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N2S3, an Open-Source Scalable Spiking Neuromorphic Hardware Simulator
- Source :
- [Research Report] Université de Lille 1, Sciences et Technologies; CRIStAL UMR 9189. 2017
- Publication Year :
- 2017
- Publisher :
- HAL CCSD, 2017.
-
Abstract
- One of the most promising approaches to overcome the end of Moore's law is neuromorphic computing. Indeed, neural networks already have a great impact on machine learning applications and offer very nice properties to cope with the problems of nanoelectronics manufacturing, such as a good tolerance to device variability and circuit defects, and a low activity, leading to low energy consumption. We present here N2S3 (for Neural Network Scalable Spiking Simulator), an open-source simulator that is built to help design spiking neuromorphic circuits based on nanoelectronics. N2S3 is an event-based simulator and its main properties are flexibility, extensibility, and scalability. One of our goals with the release of N2S3 as open-source software is to promote the reproducibility of research on neuromorphic hardware. We designed N2S3 to be used as a library, to be easily extended with new models and to provide a user-friendly special purpose language to describe the simulations.
- Subjects :
- [INFO.INFO-AR]Computer Science [cs]/Hardware Architecture [cs.AR]
ACM: C.: Computer Systems Organization/C.1: PROCESSOR ARCHITECTURES/C.1.3: Other Architecture Styles/C.1.3.7: Neural nets
[INFO.INFO-ET]Computer Science [cs]/Emerging Technologies [cs.ET]
SPiking neural networks
[INFO.INFO-NE]Computer Science [cs]/Neural and Evolutionary Computing [cs.NE]
[INFO.INFO-DC]Computer Science [cs]/Distributed, Parallel, and Cluster Computing [cs.DC]
simulation
neuromorphic architecture
SNN
ACM: B.: Hardware/B.6: LOGIC DESIGN/B.6.3: Design Aids/B.6.3.3: Simulation
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- [Research Report] Université de Lille 1, Sciences et Technologies; CRIStAL UMR 9189. 2017
- Accession number :
- edsair.dedup.wf.001..bb4ecd2dbb10dea05984ddaaa7209e30