Circuit Optimization Techniques for Efficient Ex-Situ Training of Robust Memristor Based Liquid State Machine

Author:

Henderson Alex1ORCID,Yakopcic Chris2ORCID,Harbour Steven1ORCID,Taha Tarek2ORCID,Merkel Cory3ORCID,Hazan Hananel4ORCID

Affiliation:

1. Dayton Engineering Advanced Projects Lab, Southwest Research Institute, Beavercreek, OH, USA

2. Department of Electrical and Computer Engineering, University of Dayton, Dayton, OH, USA

3. Department of Computer Engineering, Rochester Institute of Technology, Rochester, NY, USA

4. Allen Discovery Center, Tufts University, Medford, MA, USA

Publisher

ACM

Reference19 articles.

1. Supervised training of spiking neural networks for robust deployment on mixed-signal neuromorphic processors

2. Reservoir computing approaches to recurrent neural network training

3. B. Schrauwen , D. Verstraeten , and J. Van Campenhout , "An overview of reservoir computing : theory, applications and implementations," in Proceedings of the 15th European Symposium on Artificial Neural Networks , pp. 471 -- 482 , April 2007 B. Schrauwen, D. Verstraeten, and J. Van Campenhout, "An overview of reservoir computing: theory, applications and implementations," in Proceedings of the 15th European Symposium on Artificial Neural Networks, pp. 471--482, April 2007

4. Memristor-The missing circuit element

5. High-Density Crossbar Arrays Based on a Si Memristive System

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Memristor Based Liquid State Machine With Method for In-Situ Training;IEEE Transactions on Nanotechnology;2024

2. ESSM: Extended Synaptic Sampling Machine With Stochastic Echo State Neuro-Memristive Circuits;IEEE Journal on Emerging and Selected Topics in Circuits and Systems;2023-12

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