Quantum Based Learning with Binary Neural Network

2014 ◽  
pp. 473-482
Author(s):  
Om Prakash Patel ◽  
Aruna Tiwari
Keyword(s):  
Neural Network ◽  
Binary Neural Network

scholarly journals Multiplexed neurochemical transmission emulated using a dual-excitatory synaptic transistor

2021 ◽  
Vol 5 (1) ◽  
Author(s):  
Mingxue Ma ◽  
Yao Ni ◽  
Zirong Chi ◽  
Wanqing Meng ◽  
Haiyang Yu ◽  
...  
Keyword(s):  
Neural Network ◽  
Central Nervous System ◽  
Nervous System ◽  
Long Term Potentiation ◽  
Short Term ◽  
Term Potentiation ◽  
Binary Neural Network ◽  
Neuromorphic Systems ◽  
Human Brains

AbstractThe ability to emulate multiplexed neurochemical transmission is an important step toward mimicking complex brain activities. Glutamate and dopamine are neurotransmitters that regulate thinking and impulse signals independently or synergistically. However, emulation of such simultaneous neurotransmission is still challenging. Here we report design and fabrication of synaptic transistor that emulates multiplexed neurochemical transmission of glutamate and dopamine. The device can perform glutamate-induced long-term potentiation, dopamine-induced short-term potentiation, or co-release-induced depression under particular stimulus patterns. More importantly, a balanced ternary system that uses our ambipolar synaptic device backtrack input ‘true’, ‘false’ and ‘unknown’ logic signals; this process is more similar to the information processing in human brains than a traditional binary neural network. This work provides new insight for neuromorphic systems to establish new principles to reproduce the complexity of a mammalian central nervous system from simple basic units.

Binary Neural Network with Delayed Synapses

1991 ◽  
pp. 295-304 ◽  
Author(s):  
Tadashi Ae ◽  
Yasuhiro Mitsui ◽  
Satoshi Fujita ◽  
Reiji Aibara
Keyword(s):  
Neural Network ◽  
Binary Neural Network

scholarly journals Maximizing Parallel Activation of Word-Lines in MRAM-based Binary Neural Network Accelerators

IEEE Access ◽  
2021 ◽  
pp. 1-1
Author(s):  
Daehyun Ahn ◽  
Hyunmyung Oh ◽  
Hyungjun Kim ◽  
Yulhwa Kim ◽  
Jae-Joon Kim
Keyword(s):  
Neural Network ◽  
Binary Neural Network ◽  
Parallel Activation
Sign in / Sign up

Export Citation Format

Share Document