Neural network, information processing method thereof, and information processing system thereof

An information processing method and neural network technology, applied in the fields of neural network and its information processing, and information processing system, can solve problems such as restricting development, the speed of information emergence, etc.

Active Publication Date: 2018-07-10
TSINGHUA UNIV
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  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, with the continuous strengthening of neural network capabilities, the demand for computing resources is also increasing, and the von Neumann architecture, which separates data processing units and data storage units, has lagged far behind information-emerging systems. speed, which has become a bottleneck restricting its development

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  • Neural network, information processing method thereof, and information processing system thereof
  • Neural network, information processing method thereof, and information processing system thereof
  • Neural network, information processing method thereof, and information processing system thereof

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Embodiment Construction

[0038] In order to make the purpose, technical solutions and advantages of the embodiments of the present disclosure clearer, the technical solutions of the embodiments of the present disclosure will be clearly and completely described below in conjunction with the accompanying drawings of the embodiments of the present disclosure. Apparently, the described embodiments are some of the embodiments of the present disclosure, not all of them. Based on the described embodiments of the present disclosure, all other embodiments obtained by persons of ordinary skill in the art without creative effort fall within the protection scope of the present disclosure.

[0039] Unless otherwise defined, the technical terms or scientific terms used in the present disclosure shall have the usual meanings understood by those skilled in the art to which the present disclosure belongs. "First", "second" and similar words used in the present disclosure do not indicate any order, quantity or importan...

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Abstract

Disclosed are a neural network, an information processing method thereof, and an information processing system thereof. The neural network includes N neuron layers connected one by one, and except forthe first neuron layer, each neuron of each neuron layer includes m dendritic units and one hippocampal unit. Each dendritic unit includes a resistance gradient device, each hippocampal unit includesa resistance mutation device, and the m dendritic units can be respectively set with different threshold voltages or currents; and the neurons of the n-th neuron layer are respectively connected withthe m dendritic units of the neurons of the n+1-th neuron layer. N is an integer greater than or equal to 3, m is an integer greater than 1, and n is an integer greater than or equal to 1 and less than N. The neural network can filter most non-key information through the dendritic units, thus, the information processing amount of the neural network is reduced, the power consumption of the neuralnetwork operation is reduced, and the processing efficiency of key information by the neural network is increased.

Description

technical field [0001] Embodiments of the present disclosure relate to a neural network, an information processing method thereof, and an information processing system. Background technique [0002] With the rapid development of information technology, neural networks have achieved remarkable results in many fields such as speech and image recognition. However, with the continuous strengthening of neural network capabilities, the demand for computing resources is also increasing, and the von Neumann architecture, which separates data processing units and data storage units, has lagged far behind information-emerging systems. Speed ​​has become a bottleneck restricting its development. Therefore, inspired by the biological neural network, the distributed information processing system (that is, the artificial neural network) that combines the data processing unit and the data storage unit has become one of the most effective ways to solve the data processing bottleneck of the...

Claims

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Application Information

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IPC IPC(8): G06N3/06G06N3/08
CPCG06N3/061G06N3/084G06N3/049G06N3/065
Inventor 李辛毅吴华强钱鹤高滨宋森张清天
Owner TSINGHUA UNIV
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