Search Results - "PWM based encoding–decoding algorithm"

Application of the Optimised Pulse Width Modulation (PWM) Based Encoding-Decoding Algorithm for Forecasting with Spiking Neural Networks (SNNs)

Authors: Sergio Lucas Eva Portillo

Source: Engineering Proceedings, Vol 68, Iss 1, p 41 (2024)

Subject Terms: Spiking Neural Networks, Engineering machinery, tools, and implements, forecasting, Pulse Width Modulation (PWM) based encoding-decoding algorithm, TA213-215

Access URL: https://doaj.org/article/8e729e88bf1843b8b6055170ce7215c9

Optimización y extensión del algoritmo de codificación-decodificación basado en PWM para Redes Neuronales de Impulsos ; Optimization and extension of the PWM-based encoding-decoding algorithm for Spiking Neural Networks

Authors: Lucas, Sergio Portillo, Eva Cabanes, Itziar et al.

Contributors: Lucas, Sergio Portillo, Eva Cabanes, Itziar et al.

Subject Terms: Design methodologies, Model validation, Neural Networks, Model formulation, Experiment design, Time series modelling, Diseño de metodologías, Validación de modelos, Redes Neuronales, Formulación de modelos, Diseño de experimentos, Modelado de series temporales

File Description: application/pdf

Relation: info:eu-repo/grantAgreement/Gobierno Vasco//PIBA_2020_1_0008/ES//; info:eu-repo/grantAgreement/Gobierno Vasco//IT1726-22/ES//; Revista Iberoamericana de Automática e Informática industrial; info:eu-repo/grantAgreement/AEI/Plan Estatal de Investigación Científica y Técnica y de Innovación 2017-2020/PID2020-112667RB-I00/ES/SENSORES VIRTUALES PARA LA DETECCION DE ANOMALIAS EN PACIENTES DE ESCLEROSIS MULTIPLE/; https://doi.org/10.4995/riai.2024.20836; https://riunet.upv.es/handle/10251/213801

Availability: https://riunet.upv.es/handle/10251/213801
https://doi.org/10.4995/riai.2024.20836

Optimización y extensión del algoritmo de codificación-decodificación basado en PWM para Redes Neuronales de Impulsos. (Spanish)

Alternate Title: Optimization and extension of the PWM-based encoding-decoding algorithm for Spiking Neural Networks. (English)

Authors: Lucas, Sergio Portillo, Eva Cabanes, Itziar

Source: Revista Iberoamericana de Automática e Informática Industrial; 2025, Vol. 22 Issue 1, p21-32, 12p

Application of the Optimised Pulse Width Modulation (PWM) Based Encoding-Decoding Algorithm for Forecasting with Spiking Neural Networks (SNNs) †.

Authors: Lucas, Sergio Portillo, Eva

Source: Engineering Proceedings; 2024, Vol. 68 Issue 1, p41, 10p

Subject Terms: ARTIFICIAL neural networks, SPATIOTEMPORAL processes, ENERGY industries, PHASE coding, FORECASTING

Methodology based on spiking neural networks for univariate time-series forecasting

Authors: Lucas Hernáez, Sergio Portillo Pérez, Eva

Subject Terms: spiking neural network, forecasting, supervised learning, PWM based encoding–decoding algorithm, surrogate gradient

File Description: application/pdf

Relation: info:eu-repo/grantAgreement/MICINN/PID2020-112667RB-I00; https://www.sciencedirect.com/science/article/pii/S0893608024000959; Neural Networks 173 : (2024) // Article ID 106171; https://hdl.handle.net/10810/67959

Availability: https://hdl.handle.net/10810/67959
https://doi.org/10.1016/j.neunet.2024.106171

Extensión del algoritmo de codificación-decodificación basado en PWM para redes neuronales de impulsos

Authors: Lucas, Sergio Portillo Pérez, Eva Guérin, Léo et al.

Index Terms: Diseño de metodologías, Validación de modelos, Redes neuronales, Formulación de modelos, Diseño de experimentos, Modelado de series temporales, Design methodologies, Model validation, Neural networks, Model formulation, Experiment design, Time series modelling, conference output

URL: http://hdl.handle.net/2183/33572
https://doi.org/10.17979/spudc.9788497498609.168
https://doi.org/10.17979/spudc.9788497498609.168

Methodology based on spiking neural networks for univariate time-series forecasting

Authors: Ingeniería de sistemas y automática Sistemen ingeniaritza eta automatika Lucas Hernáez, Sergio et al.

Index Terms: spiking neural network, forecasting, supervised learning, PWM based encoding–decoding algorithm, surrogate gradient, info:eu-repo/semantics/article

URL: http://hdl.handle.net/10810/67959
https://www.sciencedirect.com/science/article/pii/S0893608024000959
0893-6080
1879-2782
https://www.sciencedirect.com/science/article/pii/S0893608024000959
info:eu-repo/grantAgreement/MICINN/PID2020-112667RB-I00

Pulsewidth Modulation-Based Algorithm for Spike Phase Encoding and Decoding of Time-Dependent Analog Data.

Authors: Arriandiaga, Ander Portillo, Eva Espinosa-Ramos, Josafath Israel et al.

Source: IEEE Transactions on Neural Networks & Learning Systems; Oct2020, Vol. 31 Issue 10, p3920-3931, 12p

Subject Terms: PHASE coding, ALGORITHMS, DATA compression, DECODING algorithms, SIGNAL reconstruction