Prototyping a Biologically Plausible Neuron Model on a Multi-FPGA System

被引：0

作者：

Salazar-Garcia, Carlos ^{[2
]}

Chacon-Rodriguez, Alfonso ^{[1
]}

Rimolo-Donadio, Renato ^{[1
]}

Garcia-Ramirez, Ronny ^{[1
]}

Strydis, Christos ^{[3
]}

机构：

[1] Costa Rica Inst Technol, Elect, Cartago, Costa Rica

[2] Costa Rica Inst Technol, Mechatron Engn, Cartago, Costa Rica

[3] Erasmus MC, Dept Neurosci, Rotterdam, Netherlands

来源：

2023 IEEE 3RD COLOMBIAN BIOCAS WORKSHOP | 2023年

关键词：

Custom FPGA networks; HLS; inter-FPGA communication; multi-FPGA distributed processing; SPIKING;

D O I：

10.1109/ColBioCAS59270.2023.10280787

中图分类号：

R318 [生物医学工程];

学科分类号：

0831 ;

摘要：

A hardware-based computational-efficient biophysical model of a neural network that considers the inferior olivary nucleus is presented. The implementation uses a multi-FPGA system based on the PlasticNet interconnection framework, which enables the implementation of a cost-effective and scalable model able to handle over ten thousand neurons with five FPGA evaluation boards. With the same setup, it was possible to simulate one thousand neurons in real time.

引用

页数：6

共 50 条

[31] Evaluating large system-on-chip on Multi-FPGA platform
Kulmala, Ari
Salminen, Erno
Hamalainen, Timo D.
[J]. EMBEDDED COMPUTER SYSTEMS: ARCHITECTURES, MODELING, AND SIMULATION - PROCEEDINGS, 2007, 4599 : 179 - +
[32] Multi-FPGA Management on Flow-in-Cloud Prototype System
Hironaka, Kazuei
Akram, Ben Ahmed
Amano, Hideharu
[J]. 2019 20TH IEEE/ACIS INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING, ARTIFICIAL INTELLIGENCE, NETWORKING AND PARALLEL/DISTRIBUTED COMPUTING (SNPD), 2019, : 443 - 448
[33] System design for 3D multi-FPGA packaging
Thorolfsson, Thorlindur
Franzon, Paul D.
[J]. ELECTRICAL PERFORMANCE OF ELECTRONIC PACKAGING, 2007, : 171 - +
[34] Massively Parallel Dynamically Reconfigurable Multi-FPGA Computing System
Viswanathan, Venkatasubramanian
Ben Atitallah, Rabie
Dekeyser, Jean-Luc
[J]. 2015 IEEE 23RD ANNUAL INTERNATIONAL SYMPOSIUM ON FIELD-PROGRAMMABLE CUSTOM COMPUTING MACHINES (FCCM), 2015, : 165 - 165
[35] Implementation of a biologically realistic spiking neuron model on FPGA hardware
Glackin, B
Maguire, LP
McGinnity, TM
Belatreche, A
Wu, Q
[J]. Proceedings of the 8th Joint Conference on Information Sciences, Vols 1-3, 2005, : 1412 - 1415
[36] A new simple ∞OH neuron model as a biologically plausible principal component analyzer
Jankovic, MV
[J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 2003, 14 (04): : 853 - 859
[37] Intermediate Frequency Digital Receiver Based on Multi-FPGA System
Zhang, Chengchang
Zhang, Lihong
[J]. JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING, 2016, 2016
[38] Hybrid Network of Packet Switching and STDM in a Multi-FPGA System
Shimizu, Tomoki
Ito, Kohei
Iizuka, Kensuke
Hironaka, Kazuei
Amano, Hideharu
[J]. 2021 IEEE COOL CHIPS 24: IEEE SYMPOSIUM IN LOW-POWER AND HIGH-SPEED CHIPS, 2021,
[39] Towards A Multi-FPGA Infrared Simulator
Sriram, Vinay
Kearney, David
[J]. JOURNAL OF DEFENSE MODELING AND SIMULATION-APPLICATIONS METHODOLOGY TECHNOLOGY-JDMS, 2007, 4 (04): : 343 - 355
[40] A Novel Generalized Hardware-Efficient Neuron Model Based on Asynchronous CA Dynamics and Its Biologically Plausible On-FPGA Learnings
Naka, Taiki
Torikai, Hiroyuki
[J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2019, 66 (07) : 1247 - 1251

← 1 2 3 4 5 →