scholarly journals An Energy-Efficient Mixed-Signal Neuron for Inherently Error-Resilient Neuromorphic Systems

2017 ◽  
Author(s):  
Baibhab Chatterjee ◽  
Priyadarshini Panda ◽  
Shovan Maity ◽  
Kaushik Roy ◽  
Shreyas Sen
Keyword(s):  
Energy Efficient ◽  
Error Resilient ◽  
Mixed Signal ◽  
Neuromorphic Systems

scholarly journals Memristive Mixed-Signal Neuromorphic Systems: Energy-Efficient Learning at the Circuit-Level

2018 ◽  
Vol 8 (1) ◽  
pp. 125-136 ◽  
Author(s):  
Gangotree Chakma ◽  
Md Musabbir Adnan ◽  
Austin R. Wyer ◽  
Ryan Weiss ◽  
Catherine D. Schuman ◽  
...  
Keyword(s):  
Energy Efficient ◽  
Mixed Signal ◽  
Neuromorphic Systems ◽  
Efficient Learning

scholarly journals aCortex: An Energy-Efficient Multipurpose Mixed-Signal Inference Accelerator

2020 ◽  
Vol 6 (1) ◽  
pp. 98-106
Author(s):  
Mohammad Bavandpour ◽  
Mohammad R. Mahmoodi ◽  
Dmitri B. Strukov
Keyword(s):  
Energy Efficient ◽  
Mixed Signal

scholarly journals A neuromorphic systems approach to in-memory computing with non-ideal memristive devices: from mitigation to exploitation

2019 ◽  
Vol 213 ◽  
pp. 487-510 ◽  
Author(s):  
Melika Payvand ◽  
Manu V. Nair ◽  
Lorenz K. Müller ◽  
Giacomo Indiveri
Keyword(s):  
Neural Network ◽  
Network Architecture ◽  
Systems Approach ◽  
Spiking Neural Network ◽  
Neural Network Architecture ◽  
Mixed Signal ◽  
Neuromorphic Systems

In this paper, we present a spiking neural network architecture that supports the use of non-ideal memristive devices as synaptic elements and propose mixed-signal analog-digital interfacing circuits to mitigate/exploit such non-idealities for neuromorphic computation.

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