Neuromorphic computing (NC) architecture has shown its suitability for energy-efficient computation. Amongst several systems, spin-orbit torque (SOT) based domain wall (DW) devices are one of the most energy-efficient contenders for NC. To realize spin-based NC architecture, the computing elements such as synthetic neurons and synapses need to be developed. However, there are very few experimental investigations on DW neurons and synapses. The present study demonstrates the energy-efficient operations of neurons and synapses by using novel reading and writing strategies. We have used a W/CoFeB-based energy-efficient SOT mechanism to drive the DWs at low current densities. We have used the concept of meander devices for achieving synaptic functions. By doing this, we have achieved 9 different resistive states in experiments. We have experimentally demonstrated the functional spike and step neurons. Additionally, we have engineered the anomalous Hall bars by incorporating several pairs, in comparison to conventional Hall crosses, to increase the sensitivity as well as signal-to-noise ratio (SNR). We have performed micromagnetic simulations and transport measurements to demonstrate the above-mentioned functionalities. Neuromorphic computing based on spin-orbit torque driven domain wall (DW) devices is promising for energy-efficient computation. This study demonstrates energy efficient operations of DW neurons and synapses by novel reading and writing strategies.
机构:
Univ Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USAUniv Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USA
Lee, OukJae
You, Long
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Univ Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USAUniv Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USA
You, Long
Jang, Jaewon
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Univ Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USAUniv Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USA
Jang, Jaewon
Subramanian, Vivek
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Univ Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USAUniv Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USA
Subramanian, Vivek
Salahuddin, Sayeef
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Univ Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USA
Univ Calif Berkeley, Lawrence Berkeley Natl Lab, Div Mat Sci, Berkeley, CA 94720 USAUniv Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USA
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Politecn Bari, Dipartimento Ingn Elettr & Informaz, Via Orabona 4, I-70125 Bari, ItalyPolitecn Bari, Dipartimento Ingn Elettr & Informaz, Via Orabona 4, I-70125 Bari, Italy
Sanchez-Tejerina, Luis
Puliafito, Vito
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Univ Messina, Dipartimento Ingn, Cda Di Dio S-N, I-98166 Messina, ItalyPolitecn Bari, Dipartimento Ingn Elettr & Informaz, Via Orabona 4, I-70125 Bari, Italy
Puliafito, Vito
Amiri, Pedram Khalili
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Northwestern Univ, Dept Elect & Comp Engn, 633 Clark St, Evanston, IL 60208 USAPolitecn Bari, Dipartimento Ingn Elettr & Informaz, Via Orabona 4, I-70125 Bari, Italy
Amiri, Pedram Khalili
Carpentieri, Mario
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Politecn Bari, Dipartimento Ingn Elettr & Informaz, Via Orabona 4, I-70125 Bari, ItalyPolitecn Bari, Dipartimento Ingn Elettr & Informaz, Via Orabona 4, I-70125 Bari, Italy
机构:
Chinese Acad Sci, Inst Phys, Beijing Natl Lab Condensed Matter Phys, Beijing 100190, Peoples R China
Univ Chinese Acad Sci, Ctr Mat Sci & Optoelect Engn, Beijing 100049, Peoples R China
Songshan Lake Mat Lab, Dongguan 523808, Guangdong, Peoples R ChinaChinese Acad Sci, Inst Phys, Beijing Natl Lab Condensed Matter Phys, Beijing 100190, Peoples R China
Han, Xiufeng
Wan, Caihua
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Chinese Acad Sci, Inst Phys, Beijing Natl Lab Condensed Matter Phys, Beijing 100190, Peoples R China
Songshan Lake Mat Lab, Dongguan 523808, Guangdong, Peoples R ChinaChinese Acad Sci, Inst Phys, Beijing Natl Lab Condensed Matter Phys, Beijing 100190, Peoples R China
Wan, Caihua
Yu, Guoqiang
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Chinese Acad Sci, Inst Phys, Beijing Natl Lab Condensed Matter Phys, Beijing 100190, Peoples R China
Songshan Lake Mat Lab, Dongguan 523808, Guangdong, Peoples R ChinaChinese Acad Sci, Inst Phys, Beijing Natl Lab Condensed Matter Phys, Beijing 100190, Peoples R China
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Seoul Natl Univ, Dept Phys & Astron, Seoul 08826, South KoreaSeoul Natl Univ, Dept Phys & Astron, Seoul 08826, South Korea
Lee, Seong-Hyub
Kim, Myeonghoe
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Seoul Natl Univ, Dept Phys & Astron, Seoul 08826, South KoreaSeoul Natl Univ, Dept Phys & Astron, Seoul 08826, South Korea
Kim, Myeonghoe
Whang, Hyun-Seok
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Seoul Natl Univ, Dept Phys & Astron, Seoul 08826, South KoreaSeoul Natl Univ, Dept Phys & Astron, Seoul 08826, South Korea
Whang, Hyun-Seok
Nam, Yune-Seok
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Seoul Natl Univ, Dept Phys & Astron, Seoul 08826, South KoreaSeoul Natl Univ, Dept Phys & Astron, Seoul 08826, South Korea
Nam, Yune-Seok
Park, Jung-Hyun
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Seoul Natl Univ, Dept Phys & Astron, Seoul 08826, South KoreaSeoul Natl Univ, Dept Phys & Astron, Seoul 08826, South Korea
Park, Jung-Hyun
Kim, Kitae
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Seoul Natl Univ, Dept Phys & Astron, Seoul 08826, South KoreaSeoul Natl Univ, Dept Phys & Astron, Seoul 08826, South Korea
Kim, Kitae
Kim, Minhwan
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Seoul Natl Univ, Dept Phys & Astron, Seoul 08826, South Korea
Korea Inst Sci & Technol KIST, Ctr Spintron, Seoul 02792, South KoreaSeoul Natl Univ, Dept Phys & Astron, Seoul 08826, South Korea
Kim, Minhwan
Shin, Jiho
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Seoul Natl Univ, Dept Phys & Astron, Seoul 08826, South KoreaSeoul Natl Univ, Dept Phys & Astron, Seoul 08826, South Korea
Shin, Jiho
Yu, Ji-Sung
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Seoul Natl Univ, Dept Phys & Astron, Seoul 08826, South KoreaSeoul Natl Univ, Dept Phys & Astron, Seoul 08826, South Korea
Yu, Ji-Sung
Yoon, Jaesung
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Seoul Natl Univ, Dept Phys & Astron, Seoul 08826, South KoreaSeoul Natl Univ, Dept Phys & Astron, Seoul 08826, South Korea
Yoon, Jaesung
Chang, Jun-Young
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Seoul Natl Univ, Dept Phys & Astron, Seoul 08826, South Korea
Korea Inst Sci & Technol KIST, Ctr Spintron, Seoul 02792, South KoreaSeoul Natl Univ, Dept Phys & Astron, Seoul 08826, South Korea
Chang, Jun-Young
Kim, Duck-Ho
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Korea Inst Sci & Technol KIST, Ctr Spintron, Seoul 02792, South KoreaSeoul Natl Univ, Dept Phys & Astron, Seoul 08826, South Korea
Kim, Duck-Ho
Choe, Sug-Bong
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Seoul Natl Univ, Dept Phys & Astron, Seoul 08826, South KoreaSeoul Natl Univ, Dept Phys & Astron, Seoul 08826, South Korea