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

Arriandiaga Ander; Portillo Eva; Espinosa-Ramos Josafath Israel; Kasabov Nikola K.

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

机译：基于脉冲脉冲调制的峰值算法和时间依赖性模拟数据的解码

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摘要

This article proposes a new spike encoding and decoding algorithm for analog data. The algorithm uses the pulsewidth modulation principles to achieve a high reconstruction accuracy of the signal, along with a high level of data compression. Two benchmark data sets are used to illustrate the method: stock index time series and human voice data. Applications of the method for spiking neural network (SNN) modeling and neuromorphic implementations are discussed. The proposed method would allow the development of new applications of SNNs as regression techniques for predictive time-series modeling.

机译：本文提出了一种用于模拟数据的新的Spike编码和解码算法。该算法使用脉冲宽度调制原理来实现信号的高重建精度，以及高水平的数据压缩。两个基准数据集用于说明方法：库存指数时间序列和人类语音数据。讨论了尖峰神经网络（SNN）建模和神经形态实施方法的应用。所提出的方法将允许开发SNN的新应用作为预测时间序列建模的回归技术。

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来源
《Neural Networks and Learning Systems, IEEE Transactions on》 |2020年第10期|3920-3931|共12页
作者
Arriandiaga Ander; Portillo Eva; Espinosa-Ramos Josafath Israel; Kasabov Nikola K.;
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作者单位

Univ Basque Country Dept Automat Control & Syst Engn Fac Engn Bilbao 48080 Spain;

Univ Basque Country Dept Automat Control & Syst Engn Fac Engn Bilbao 48080 Spain;

Auckland Univ Technol Res Inst Knowledge Engn & Discovery Auckland 1010 New Zealand;

Auckland Univ Technol Res Inst Knowledge Engn & Discovery Auckland 1010 New Zealand;

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原文格式 PDF
正文语种 eng
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关键词
Encoding; Neurons; Pulse width modulation; Decoding; Signal processing algorithms; Heuristic algorithms; Data models; Analog data; data compression; spike encoding; spike series decoding; spiking neural networks (SNNs); streaming data;

机译：编码;神经元;脉冲宽度调制;解码;信号处理算法;启发式算法;数据模型;模拟数据;数据压缩;尖峰编码;尖峰系列解码;飙升神经网络（SNNS）;流数据;

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1. Fast encoding/decoding of haptic microneurography data based on first spike latencies [J] . Romain Brasselet, Roland S Johansson, Olivier Coenen, BMC Neuroscience . 2009,第SUPPLEMENTa1期

机译：基于第一个峰值延迟的触觉微神经影像数据的快速编码/解码
2. A Min-Sum Iterative Decoder Based on Pulsewidth Message Encoding [J] . Cushon K., Leroux C., Hemati S., Circuits and Systems II: Express Briefs, IEEE Transactions on . 2010,第11期

机译：基于脉宽消息编码的最小和迭代译码器
3. Analog vector modulation-based widely tunable frequency photonic beamformer for phased-array antennas [J] . Riza N.A. IEEE Transactions on Microwave Theory and Techniques . 1997,第8期

机译：基于模拟矢量调制的相控阵天线宽可调频光子波束形成器
4. Learning encoding and decoding filters for data representation with a spiking neuron [C] . Michael Gutmann, Aapo Hyvarinen, Kazuyuki Aihara IEEE International Joint Conference on Neural Networks . 2008

机译：用于使用尖刺神经元的数据表示编码和解码滤波器
5. Massively Parallel Spiking Neural Circuits: Encoding, Decoding and Functional Identification [D] . Zhou, Yiyin 2015

机译：大规模并行尖峰神经电路：编码，解码和功能识别
6. An Efficient and Perceptually Motivated Auditory Neural Encoding and Decoding Algorithm for Spiking Neural Networks [O] . Zihan Pan, Yansong Chua, Jibin Wu, 2019

机译：用于尖峰神经网络的高效且感知激励的听觉神经编码和解码算法
7. Pulsewidth Modulation-Based Algorithm for Spike Phase Encoding and Decoding of Time-Dependent Analog Data [O] . Ander Arriandiaga, Eva Portillo, Josafath Israel Espinosa-Ramos, 2020

机译：基于脉冲脉冲调制的峰值算法和时间依赖性模拟数据的解码

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

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