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Volumn , Issue , 2016, Pages 14-26

ISAAC: A Convolutional Neural Network Accelerator with In-Situ Analog Arithmetic in Crossbars

Author keywords

accelerator; analog; CNN; DNN; memristor; neural

Indexed keywords

ACCELERATION; ANALOG COMPUTERS; ANALOG TO DIGITAL CONVERSION; ARTIFICIAL INTELLIGENCE; COMPUTER ARCHITECTURE; CONVOLUTION; DATA HANDLING; DIGITAL STORAGE; DIGITAL TO ANALOG CONVERSION; LEARNING ALGORITHMS; LEARNING SYSTEMS; MEMRISTORS; NETWORK ARCHITECTURE; NETWORK LAYERS; NEURAL NETWORKS; PARTICLE ACCELERATORS;

EID: 84988345240     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISCA.2016.12     Document Type: Conference Paper
Times cited : (1880)

References (80)
  • 2
    • 84896979826 scopus 로고    scopus 로고
    • Pattern Classification by Memristive Crossbar Circuits using Ex-Situ and In-Situ Training
    • F. Alibart, E. Zamanidoost, and D. B. Strukov, "Pattern Classification by Memristive Crossbar Circuits using Ex-Situ and In-Situ Training," Nature, 2013.
    • (2013) Nature
    • Alibart, F.1    Zamanidoost, E.2    Strukov, D.B.3
  • 4
    • 84965081749 scopus 로고    scopus 로고
    • Memristive boltzmann machine: A hardware accelerator for combinatorial optimization and deep learning
    • M. N. Bojnordi and E. Ipek, "Memristive Boltzmann Machine: A Hardware Accelerator for Combinatorial Optimization and Deep Learning," in Proceedings of HPCA-22, 2016.
    • (2016) Proceedings of HPCA-22
    • Bojnordi, M.N.1    Ipek, E.2
  • 8
    • 84897780584 scopus 로고    scopus 로고
    • DianNao: A small-footprint high-throughput accelerator for ubiquitous machine-learning
    • T. Chen, Z. Du, N. Sun, J. Wang, C. Wu, Y. Chen, and O. Temam, "DianNao: A Small-Footprint High-Throughput Accelerator for Ubiquitous Machine-Learning," in Proceedings of ASPLOS, 2014.
    • (2014) Proceedings of ASPLOS
    • Chen, T.1    Du, Z.2    Sun, N.3    Wang, J.4    Wu, C.5    Chen, Y.6    Temam, O.7
  • 14
    • 84897884384 scopus 로고    scopus 로고
    • Leveraging the error resilience of machine-learning applications for designing highly energy efficient accelerators
    • Z. Du, A. Lingamneni, Y. Chen, K. Palem, O. Temam, and C. Wu, "Leveraging the Error Resilience of Machine-Learning Applications for Designing Highly Energy Efficient Accelerators," in Proceedings of ASPDAC-19, 2014.
    • (2014) Proceedings of ASPDAC-19
    • Du, Z.1    Lingamneni, A.2    Chen, Y.3    Palem, K.4    Temam, O.5    Wu, C.6
  • 20
    • 84934325706 scopus 로고    scopus 로고
    • BRAINIAC: Bringing reliable accuracy into neurally-implemented approximate computing
    • B. Grigorian, N. Farahpour, and G. Reinman, "BRAINIAC: Bringing Reliable Accuracy Into Neurally-Implemented Approximate Computing," in Proceedings of HPCA-21, 2015.
    • (2015) Proceedings of HPCA-21
    • Grigorian, B.1    Farahpour, N.2    Reinman, G.3
  • 22
    • 80052527123 scopus 로고    scopus 로고
    • Automatic abstraction and fault tolerance in cortical microachitectures
    • A. Hashmi, H. Berry, O. Temam, and M. Lipasti, "Automatic Abstraction and Fault Tolerance in Cortical Microachitectures," in Proceedings of ISCA-38, 2011.
    • (2011) Proceedings of ISCA-38
    • Hashmi, A.1    Berry, H.2    Temam, O.3    Lipasti, M.4
  • 25
    • 76349087581 scopus 로고    scopus 로고
    • Nonvolatile memristor memory: Device characteristics and design implications
    • Y. Ho, G. M. Huang, and P. Li, "Nonvolatile Memristor Memory: Device Characteristics and Design Implications," in Proceedings of ICCAD-28, 2009.
    • (2009) Proceedings of ICCAD-28
    • Ho, Y.1    Huang, G.M.2    Li, P.3
  • 33
    • 84988332752 scopus 로고    scopus 로고
    • A digital neuromorphic VLSI architecture with memristor crossbar synaptic array for machine learning
    • Y. Kim, Y. Zhang, and P. Li, "A Digital Neuromorphic VLSI Architecture with Memristor Crossbar Synaptic Array for Machine Learning," in Proceedings of SOCC-3, 2012.
    • (2012) Proceedings of SOCC-3
    • Kim, Y.1    Zhang, Y.2    Li, P.3
  • 35
    • 62349137637 scopus 로고    scopus 로고
    • Fast resistance switching of TiO 2 and MSQ thin films for non-volatile memory applications (RRAM)
    • C. Kügeler, C. Nauenheim, M. Meier, R. Waser et al., "Fast Resistance Switching of TiO 2 and MSQ Thin Films for Non-Volatile Memory Applications (RRAM)," in Proceedings of NVMTS-9, 2008.
    • (2008) Proceedings of NVMTS-9
    • Kügeler, C.1    Nauenheim, C.2    Meier, M.3    Waser, R.4
  • 39
  • 45
    • 47349084021 scopus 로고    scopus 로고
    • Optimizing NUCA organizations and wiring alternatives for large caches with CACTI 6.0
    • N. Muralimanohar, R. Balasubramonian, and N. Jouppi, "Optimizing NUCA Organizations and Wiring Alternatives for Large Caches with CACTI 6.0," in Proceedings of MICRO, 2007.
    • (2007) Proceedings of MICRO
    • Muralimanohar, N.1    Balasubramonian, R.2    Jouppi, N.3
  • 47
    • 84880302518 scopus 로고    scopus 로고
    • Bridging the semantic gap: Emulating biological neuronal behaviors with simple digital neurons
    • A. Nere, A. Hashmi, M. Lipasti, and G. Tononi, "Bridging the Semantic Gap: Emulating Biological Neuronal Behaviors with Simple Digital Neurons," in Proceedings of HPCA-19, 2013.
    • (2013) Proceedings of HPCA-19
    • Nere, A.1    Hashmi, A.2    Lipasti, M.3    Tononi, G.4
  • 51
    • 77955049562 scopus 로고    scopus 로고
    • Experimental demonstration of mssociative memory with memristive neural networks
    • Y. V. Pershin and M. Di Ventra, "Experimental Demonstration of Mssociative Memory with Memristive Neural Networks," Neural Networks, 2010.
    • (2010) Neural Networks
    • Pershin, Y.V.1    Di Ventra, M.2
  • 71
    • 84893595608 scopus 로고    scopus 로고
    • Exploring the design space of specialized multicore neural processors
    • T. Taha, R. Hasan, C. Yakopcic, and M. McLean, "Exploring the Design Space of Specialized Multicore Neural Processors," in Proceedings of IJCNN, 2013.
    • (2013) Proceedings of IJCNN
    • Taha, T.1    Hasan, R.2    Yakopcic, C.3    McLean, M.4
  • 73
    • 84864858301 scopus 로고    scopus 로고
    • A defect-tolerant accelerator for emerging high-performance applications
    • O. Temam, "A Defect-Tolerant Accelerator for Emerging High-Performance Applications," in Proceedings of ISCA-39, 2012.
    • (2012) Proceedings of ISCA-39
    • Temam, O.1
  • 76
    • 84881185269 scopus 로고    scopus 로고
    • Navigating big data with high-throughput energy-efficient data partitioning
    • L. Wu, R. Barker, M. Kim, and K. Ross, "Navigating Big Data with High-Throughput Energy-Efficient Data Partitioning," in Proceedings of ISCA-40, 2013.
    • (2013) Proceedings of ISCA-40
    • Wu, L.1    Barker, R.2    Kim, M.3    Ross, K.4
  • 78
    • 84893541772 scopus 로고    scopus 로고
    • Energy Efficient Perceptron Pattern Recognition using Segmented Memristor Crossbar Arrays
    • C. Yakopcic and T. M. Taha, "Energy Efficient Perceptron Pattern Recognition using Segmented Memristor Crossbar Arrays," in Proceed-ings of IJCNN, 2013.
    • (2013) Proceed-ings of IJCNN
    • Yakopcic, C.1    Taha, T.M.2
  • 80
    • 84921476116 scopus 로고    scopus 로고
    • Visualizing and understanding convolutional networks
    • M. D. Zeiler and R. Fergus, "Visualizing and Understanding Convolutional Networks," in Proceedings of ECCV, 2014.
    • (2014) Proceedings of ECCV
    • Zeiler, M.D.1    Fergus, R.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.