317 research outputs found
Optoelectronic Reservoir Computing
Reservoir computing is a recently introduced, highly efficient bio-inspired
approach for processing time dependent data. The basic scheme of reservoir
computing consists of a non linear recurrent dynamical system coupled to a
single input layer and a single output layer. Within these constraints many
implementations are possible. Here we report an opto-electronic implementation
of reservoir computing based on a recently proposed architecture consisting of
a single non linear node and a delay line. Our implementation is sufficiently
fast for real time information processing. We illustrate its performance on
tasks of practical importance such as nonlinear channel equalization and speech
recognition, and obtain results comparable to state of the art digital
implementations.Comment: Contains main paper and two Supplementary Material
Incoherent fibre supercontinuum generation for all-optical random number generation
Random number generation is a central component of modern information technology, with crucial applications in ensuring communications and information security. The development of new physical mechanisms suitable to directly generate random bit sequences is thus a subject of intense current research, with particular interest in alloptical techniques suitable for the generation of data sequences with high bit rate. One such promising technique that has received much recent attention is the chaotic semiconductor laser systems producing high quality random output as a result of the intrinsic nonlinear dynamics of its architecture [1]. Here we propose a novel complementary concept of all-optical technique that might dramatically increase the generation rate of random bits by using simultaneously multiple spectral channels with uncorrelated signals - somewhat similar to use of wave-division-multiplexing in communications. We propose to exploit the intrinsic nonlinear dynamics of extreme spectral broadening and supercontinuum (SC) generation in optical fibre, a process known to be often associated with non-deterministic fluctuations [2]. In this paper, we report proof-of concept results indicating that the fluctuations in highly nonlinear fibre SC generation can potentially be used for random number generation
Real time noise and wavelength correlations in octave-spanning supercontinuum generation
We use dispersive Fourier transformation to measure shot-to-shot spectral
instabilities in femtosecond supercontinuum generation. We study both the onset
phase of supercontinuum generation with distinct dispersive wave generation, as
well as a highly-unstable supercontinuum regime spanning an octave in
bandwidth. Wavelength correlation maps allow interactions between separated
spectral components to be identified, even when such interactions are not
apparent in shot-to-shot or average measurements. Experimental results are
interpreted using numerical simulations. Our results show the clear advantages
of dispersive Fourier transformation for studying spectral noise during
supercontinuum generation.Comment: 14 pages, 5 figure
Real-time full bandwidth measurement of spectral noise in supercontinuum generation
The ability to measure real-time fluctuations of ultrashort pulses
propagating in optical fiber has provided significant insights into fundamental
dynamical effects such as modulation instability and the formation of
frequency-shifting rogue wave solitons. We report here a detailed study of
real-time fluctuations across the full bandwidth of a fiber supercontinuum
which directly reveals the significant variation in measured noise statistics
across the spectrum, and which allows us to study correlations between widely
separated spectral components. For two different propagation distances
corresponding to the onset phase of spectral broadening and the fully-developed
supercontinuum, we measure real time noise across the supercontinuum bandwidth,
and we quantify the supercontinuum noise using statistical higher-order moments
and a frequency-dependent intensity correlation map. We identify correlated
spectral regions within the supercontinuum associated with simultaneous
sideband generation, as well as signatures of pump depletion and soliton-like
pump dynamics. Experimental results are in excellent agreement with
simulations
Two-omics data revealed commonalities and differences between Rpv12- and Rpv3-mediated resistance in grapevine
Plasmopara viticola is the causal agent of grapevine downy mildew (DM). DM resistant varieties deploy effector-triggered immunity (ETI) to inhibit pathogen growth, which is activated by major resistance loci, the most common of which are Rpv3 and Rpv12. We previously showed that a quick metabolome response lies behind the ETI conferred by Rpv3 TIR-NB-LRR genes. Here we used a grape variety operating Rpv12-mediated ETI, which is conferred by an independent locus containing CC-NB-LRR genes, to investigate the defence response using GC/MS, UPLC, UHPLC and RNA-Seq analyses. Eighty-eight metabolites showed significantly different concentration and 432 genes showed differential expression between inoculated resistant leaves and controls. Most metabolite changes in sugars, fatty acids and phenols were similar in timing and direction to those observed in Rpv3-mediated ETI but some of them were stronger or more persistent. Activators, elicitors and signal transducers for the formation of reactive oxygen species were early observed in samples undergoing Rpv12-mediated ETI and were paralleled and followed by the upregulation of genes belonging to ontology categories associated with salicylic acid signalling, signal transduction, WRKY transcription factors and synthesis of PR-1, PR-2, PR-5 pathogenesis-related proteins
Deterministic polarization chaos from a laser diode
Fifty years after the invention of the laser diode and fourty years after the
report of the butterfly effect - i.e. the unpredictability of deterministic
chaos, it is said that a laser diode behaves like a damped nonlinear
oscillator. Hence no chaos can be generated unless with additional forcing or
parameter modulation. Here we report the first counter-example of a
free-running laser diode generating chaos. The underlying physics is a
nonlinear coupling between two elliptically polarized modes in a
vertical-cavity surface-emitting laser. We identify chaos in experimental
time-series and show theoretically the bifurcations leading to single- and
double-scroll attractors with characteristics similar to Lorenz chaos. The
reported polarization chaos resembles at first sight a noise-driven mode
hopping but shows opposite statistical properties. Our findings open up new
research areas that combine the high speed performances of microcavity lasers
with controllable and integrated sources of optical chaos.Comment: 13 pages, 5 figure
Visualizing the Template of a Chaotic Attractor
Chaotic attractors are solutions of deterministic processes, of which the
topology can be described by templates. We consider templates of chaotic
attractors bounded by a genus-1 torus described by a linking matrix. This
article introduces a novel and unique tool to validate a linking matrix, to
optimize the compactness of the corresponding template and to draw this
template. The article provides a detailed description of the different
validation steps and the extraction of an order of crossings from the linking
matrix leading to a template of minimal height. Finally, the drawing process of
the template corresponding to the matrix is saved in a Scalable Vector Graphics
(SVG) file.Comment: Appears in the Proceedings of the 26th International Symposium on
Graph Drawing and Network Visualization (GD 2018
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