Live demonstration: Dynamic voltage and frequency scaling for neuromorphic many-core systems
Research output: Contribution to book/Conference proceedings/Anthology/Report › Conference contribution › Contributed › peer-review
Contributors
Abstract
We present a dynamic voltage and frequency scaling technique within SoCs for per-core power management: the architecture allows for individual, self triggered performance-level scaling of the processing elements (PEs) within less than 100ns. This technique enables each core to adjust its local supply voltage and frequency depending on its current computational load. A test chip has been implemented in 28nm CMOS technology, as prototype of the SpiNNaker2 neuromorphic many core system, containing 4 PEs which are operational within the range of 1.1V down to 0.7V at frequencies from 666MHz down to 100MHz; The particular domain area of this application specific processor is real-time neuromorphics. Using a standard benchmark - the synfire chain - we show that the total power consumption can be reduced by 45%, with 85% baseline power reduction and a 30% reduction of energy per neuron and synapse computation, all while maintaining biological real-time operation.
Details
| Original language | English |
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| Title of host publication | IEEE International Symposium on Circuits and Systems |
| Publisher | Institute of Electrical and Electronics Engineers (IEEE) |
| ISBN (electronic) | 9781467368520 |
| Publication status | Published - 25 Sept 2017 |
| Peer-reviewed | Yes |
Publication series
| Series | Proceedings - IEEE International Symposium on Circuits and Systems |
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| ISSN | 0271-4310 |
Conference
| Title | IEEE International Symposium on Circuits and Systems 2017 |
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| Abbreviated title | ISCAS 2017 |
| Conference number | 50 |
| Duration | 28 - 31 May 2017 |
| City | Baltimore |
| Country | United States of America |
External IDs
| ORCID | /0000-0002-6286-5064/work/160048718 |
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Keywords
ASJC Scopus subject areas
Keywords
- DVFS, MPSoC, neuromorphic computing, power management, synfire chain