Studying and understanding human brain is one of the main challenges of 21st century scientists. The Human Brain Project was conceived for addressing this challenge in an innovative way, enabling collaborations between 112 partners spread in 24 European countries. The project is funded by the European Commission and will last until 2023. This paper describes the ongoing activity at one of the Italian units focused on innovative brain simulation through high performance computing technologies. Simulations concern realistic models of neurons belonging to the cerebellar cortex. Due to the level of biological realism, the computational complexity of this model is high, requiring suitable technologies. In this work, simulations have been conducted on high-end Graphical Processing Units (GPUs) and Field Programmable Gate Arrays (FPGAs). The first technology is used during model tuning and validation phases, while the latter allows to achieve real time elaboration, aiming at a possible development of embedded implantable systems. Simulations performance evaluations are discussed in the result section.

The Human Brain Project: Parallel technologies for biologically accurate simulation of Granule cells

FLORIMBI, GIORDANA;TORTI, EMANUELE;MASOLI, STEFANO;D'ANGELO, EGIDIO UGO;DANESE, GIOVANNI;LEPORATI, FRANCESCO
2016-01-01

Abstract

Studying and understanding human brain is one of the main challenges of 21st century scientists. The Human Brain Project was conceived for addressing this challenge in an innovative way, enabling collaborations between 112 partners spread in 24 European countries. The project is funded by the European Commission and will last until 2023. This paper describes the ongoing activity at one of the Italian units focused on innovative brain simulation through high performance computing technologies. Simulations concern realistic models of neurons belonging to the cerebellar cortex. Due to the level of biological realism, the computational complexity of this model is high, requiring suitable technologies. In this work, simulations have been conducted on high-end Graphical Processing Units (GPUs) and Field Programmable Gate Arrays (FPGAs). The first technology is used during model tuning and validation phases, while the latter allows to achieve real time elaboration, aiming at a possible development of embedded implantable systems. Simulations performance evaluations are discussed in the result section.
2016
Computer Science & Engineering includes resources on computer hardware and architecture, computer software, software engineering and design, computer graphics, programming languages, theoretical computing, computing methodologies, broad computing topics, and interdisciplinary computer applications.
Esperti anonimi
Inglese
Internazionale
ELETTRONICO
47
Special Issue on European Projects in Embedded Digital Systems Design
303
313
11
Application specific processors; Cerebellar neuron simulation; European projects in digital systems design; FPGA; GPU; Neuromorphic elaboration; Computer Networks and Communications; Hardware and Architecture; Software; Artificial Intelligence
http://www.sciencedirect.com/science/article/pii/S0141933116300515
6
info:eu-repo/semantics/article
262
Florimbi, Giordana; Torti, Emanuele; Masoli, Stefano; D'Angelo, EGIDIO UGO; Danese, Giovanni; Leporati, Francesco
1 Contributo su Rivista::1.1 Articolo in rivista
none
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11571/1163252
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