Ferroelectric Undoped HfOx Capacitor With Symmetric Synaptic for Neural Network Accelerator

A plasma-based ferroelectric undoped HfO x capacitor is fabricated using plasma-enhanced atomic layer deposition (PE-ALD), and the multilevel characteristics of synaptic behavior are investigated. A gradual ferroelectric phase transition in the material is confirmed by grazing incidence X-ray diffra...

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Veröffentlicht in:IEEE transactions on electron devices 2021-03, Vol.68 (3), p.1374-1377
Hauptverfasser: Luo, Jun-Dao, Lai, Yu-Ying, Hsiang, Kuo-Yu, Wu, Chia-Feng, Yeh, Yun-Tien, Chung, Hao-Tung, Li, Yi-Shao, Chuang, Kai-Chi, Li, Wei-Shuo, Liao, Chun-Yu, Chen, Pin-Guang, Chen, Kuan-Neng, Lee, Min-Hung, Cheng, Huang-Chung
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container_issue 3
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container_title IEEE transactions on electron devices
container_volume 68
creator Luo, Jun-Dao
Lai, Yu-Ying
Hsiang, Kuo-Yu
Wu, Chia-Feng
Yeh, Yun-Tien
Chung, Hao-Tung
Li, Yi-Shao
Chuang, Kai-Chi
Li, Wei-Shuo
Liao, Chun-Yu
Chen, Pin-Guang
Chen, Kuan-Neng
Lee, Min-Hung
Cheng, Huang-Chung
description A plasma-based ferroelectric undoped HfO x capacitor is fabricated using plasma-enhanced atomic layer deposition (PE-ALD), and the multilevel characteristics of synaptic behavior are investigated. A gradual ferroelectric phase transition in the material is confirmed by grazing incidence X-ray diffraction (GI-XRD) for different O 2 plasma periods. The metal-ferroelectric-metal (MFM) capacitor presents excellent remnant polarization ( {\text{P}}_{r} ) up to 13~\mu \text{C} /cm 2 and a switching endurance of more than 10 8 cycles. Superior small potentiation/depression nonlinearity ( \alpha _{p}/\alpha _{d} = -0.08 /−1.66 for voltage modulation stimulation) for synaptic training and almost symmetry training curve ( \vert \alpha _{p} - \alpha _{d}\vert ) are obtained. High stability under multilevel operation with five consecutive cycles of alternating potentiation and depression is exhibited without significant polarization variation for each training step (pulse).
doi_str_mv 10.1109/TED.2021.3052428
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A gradual ferroelectric phase transition in the material is confirmed by grazing incidence X-ray diffraction (GI-XRD) for different O 2 plasma periods. The metal-ferroelectric-metal (MFM) capacitor presents excellent remnant polarization (<inline-formula> <tex-math notation="LaTeX">{\text{P}}_{r} </tex-math></inline-formula>) up to <inline-formula> <tex-math notation="LaTeX">13~\mu \text{C} </tex-math></inline-formula>/cm 2 and a switching endurance of more than 10 8 cycles. Superior small potentiation/depression nonlinearity (<inline-formula> <tex-math notation="LaTeX">\alpha _{p}/\alpha _{d} = -0.08 </tex-math></inline-formula>/−1.66 for voltage modulation stimulation) for synaptic training and almost symmetry training curve (<inline-formula> <tex-math notation="LaTeX">\vert \alpha _{p} </tex-math></inline-formula>-<inline-formula> <tex-math notation="LaTeX">\alpha _{d}\vert </tex-math></inline-formula>) are obtained. 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A gradual ferroelectric phase transition in the material is confirmed by grazing incidence X-ray diffraction (GI-XRD) for different O 2 plasma periods. The metal-ferroelectric-metal (MFM) capacitor presents excellent remnant polarization (<inline-formula> <tex-math notation="LaTeX">{\text{P}}_{r} </tex-math></inline-formula>) up to <inline-formula> <tex-math notation="LaTeX">13~\mu \text{C} </tex-math></inline-formula>/cm 2 and a switching endurance of more than 10 8 cycles. Superior small potentiation/depression nonlinearity (<inline-formula> <tex-math notation="LaTeX">\alpha _{p}/\alpha _{d} = -0.08 </tex-math></inline-formula>/−1.66 for voltage modulation stimulation) for synaptic training and almost symmetry training curve (<inline-formula> <tex-math notation="LaTeX">\vert \alpha _{p} </tex-math></inline-formula>-<inline-formula> <tex-math notation="LaTeX">\alpha _{d}\vert </tex-math></inline-formula>) are obtained. 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A gradual ferroelectric phase transition in the material is confirmed by grazing incidence X-ray diffraction (GI-XRD) for different O 2 plasma periods. The metal-ferroelectric-metal (MFM) capacitor presents excellent remnant polarization (<inline-formula> <tex-math notation="LaTeX">{\text{P}}_{r} </tex-math></inline-formula>) up to <inline-formula> <tex-math notation="LaTeX">13~\mu \text{C} </tex-math></inline-formula>/cm 2 and a switching endurance of more than 10 8 cycles. Superior small potentiation/depression nonlinearity (<inline-formula> <tex-math notation="LaTeX">\alpha _{p}/\alpha _{d} = -0.08 </tex-math></inline-formula>/−1.66 for voltage modulation stimulation) for synaptic training and almost symmetry training curve (<inline-formula> <tex-math notation="LaTeX">\vert \alpha _{p} </tex-math></inline-formula>-<inline-formula> <tex-math notation="LaTeX">\alpha _{d}\vert </tex-math></inline-formula>) are obtained. High stability under multilevel operation with five consecutive cycles of alternating potentiation and depression is exhibited without significant polarization variation for each training step (pulse).]]></abstract><pub>IEEE</pub><doi>10.1109/TED.2021.3052428</doi><tpages>4</tpages><orcidid>https://orcid.org/0000-0003-4316-0007</orcidid><orcidid>https://orcid.org/0000-0002-4789-4668</orcidid><orcidid>https://orcid.org/0000-0001-5088-1465</orcidid><orcidid>https://orcid.org/0000-0001-5944-6611</orcidid><orcidid>https://orcid.org/0000-0003-1669-5217</orcidid><orcidid>https://orcid.org/0000-0002-2007-2875</orcidid><orcidid>https://orcid.org/0000-0001-6618-5018</orcidid><orcidid>https://orcid.org/0000-0001-5416-8763</orcidid></addata></record>
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subjects Capacitors
Depression
Ferroelectric
Hafnium oxide
multilevel
Plasmas
Switches
Synapses
synaptic training
Training
undoped HfO<italic xmlns:ali="http://www.niso.org/schemas/ali/1.0/" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">ₓ
title Ferroelectric Undoped HfOx Capacitor With Symmetric Synaptic for Neural Network Accelerator
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