Parallel programming of an ionic floating-gate memory array for scalable neuromorphic computing
Neuromorphic computers could overcome efficiency bottlenecks inherent to conventional computing through parallel programming and readout of artificial neural network weights in a crossbar memory array. However, selective and linear weight updates and <10-nanoampere read currents are required for...
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| Vydáno v: | Science (American Association for the Advancement of Science) Ročník 364; číslo 6440; s. 570 |
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| Hlavní autoři: | , , , , , , , , , , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
| Vydáno: |
United States
10.05.2019
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| ISSN: | 1095-9203, 1095-9203 |
| On-line přístup: | Zjistit podrobnosti o přístupu |
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| Abstract | Neuromorphic computers could overcome efficiency bottlenecks inherent to conventional computing through parallel programming and readout of artificial neural network weights in a crossbar memory array. However, selective and linear weight updates and <10-nanoampere read currents are required for learning that surpasses conventional computing efficiency. We introduce an ionic floating-gate memory array based on a polymer redox transistor connected to a conductive-bridge memory (CBM). Selective and linear programming of a redox transistor array is executed in parallel by overcoming the bridging threshold voltage of the CBMs. Synaptic weight readout with currents <10 nanoamperes is achieved by diluting the conductive polymer with an insulator to decrease the conductance. The redox transistors endure >1 billion write-read operations and support >1-megahertz write-read frequencies. |
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| AbstractList | Neuromorphic computers could overcome efficiency bottlenecks inherent to conventional computing through parallel programming and readout of artificial neural network weights in a crossbar memory array. However, selective and linear weight updates and <10-nanoampere read currents are required for learning that surpasses conventional computing efficiency. We introduce an ionic floating-gate memory array based on a polymer redox transistor connected to a conductive-bridge memory (CBM). Selective and linear programming of a redox transistor array is executed in parallel by overcoming the bridging threshold voltage of the CBMs. Synaptic weight readout with currents <10 nanoamperes is achieved by diluting the conductive polymer with an insulator to decrease the conductance. The redox transistors endure >1 billion write-read operations and support >1-megahertz write-read frequencies.Neuromorphic computers could overcome efficiency bottlenecks inherent to conventional computing through parallel programming and readout of artificial neural network weights in a crossbar memory array. However, selective and linear weight updates and <10-nanoampere read currents are required for learning that surpasses conventional computing efficiency. We introduce an ionic floating-gate memory array based on a polymer redox transistor connected to a conductive-bridge memory (CBM). Selective and linear programming of a redox transistor array is executed in parallel by overcoming the bridging threshold voltage of the CBMs. Synaptic weight readout with currents <10 nanoamperes is achieved by diluting the conductive polymer with an insulator to decrease the conductance. The redox transistors endure >1 billion write-read operations and support >1-megahertz write-read frequencies. Neuromorphic computers could overcome efficiency bottlenecks inherent to conventional computing through parallel programming and readout of artificial neural network weights in a crossbar memory array. However, selective and linear weight updates and <10-nanoampere read currents are required for learning that surpasses conventional computing efficiency. We introduce an ionic floating-gate memory array based on a polymer redox transistor connected to a conductive-bridge memory (CBM). Selective and linear programming of a redox transistor array is executed in parallel by overcoming the bridging threshold voltage of the CBMs. Synaptic weight readout with currents <10 nanoamperes is achieved by diluting the conductive polymer with an insulator to decrease the conductance. The redox transistors endure >1 billion write-read operations and support >1-megahertz write-read frequencies. |
| Author | James, Conrad D Fuller, Elliot J Wang, Zhongrui Salleo, Alberto Talin, A Alec Marinella, Matthew J Li, Yiyang Agarwal, Sapan Tuchman, Yaakov Yang, J Joshua Keene, Scott T Melianas, Armantas |
| Author_xml | – sequence: 1 givenname: Elliot J surname: Fuller fullname: Fuller, Elliot J organization: Sandia National Laboratories, Livermore, CA, USA – sequence: 2 givenname: Scott T orcidid: 0000-0002-6635-670X surname: Keene fullname: Keene, Scott T organization: Department of Materials Science and Engineering, Stanford University, Stanford, CA, USA – sequence: 3 givenname: Armantas orcidid: 0000-0002-3443-0987 surname: Melianas fullname: Melianas, Armantas organization: Department of Materials Science and Engineering, Stanford University, Stanford, CA, USA – sequence: 4 givenname: Zhongrui orcidid: 0000-0003-2264-0677 surname: Wang fullname: Wang, Zhongrui organization: Department of Computer Science and Electrical Engineering, University of Massachusetts Amherst, Amherst, MA, USA – sequence: 5 givenname: Sapan orcidid: 0000-0002-3676-6986 surname: Agarwal fullname: Agarwal, Sapan organization: Sandia National Laboratories, Livermore, CA, USA – sequence: 6 givenname: Yiyang surname: Li fullname: Li, Yiyang organization: Sandia National Laboratories, Livermore, CA, USA – sequence: 7 givenname: Yaakov surname: Tuchman fullname: Tuchman, Yaakov organization: Department of Materials Science and Engineering, Stanford University, Stanford, CA, USA – sequence: 8 givenname: Conrad D orcidid: 0000-0003-3294-4244 surname: James fullname: James, Conrad D organization: Sandia National Laboratories, Albuquerque, NM, USA – sequence: 9 givenname: Matthew J surname: Marinella fullname: Marinella, Matthew J organization: Sandia National Laboratories, Albuquerque, NM, USA – sequence: 10 givenname: J Joshua orcidid: 0000-0001-8242-7531 surname: Yang fullname: Yang, J Joshua organization: Department of Computer Science and Electrical Engineering, University of Massachusetts Amherst, Amherst, MA, USA – sequence: 11 givenname: Alberto orcidid: 0000-0002-7448-9123 surname: Salleo fullname: Salleo, Alberto email: aatalin@sandia.gov, asalleo@stanford.edu organization: Department of Materials Science and Engineering, Stanford University, Stanford, CA, USA. aatalin@sandia.gov asalleo@stanford.edu – sequence: 12 givenname: A Alec orcidid: 0000-0002-1102-680X surname: Talin fullname: Talin, A Alec email: aatalin@sandia.gov, asalleo@stanford.edu organization: Sandia National Laboratories, Livermore, CA, USA. aatalin@sandia.gov asalleo@stanford.edu |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/31023890$$D View this record in MEDLINE/PubMed |
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