KIP-Veröffentlichungen

Jahr 2023
Autor(en) Hartmut Schmidt and José Montes and Andreas Grübl and Maurice Güttler and Dan Husmann and Joscha Ilmberger and Jakob Kaiser and Christian Mauch and Eric Müller and Lars Sterzenbach and Johannes Schemmel and Sebastian Schmitt
Titel From clean room to machine room: commissioning of the first-generation BrainScaleS wafer-scale neuromorphic system
KIP-Nummer HD-KIP 23-66
KIP-Gruppe(n) F9
Dokumentart Paper
Keywords (angezeigt) neuromorphic hardware, wafer-scale integration, spiking neural networks, emulated networks, analog neuromorphic devices, synfire chains
Quelle Neuromorphic Computing and Engineering 3 (2023) 034013
doi 10.1088/2634-4386/acf7e4
Abstract (en)

The first-generation of BrainScaleS, also referred to as BrainScaleS-1, is a neuromorphic system for emulating large-scale networks of spiking neurons. Following a ‘physical modeling’ principle, its VLSI circuits are designed to emulate the dynamics of biological examples: analog circuits implement neurons and synapses with time constants that arise from their electronic components’ intrinsic properties. It operates in continuous time, with dynamics typically matching an acceleration factor of 10 000 compared to the biological regime. A fault-tolerant design allows it to achieve wafer-scale integration despite unavoidable analog variability and component failures. In this paper, we present the commissioning process of a BrainScaleS-1 wafer module, providing a short description of the system’s physical components, illustrating the steps taken during its assembly and the measures taken to operate it. Furthermore, we reflect on the system’s development process and the lessons learned to conclude with a demonstration of its functionality by emulating a wafer-scale synchronous firing chain, the largest spiking network emulation ran with analog components and individual synapses to date.

bibtex
@article{Schmidt2023,
  author   = {Hartmut Schmidt and José Montes and Andreas Grübl and Maurice Güttler and Dan Husmann and Joscha Ilmberger and Jakob Kaiser and Christian Mauch and Eric Müller and Lars Sterzenbach and Johannes Schemmel and Sebastian Schmitt},
  title    = {From clean room to machine room: commissioning of the first-generation BrainScaleS wafer-scale neuromorphic system},
  journal  = {Neuromorphic Computing and Engineering},
  year     = {2023},
  volume   = {3},
  number   = {3},
  pages    = {034013},
  month    = {sep},
  doi      = {10.1088/2634-4386/acf7e4},
  url      = {https://dx.doi.org/10.1088/2634-4386/acf7e4}
}
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