28–29 Nov 2023
European Space Research and Technology Centre (ESTEC)
Europe/Amsterdam timezone

Design Techniques for Multi-Core Neural Network Accelerators on Radiation-Hardened FPGAs

29 Nov 2023, 11:30
30m
European Space Research and Technology Centre (ESTEC)

European Space Research and Technology Centre (ESTEC)

Keplerlaan 1 2201AZ Noordwijk ZH The Netherlands

Speaker

Luca Sterpone (Politecnico di Torino)

Description

Radiation-Hardened-By-Design (RHBD) FPGAs have gained a lot of attention thanks to their excellent compromise between costs and performance. Being of very limited use due to a lack of performance a few years ago, these devices are now capable of implementing a wide range of applications requiring high computational capabilities.

This work describes an implementation of a Very Long Instruction Word (VLIW) soft-core convolutional accelerator in the NanoXplore RHBD NG-Medium chip. Feasibility and timing performances have been analyzed in order to discover whether and how multi-core solutions can affect parallel acceleration. Placement also showed to heavily affect the delays, up to 70% more, based on the proximity to the output buffers.

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