: a case study , 2005, Inf. Process. Lett..

[102]  Chik How Tan,et al.  Analysis and Enhancement of Random Number Generator in FPGA Based on Oscillator Rings , 2008, 2008 International Conference on Reconfigurable Computing and FPGAs.

[103]  Robert M. May,et al.  Simple mathematical models with very complicated dynamics , 1976, Nature.

[104]  Brian R Hunt,et al.  Defining chaos. , 2015, Chaos.

[105]  F. Garofalo,et al.  Controllability of complex networks via pinning. , 2007, Physical review. E, Statistical, nonlinear, and soft matter physics.

[106]  Benjamin Schrauwen,et al.  Optoelectronic Reservoir Computing , 2011, Scientific Reports.

[107]  Giovanni Giacomelli,et al.  Dynamical systems with multiple long-delayed feedbacks: Multiscale analysis and spatiotemporal equivalence. , 2015, Physical review. E, Statistical, nonlinear, and soft matter physics.

[108]  P. Gaspard,et al.  Noise, chaos, and (ε,τ)-entropy per unit time , 1993 .

[109]  Laurent Larger,et al.  Chaotic breathers in delayed electro-optical systems. , 2005, Physical review letters.

[110]  Edward Ott,et al.  Complex dynamics and synchronization of delayed-feedback nonlinear oscillators , 2009, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[111]  Thomas K. D. M. Peron,et al.  The Kuramoto model in complex networks , 2015, 1511.07139.

[112]  Laurent Larger,et al.  Virtual chimera states for delayed-feedback systems. , 2013, Physical review letters.

[113]  Y. Kuang Delay Differential Equations: With Applications in Population Dynamics , 2012 .

[114]  E. Ott,et al.  Network synchronization of groups. , 2007, Physical review. E, Statistical, nonlinear, and soft matter physics.

[115]  C. Abellán,et al.  Generation of Fresh and Pure Random Numbers for Loophole-Free Bell Tests. , 2015, Physical review letters.

[116]  Eckehard Schöll,et al.  Amplitude-phase coupling drives chimera states in globally coupled laser networks. , 2015, Physical review. E, Statistical, nonlinear, and soft matter physics.

[117]  H. Fujisaka,et al.  Stability Theory of Synchronized Motion in Coupled-Oscillator Systems , 1983 .

[118]  S. Wehner,et al.  Loophole-free Bell inequality violation using electron spins separated by 1.3 kilometres , 2015, Nature.

[119]  E. Desurvire Classical and Quantum Information Theory: An Introduction for the Telecom Scientist , 2009 .

[120]  Katharina Krischer,et al.  Chimeras in globally coupled oscillatory systems: From ensembles of oscillators to spatially continuous media. , 2015, Chaos.

[121]  Cristina Masoller,et al.  Synchronization via clustering in a small delay-coupled laser network , 2007 .

[122]  Kenichi Arai,et al.  Noise amplification by chaotic dynamics in a delayed feedback laser system and its application to nondeterministic random bit generation. , 2012, Chaos.

[123]  Guillaume Huyet,et al.  Coherence and incoherence in an optical comb. , 2014, Physical review letters.

[124]  T. Yamazaki,et al.  Performance of Random Number Generators Using Noise-Based Superluminescent Diode and Chaos-Based Semiconductor Lasers , 2013, IEEE Journal of Selected Topics in Quantum Electronics.

[125]  Y. Kuramoto,et al.  Coexistence of Coherence and Incoherence in Nonlocally Coupled Phase Oscillators , 2002, cond-mat/0210694.

[126]  S. Strogatz,et al.  Chimera states for coupled oscillators. , 2004, Physical review letters.

[127]  Luigi Fortuna,et al.  Analysis of remote synchronization in complex networks. , 2013, Chaos.

[128]  Steven H. Strogatz,et al.  Synchronization: A Universal Concept in Nonlinear Sciences , 2003 .

[129]  Yuta Terashima,et al.  Real-time fast physical random number generator with a photonic integrated circuit. , 2017, Optics express.

[130]  Serge Massar,et al.  Brain-Inspired Photonic Signal Processor for Generating Periodic Patterns and Emulating Chaotic Systems , 2017 .

[131]  Caitlin R. S. Williams,et al.  Synchronization states and multistability in a ring of periodic oscillators: experimentally variable coupling delays. , 2013, Chaos.

[132]  Lin Huang,et al.  Consensus of Multiagent Systems and Synchronization of Complex Networks: A Unified Viewpoint , 2016, IEEE Transactions on Circuits and Systems I: Regular Papers.

[133]  Francesco Sorrentino,et al.  Complete characterization of the stability of cluster synchronization in complex dynamical networks , 2015, Science Advances.

[134]  Jovan Dj. Golic,et al.  High-Speed True Random Number Generation with Logic Gates Only , 2007, CHES.

[135]  Eckehard Schöll,et al.  Broadband chaos generated by an optoelectronic oscillator. , 2009, Physical review letters.

[136]  Robert Shaw Strange Attractors, Chaotic Behavior, and Information Flow , 1981 .

[137]  L. Tian,et al.  Practical quantum random number generator based on measuring the shot noise of vacuum states , 2010 .

[138]  Giacomelli,et al.  Relationship between delayed and spatially extended dynamical systems. , 1996, Physical review letters.

[139]  S. Strogatz,et al.  Solvable model for chimera states of coupled oscillators. , 2008, Physical review letters.

[140]  Giovanni Giacomelli,et al.  Pseudo-spatial coherence resonance in an excitable laser with long delayed feedback. , 2017, Chaos.

[141]  Xiongfeng Ma,et al.  Ultrafast quantum random number generation based on quantum phase fluctuations. , 2011, Optics express.

[142]  Pu Li,et al.  4.5 Gbps high-speed real-time physical random bit generator. , 2013, Optics express.

[143]  K. Ikeda Multiple-valued stationary state and its instability of the transmitted light by a ring cavity system , 1979 .

[144]  Jaideep Pathak,et al.  Model-Free Prediction of Large Spatiotemporally Chaotic Systems from Data: A Reservoir Computing Approach. , 2018, Physical review letters.

[145]  Joseph D. Hart,et al.  Experiments with arbitrary networks in time-multiplexed delay systems. , 2017, Chaos.

[146]  Ingo Fischer,et al.  Reconfigurable semiconductor laser networks based on diffractive coupling. , 2015, Optics letters.

[147]  Rajarshi Roy,et al.  Harvesting entropy and quantifying the transition from noise to chaos in a photon-counting feedback loop , 2015, Proceedings of the National Academy of Sciences.

[148]  A. Motter,et al.  Synchronization is optimal in nondiagonalizable networks. , 2006, Physical review. E, Statistical, nonlinear, and soft matter physics.

[149]  V N Belykh,et al.  Cluster synchronization modes in an ensemble of coupled chaotic oscillators. , 2001, Physical review. E, Statistical, nonlinear, and soft matter physics.

[150]  K. Alan Shore,et al.  Physics and applications of laser diode chaos , 2015 .

[151]  Laurent Larger,et al.  Photonic nonlinear transient computing with multiple-delay wavelength dynamics. , 2012, Physical review letters.

[152]  Atsushi Uchida,et al.  Tb/s physical random bit generation with bandwidth-enhanced chaos in three-cascaded semiconductor lasers. , 2015, Optics express.

[153]  A. S. Pikovskii Synchronization and stochastization of array of self-excited oscillators by external noise , 1984 .

[154]  Jiagui Wu,et al.  Tbits/s physical random bit generation based on mutually coupled semiconductor laser chaotic entropy source. , 2015, Optics express.

[155]  Peter Davis,et al.  Chaotic laser based physical random bit streaming system with a computer application interface , 2017, Optics express.

[156]  Jesper Mørk,et al.  Chaos in semiconductor lasers with optical feedback: theory and experiment , 1992 .

[157]  Miguel C. Soriano,et al.  Reservoir computing with a single time-delay autonomous Boolean node , 2014, Physical review. E, Statistical, nonlinear, and soft matter physics.

[158]  Meucci,et al.  Defects and spacelike properties of delayed dynamical systems. , 1994, Physical review letters.

[159]  Yang Liu,et al.  The generation of 68 Gbps quantum random number by measuring laser phase fluctuations. , 2015, The Review of scientific instruments.

[160]  Yuan Ma,et al.  Analysis and Improvement of Entropy Estimators in NIST SP 800-90B for Non-IID Entropy Sources , 2017, IACR Trans. Symmetric Cryptol..

[161]  Harald Haas,et al.  Harnessing Nonlinearity: Predicting Chaotic Systems and Saving Energy in Wireless Communication , 2004, Science.

[162]  Joseph D. Hart,et al.  Black phosphorus frequency mixer for infrared optoelectronic signal processing , 2019, APL Photonics.

[163]  Robert H. Walden,et al.  Analog-to-digital converter survey and analysis , 1999, IEEE J. Sel. Areas Commun..

[164]  Lange,et al.  Measuring filtered chaotic signals. , 1988, Physical review. A, General physics.

[165]  M. L. Cartwright On non-linear differential equations of the second order , 1949 .

[166]  Mauricio Barahona,et al.  Synchronization in small-world systems. , 2002, Physical review letters.

[167]  J Javaloyes,et al.  Arrest of Domain Coarsening via Antiperiodic Regimes in Delay Systems. , 2015, Physical review letters.

[168]  Kenneth Showalter,et al.  Chimera States in populations of nonlocally coupled chemical oscillators. , 2013, Physical review letters.

[169]  Thomas Erneux,et al.  Introduction to Focus Issue: Time-delay dynamics. , 2017, Chaos.

[170]  Jan Danckaert,et al.  Slow–fast dynamics of a time-delayed electro-optic oscillator , 2013, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[171]  Laurent Larger,et al.  Chaos-based communications at high bit rates using commercial fibre-optic links , 2005, Nature.

[172]  Giovanni Giacomelli,et al.  Nucleation in bistable dynamical systems with long delay. , 2013, Physical review. E, Statistical, nonlinear, and soft matter physics.

[173]  I. Kanter,et al.  An optical ultrafast random bit generator , 2010 .

[174]  J. Walkup,et al.  Statistical optics , 1986, IEEE Journal of Quantum Electronics.

[175]  Jianzhong Zhang,et al.  Fast random number generation with spontaneous emission noise of a single-mode semiconductor laser , 2016 .

[176]  Richard Moulds,et al.  Quantum Random Number Generators , 2016 .

[177]  J. F. Dynes,et al.  Robust random number generation using steady-state emission of gain-switched laser diodes , 2014, 1407.0933.

[178]  Alireza Marandi,et al.  All-optical quantum random bit generation from intrinsically binary phase of parametric oscillators. , 2012, Optics express.

[179]  Fox,et al.  Amplification of intrinsic fluctuations by chaotic dynamics in physical systems. , 1991, Physical review. A, Atomic, molecular, and optical physics.

[180]  S. Strogatz From Kuramoto to Crawford: exploring the onset of synchronization in populations of coupled oscillators , 2000 .

[181]  Yoshiki Kuramoto,et al.  Chemical Oscillations, Waves, and Turbulence , 1984, Springer Series in Synergetics.

[182]  H. Lo,et al.  High-speed quantum random number generation by measuring phase noise of a single-mode laser. , 2010, Optics letters.

[183]  Rose,et al.  Conjecture on the dimensions of chaotic attractors of delayed-feedback dynamical systems. , 1987, Physical review. A, General physics.

[184]  D. Syvridis,et al.  Sub-Tb/s Physical Random Bit Generators Based on Direct Detection of Amplified Spontaneous Emission Signals , 2012, Journal of Lightwave Technology.

[185]  L. Glass,et al.  Oscillation and chaos in physiological control systems. , 1977, Science.

[186]  J. CHAOTIC ATTRACTORS OF AN INFINITE-DIMENSIONAL DYNAMICAL SYSTEM , 2002 .

[187]  Thomas M. Cover,et al.  Elements of Information Theory , 2005 .

[188]  Joseph D. Hart,et al.  Experimental observation of chimera and cluster states in a minimal globally coupled network. , 2015, Chaos.

[189]  Qiurong Yan,et al.  Multi-bit quantum random number generation by measuring positions of arrival photons. , 2014, The Review of scientific instruments.

[190]  Eckehard Schöll,et al.  Cluster and group synchronization in delay-coupled networks. , 2012, Physical review. E, Statistical, nonlinear, and soft matter physics.

[191]  L. Kocarev,et al.  Chaos-based random number generators. Part II: practical realization , 2001 .

[192]  R. Dong,et al.  A generator for unique quantum random numbers based on vacuum states , 2010 .

[193]  Joseph D. Hart,et al.  Adding connections can hinder network synchronization of time-delayed oscillators. , 2015, Physical review. E, Statistical, nonlinear, and soft matter physics.

[194]  L. Maleki,et al.  Optoelectronic microwave oscillator , 1996 .

[195]  Laurent Larger,et al.  Optical communication with synchronized hyperchaos generated electrooptically , 2002 .

[196]  Adilson E. Motter,et al.  Maximum performance at minimum cost in network synchronization , 2006, cond-mat/0609622.

[197]  Daniel Brunner,et al.  Parallel photonic information processing at gigabyte per second data rates using transient states , 2013, Nature Communications.

[198]  Cohen,et al.  Computing the Kolmogorov entropy from time signals of dissipative and conservative dynamical systems. , 1985, Physical review. A, General physics.

[199]  Meucci,et al.  Two-dimensional representation of a delayed dynamical system. , 1992, Physical review. A, Atomic, molecular, and optical physics.

[200]  Martin Hasler,et al.  Mesoscale and clusters of synchrony in networks of bursting neurons. , 2011, Chaos.

[201]  Louis M. Pecora,et al.  Synchronization stability in Coupled oscillator Arrays: Solution for Arbitrary Configurations , 2000, Int. J. Bifurc. Chaos.

[202]  Louis Pecora,et al.  Approximate cluster synchronization in networks with symmetries and parameter mismatches. , 2016, Chaos.

[203]  Y. Maistrenko,et al.  The smallest chimera state for coupled pendula , 2016, Scientific Reports.

[204]  A. Uchida,et al.  Fast physical random bit generation with chaotic semiconductor lasers , 2008 .

[205]  Marcus Pivato,et al.  Symmetry Groupoids and Patterns of Synchrony in Coupled Cell Networks , 2003, SIAM J. Appl. Dyn. Syst..

[206]  M. Wahl,et al.  An ultrafast quantum random number generator with provably bounded output bias based on photon arrival time measurements , 2011 .

[207]  Laurent Larger,et al.  Reinforcement Learning in a large scale photonic Recurrent Neural Network , 2017, Optica.

[208]  B Kelleher,et al.  Optical ultrafast random number generation at 1 Tb/s using a turbulent semiconductor ring cavity laser. , 2016, Optics letters.

[209]  Michael Spanner,et al.  Quantum random bit generation using energy fluctuations in stimulated Raman scattering. , 2013, Optics express.

[210]  Jobst Heitzig,et al.  How dead ends undermine power grid stability , 2014, Nature Communications.

[211]  Katharina Krischer,et al.  Coexistence of synchrony and incoherence in oscillatory media under nonlinear global coupling. , 2013, Chaos.

[212]  T. Symul,et al.  Real time demonstration of high bitrate quantum random number generation with coherent laser light , 2011, 1107.4438.

[213]  K. Showalter,et al.  Chimera and phase-cluster states in populations of coupled chemical oscillators , 2012, Nature Physics.

[214]  B. Eggleton,et al.  Random number generation from spontaneous Raman scattering , 2015 .

[215]  Adam B. Cohen,et al.  Synchronization and prediction of chaotic dynamics on networks of optoelectronic oscillators , 2011 .

[216]  William Stein,et al.  SAGE: Software for Algebra and Geometry Experimentation , 2006 .

[217]  S. M. Ulam,et al.  On Combination of Stochastic and Deterministic Processes , 1947 .

[218]  E. Ott,et al.  Adaptive synchronization of coupled chaotic oscillators. , 2009, Physical review. E, Statistical, nonlinear, and soft matter physics.

[219]  John Kelsey,et al.  Predictive Models for Min-entropy Estimation , 2015, CHES.

[220]  K. Kaneko Clustering, coding, switching, hierarchical ordering, and control in a network of chaotic elements , 1990 .

[221]  Adilson E Motter,et al.  Robustness of optimal synchronization in real networks. , 2011, Physical review letters.

[222]  J. Buck Synchronous Rhythmic Flashing of Fireflies , 1938, The Quarterly Review of Biology.

[223]  Giovanni Giacomelli,et al.  Evidence of a Critical Phase Transition in Purely Temporal Dynamics with Long-Delayed Feedback. , 2017, Physical review letters.

[224]  Ikeda,et al.  Information theoretical characterization of turbulence. , 1989, Physical review letters.

[225]  E. Knill,et al.  A strong loophole-free test of local realism , 2015, 2016 Conference on Lasers and Electro-Optics (CLEO).

[226]  Peter J. Menck,et al.  How basin stability complements the linear-stability paradigm , 2013, Nature Physics.

[227]  Herbert Jaeger,et al.  The''echo state''approach to analysing and training recurrent neural networks , 2001 .