2020 BRN Discussion, page-24353

eenewseurope.com

Doesn't get old...

US space agency NASA is funding a project to create a radiation-hardened spiking Neural Network (SNN) system-on-chip based on the Akida design from BrainChip.Spiking neural networks use a lot less power as they only trigger on events. Brainchip’s Akida Event Domain Neural Processor IP offers native support for SNNs with a power consumption of 3 pJ per synaptic operation in their 28nm CMOS implementation.

The Akida Development Environment (ADE) uses industry-standard neural network development tools Tensorflow and Keras for robotic vision, navigation, communication, observation and system health management in future autonomous robotic systems.

The first step is to evaluate the radiation vulnerability of different parts of the IP on a 28nm process through the Akida Development Environment and define an architecture for a target system-on-chip (SoC).The chip is expected to be built on 28nm, using the HARDSIL hardening process from Vorago Technologies in Austin, Texas, to harden specific blocks in the design.

This is a cost-effective modification to commercial process flows that can be implemented quickly with minimal incremental mask and implant steps.

The next stage is to look at a hardened chip with an embedded neural processor unit for use within NASA and the Space community. Vorago has already hardened an ARM Cortex-M0+ core that can be used in interplanetary CubeSats and SmallSats, instruments bound for outer planets and heliophysics missions to harsh radiation environments.

BRN....up up and away?