Energy Efficient Spiking Neural Network Design with RRAM Devices

Emerging Technology and Architecture for Big-data Analytics ◽

10.1007/978-3-319-54840-1_11 ◽

2017 ◽

pp. 245-259

Author(s):

Yu Wang ◽

Tianqi Tang ◽

Boxun Li ◽

Lixue Xia ◽

Huazhong Yang

Keyword(s):

Neural Network ◽

Network Design ◽

Energy Efficient ◽

Spiking Neural Network

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Energy efficient spiking neural network design with RRAM devices

2014 International Symposium on Integrated Circuits (ISIC) ◽

10.1109/isicir.2014.7029565 ◽

2014 ◽

Author(s):

Tianqi Tang ◽

Rong Luo ◽

Boxun Li ◽

Hai Li ◽

Yu Wang ◽

...

Keyword(s):

Neural Network ◽

Network Design ◽

Energy Efficient ◽

Spiking Neural Network

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Energy efficient spiking neural network processing using approximate arithmetic units and variable precision weights

Journal of Parallel and Distributed Computing ◽

10.1016/j.jpdc.2021.08.003 ◽

2021 ◽

Vol 158 ◽

pp. 164-175

Author(s):

Yi Wang ◽

Hao Zhang ◽

Kwang-Il Oh ◽

Jae-Jin Lee ◽

Seok-Bum Ko

Keyword(s):

Neural Network ◽

Energy Efficient ◽

Spiking Neural Network ◽

Variable Precision ◽

Arithmetic Units ◽

Network Processing

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Area- and Energy-Efficient STDP Learning Algorithm for Spiking Neural Network SoC

IEEE Access ◽

10.1109/access.2020.3041946 ◽

2020 ◽

Vol 8 ◽

pp. 216922-216932

Author(s):

Giseok Kim ◽

Kiryong Kim ◽

Sara Choi ◽

Hyo Jung Jang ◽

Seong-Ook Jung

Keyword(s):

Neural Network ◽

Energy Efficient ◽

Learning Algorithm ◽

Spiking Neural Network

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Energy efficient ECG classification with spiking neural network

Biomedical Signal Processing and Control ◽

10.1016/j.bspc.2020.102170 ◽

2021 ◽

Vol 63 ◽

pp. 102170

Author(s):

Zhanglu Yan ◽

Jun Zhou ◽

Weng-Fai Wong

Keyword(s):

Neural Network ◽

Energy Efficient ◽

Spiking Neural Network

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Deep Spiking Neural Network for High-Accuracy and Energy-Efficient Face Action Unit Recognition

10.1109/ijcnn52387.2021.9533451 ◽

2021 ◽

Author(s):

Zhang Jingren ◽

Wang Jingjing ◽

Yan Jingwei ◽

Wang Chunmao ◽

Pu Shiliang

Keyword(s):

Neural Network ◽

Energy Efficient ◽

High Accuracy ◽

Spiking Neural Network ◽

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SparkXD: A Framework for Resilient and Energy-Efficient Spiking Neural Network Inference using Approximate DRAM

10.1109/dac18074.2021.9586332 ◽

2021 ◽

Author(s):

Rachmad Vidya Wicaksana Putra ◽

Muhammad Abdullah Hanif ◽

Muhammad Shafique

Keyword(s):

Neural Network ◽

Energy Efficient ◽

Network Inference ◽

Spiking Neural Network

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EEG classification with spiking neural network: Smaller, better, more energy efficient

Smart Health ◽

10.1016/j.smhl.2021.100261 ◽

2022 ◽

pp. 100261

Author(s):

Zhanglu Yan ◽

Jun Zhou ◽

Weng-Fai Wong

Keyword(s):

Neural Network ◽

Energy Efficient ◽

Spiking Neural Network ◽

Eeg Classification

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A 5.28-mm² 4.5-pJ/SOP Energy-Efficient Spiking Neural Network Hardware With Reconfigurable High Processing Speed Neuron Core and Congestion-Aware Router

IEEE Transactions on Circuits and Systems I Regular Papers ◽

10.1109/tcsi.2021.3112979 ◽

2021 ◽

pp. 1-14

Author(s):

Junran Pu ◽

Wang Ling Goh ◽

Vishnu P. Nambiar ◽

Ming Ming Wong ◽

Anh Tuan Do

Keyword(s):

Neural Network ◽

Processing Speed ◽

Energy Efficient ◽

Spiking Neural Network ◽

High Processing Speed ◽

Neural Network Hardware ◽

High Processing ◽

Congestion Aware

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Energy-efficient, high-performance, highly-compressed deep neural network design using block-circulant matrices

2017 IEEE/ACM International Conference on Computer-Aided Design (ICCAD) ◽

10.1109/iccad.2017.8203813 ◽

2017 ◽

Author(s):

Siyu Liao ◽

Zhe Li ◽

Xue Lin ◽

Qinru Qiu ◽

Yanzhi Wang ◽

...

Keyword(s):

Neural Network ◽

Network Design ◽

Energy Efficient ◽

High Performance ◽

Deep Neural Network ◽

Circulant Matrices

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Energy Efficient RRAM Spiking Neural Network for Real Time Classification

Proceedings of the 25th edition on Great Lakes Symposium on VLSI - GLSVLSI '15 ◽

10.1145/2742060.2743756 ◽

2015 ◽

Author(s):

Yu Wang ◽

Tianqi Tang ◽

Lixue Xia ◽

Boxun Li ◽

Peng Gu ◽

...

Keyword(s):

Neural Network ◽

Real Time ◽

Energy Efficient ◽

Spiking Neural Network ◽

Real Time Classification

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