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memristorCNN

The MATLAB framework to implement the 5-level CNN and 3-level ConvLSTM, for the manuscript

Wang, Z. et al. In situ training of feedforward and recurrent convolutional networks with memristors.

Contributions

Authors(Alphabetic) : Daniel Belkin, Can Li, Yongyang Nie, Wenhao Song, Zhongrui Wang

Advisors: Prof. J. Joshua Yang (Email: jjyang at umass dot edu, Website: http://www.ecs.umass.edu/ece/jjyang/); Prof. Qiangfei Xia (Email: qxia at umass dot edu, Website: http://nano.ecs.umass.edu);

SYSTEM REQUIREMENT

The codes have been tested on Mathworks Matlab R2017b.

DEMO

Run the script in 'scripts' folder. The codes that interface the hardware is not provided.

INSTRUCTION

The real_array2_conv backend are dependent on the measurement system and hardware. The experimental data will be provided upon reasonable request.

LICENSE

Copyright (c) 2018, Department of Electrical and Computer Engineering, University of Massachusetts Amherst All rights reserved.

LICENSE

The MIT License (MIT)

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.