Manhattan rule training for memristive crossbar circuit pattern classifiers
作者： Elham Zamanidoost , Farnood M. Bayat , Dmitri Strukov , Irina Kataeva
DOI: 10.1109/WISP.2015.7139171
关键词:
摘要: … The most challenging operation in batch training is calculation and storing of temporal weight increments which must be performed for each weight of the array. If the network does not …
ucsb.edu
sci-hub.se 参考文章(20)
Lutz Prechelt, PROBEN 1 - a set of benchmarks and benchmarking rules for neural network training algorithms ,(1994)
R. Werner, M. Joost, W. Schiffmann, Optimization of the Backpropagation Algorithm for Training Multilayer Perceptrons ,(1994)
M. Prezioso, F. Merrikh-Bayat, B. D. Hoskins, G. C. Adam, K. K. Likharev, D. B. Strukov, Training and operation of an integrated neuromorphic network based on metal-oxide memristors Nature. ,vol. 521, pp. 61- 64 ,(2015) , 10.1038/NATURE14441
F. Merrikh Bayat, B. Hoskins, D. B. Strukov, Phenomenological modeling of memristive devices Applied Physics A. ,vol. 118, pp. 779- 786 ,(2015) , 10.1007/S00339-015-8993-7
Chris Yakopcic, Tarek M. Taha, Energy efficient perceptron pattern recognition using segmented memristor crossbar arrays international joint conference on neural network. pp. 1- 8 ,(2013) , 10.1109/IJCNN.2013.6707073
Junjie Lu, Steven Young, Itamar Arel, Jeremy Holleman, 30.10 A 1TOPS/W analog deep machine-learning engine with floating-gate storage in 0.13μm CMOS international solid-state circuits conference. ,vol. 50, pp. 270- 281 ,(2014) , 10.1109/JSSC.2014.2356197
Yongtae Kim, Yong Zhang, Peng Li, A digital neuromorphic VLSI architecture with memristor crossbar synaptic array for machine learning symposium on cloud computing. pp. 328- 333 ,(2012) , 10.1109/SOCC.2012.6398336
Djaafar Chabi, Damien Querlioz, Weisheng Zhao, Jacques-Olivier Klein, Robust learning approach for neuro-inspired nanoscale crossbar architecture ACM Journal on Emerging Technologies in Computing Systems. ,vol. 10, pp. 5- ,(2014) , 10.1145/2539123
Jung Hoon Lee, Konstantin K. Likharev, Defect-tolerant nanoelectronic pattern classifiers International Journal of Circuit Theory and Applications. ,vol. 35, pp. 239- 264 ,(2007) , 10.1002/CTA.410
Clement Farabet, Berin Martini, Benoit Corda, Polina Akselrod, Eugenio Culurciello, Yann LeCun, NeuFlow: A runtime reconfigurable dataflow processor for vision computer vision and pattern recognition. pp. 109- 116 ,(2011) , 10.1109/CVPRW.2011.5981829