1
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Aigner A, Ligmajer F, Rovenská K, Holobrádek J, Idesová B, Maier SA, Tittl A, de S Menezes L. Engineering of Active and Passive Loss in High-Quality-Factor Vanadium Dioxide-Based BIC Metasurfaces. NANO LETTERS 2024; 24:10742-10749. [PMID: 39191398 PMCID: PMC11389864 DOI: 10.1021/acs.nanolett.4c01703] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/29/2024]
Abstract
Active functionalities of metasurfaces are of growing interest in nanophotonics. The main strategy employed to date is spectral resonance tuning affecting predominantly the far-field response. However, this barely influences other essential resonance properties like near-field enhancement, signal modulation, quality factor, and absorbance, which are all vital for numerous applications. Here we introduce an active metasurface approach that combines temperature-tunable losses in vanadium dioxide with far-field coupling tunable symmetry-protected bound states in the continuum. This method enables exceptional precision in independently controlling both radiative and nonradiative losses. Consequently, it allows for the adjustment of both the far-field response and, notably, the near-field characteristics like local field enhancement and absorbance. We experimentally demonstrate continuous tuning from under- through critical- to overcoupling, achieving quality factors of 200 and a relative switching contrast of 78%. Our research marks a significant step toward highly tunable metasurfaces, controlling both near- and far-field properties.
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Affiliation(s)
- Andreas Aigner
- Chair in Hybrid Nanosystems, Nano-Institute Munich, Faculty of Physics, Ludwig-Maximilians-University Munich, Munich 80539, Germany
| | - Filip Ligmajer
- Central European Institute of Technology, Brno University of Technology, 61200 Brno, Czech Republic
- Institute of Physical Engineering, Faculty of Mechanical Engineering, Brno University of Technology, 61669 Brno, Czech Republic
| | - Katarína Rovenská
- Central European Institute of Technology, Brno University of Technology, 61200 Brno, Czech Republic
- Institute of Physical Engineering, Faculty of Mechanical Engineering, Brno University of Technology, 61669 Brno, Czech Republic
| | - Jakub Holobrádek
- Central European Institute of Technology, Brno University of Technology, 61200 Brno, Czech Republic
| | - Beáta Idesová
- Central European Institute of Technology, Brno University of Technology, 61200 Brno, Czech Republic
- Institute of Physical Engineering, Faculty of Mechanical Engineering, Brno University of Technology, 61669 Brno, Czech Republic
| | - Stefan A Maier
- School of Physics and Astronomy, Monash University, Clayton, Victoria 3800, Australia
- Department of Physics, Imperial College London, London SW7 2AZ, United Kingdom
| | - Andreas Tittl
- Chair in Hybrid Nanosystems, Nano-Institute Munich, Faculty of Physics, Ludwig-Maximilians-University Munich, Munich 80539, Germany
| | - Leonardo de S Menezes
- Chair in Hybrid Nanosystems, Nano-Institute Munich, Faculty of Physics, Ludwig-Maximilians-University Munich, Munich 80539, Germany
- Departamento de Física, Universidade Federal de Pernambuco, 50670-901 Recife, PE, Brazil
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2
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Naik BR, Chandran Y, Rohini K, Verma D, Ramanathan S, Balakrishnan V. Origin of discrete resistive switching in chemically heterogeneous vanadium oxide crystals. MATERIALS HORIZONS 2024; 11:4086-4093. [PMID: 38894698 DOI: 10.1039/d4mh00034j] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/21/2024]
Abstract
Phase changes in oxide materials such as VO2 offer a foundational platform for designing novel solid-state devices. Tuning the V : O stoichiometry offers a vast electronic phase space with non-trivial collective properties. Here, we report the observation of discrete threshold switching voltages (Vth) with constant ΔVth between cycles in vanadium oxide crystals. The observed threshold fields over 10 000 cycles are ∼100× lower than that noted for stoichiometric VO2 and show unique discrete behaviour with constant ΔVth. We correlate the observed discrete memristor behaviour with the valence change mechanism and fluctuations in the chemical composition of spatially distributed VO2-VnO2n-1 complex oxide phases that can synergistically co-operate with the insulator-metal transition resulting in sharp current jumps. The design of chemical heterogeneity in oxide crystals, therefore, offers an intriguing path to realizing low-energy neuromorphic devices.
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Affiliation(s)
- B Raju Naik
- School of Mechanical and Materials Engineering, Indian Institute of Technology, Mandi, Himachal Pradesh, 175075, India.
| | - Yadu Chandran
- School of Mechanical and Materials Engineering, Indian Institute of Technology, Mandi, Himachal Pradesh, 175075, India.
| | - Kakunuri Rohini
- School of Mechanical and Materials Engineering, Indian Institute of Technology, Mandi, Himachal Pradesh, 175075, India.
| | - Divya Verma
- School of Mechanical and Materials Engineering, Indian Institute of Technology, Mandi, Himachal Pradesh, 175075, India.
| | - Shriram Ramanathan
- Department of Electrical and Computer Engineering, Rutgers State University, New Jersey, Piscataway, NJ 08854, USA
| | - Viswanath Balakrishnan
- School of Mechanical and Materials Engineering, Indian Institute of Technology, Mandi, Himachal Pradesh, 175075, India.
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3
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Salev P, Kisiel E, Sasaki D, Gunn B, He W, Feng M, Li J, Tamura N, Poudyal I, Islam Z, Takamura Y, Frano A, Schuller IK. Local strain inhomogeneities during electrical triggering of a metal-insulator transition revealed by X-ray microscopy. Proc Natl Acad Sci U S A 2024; 121:e2317944121. [PMID: 39145937 PMCID: PMC11348337 DOI: 10.1073/pnas.2317944121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2023] [Accepted: 07/05/2024] [Indexed: 08/16/2024] Open
Abstract
Electrical triggering of a metal-insulator transition (MIT) often results in the formation of characteristic spatial patterns such as a metallic filament percolating through an insulating matrix or an insulating barrier splitting a conducting matrix. When MIT triggering is driven by electrothermal effects, the temperature of the filament or barrier can be substantially higher than the rest of the material. Using X-ray microdiffraction and dark-field X-ray microscopy, we show that electrothermal MIT triggering leads to the development of an inhomogeneous strain profile across the switching device, even when the material does not undergo a pronounced, discontinuous structural transition coinciding with the MIT. Diffraction measurements further reveal evidence of unique features associated with MIT triggering including lattice distortions, tilting, and twinning, which indicate structural nonuniformity of both low- and high-resistance regions inside the switching device. Such lattice deformations do not occur under equilibrium, zero-voltage conditions, highlighting the qualitative difference between states achieved through increasing temperature and applying voltage in nonlinear electrothermal materials. Electrically induced strain, lattice distortions, and twinning could have important contributions in the MIT triggering process and drive the material into nonequilibrium states, providing an unconventional pathway to explore the phase space in strongly correlated electronic systems.
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Affiliation(s)
- Pavel Salev
- Department of Physics and Astronomy, University of Denver, Denver, CO80210
| | - Elliot Kisiel
- Department of Physics, University of California San Diego, La Jolla, CA92093
- X-ray Science Division, Argonne National Laboratory, Argonne, IL60439
| | - Dayne Sasaki
- Department of Materials Science and Engineering, University of California Davis, Davis, CA95616
| | - Brandon Gunn
- Department of Physics, University of California San Diego, La Jolla, CA92093
| | - Wei He
- Department of Physics, University of California San Diego, La Jolla, CA92093
| | - Mingzhen Feng
- Department of Materials Science and Engineering, University of California Davis, Davis, CA95616
| | - Junjie Li
- Department of Physics, University of California San Diego, La Jolla, CA92093
| | - Nobumichi Tamura
- Advanced Light Source, Lawrence Berkeley National Laboratory, Berkeley, CA94720
| | - Ishwor Poudyal
- X-ray Science Division, Argonne National Laboratory, Argonne, IL60439
| | - Zahirul Islam
- X-ray Science Division, Argonne National Laboratory, Argonne, IL60439
| | - Yayoi Takamura
- Department of Materials Science and Engineering, University of California Davis, Davis, CA95616
| | - Alex Frano
- Department of Physics, University of California San Diego, La Jolla, CA92093
| | - Ivan K. Schuller
- Department of Physics, University of California San Diego, La Jolla, CA92093
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4
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Bonagiri A, Das SK, Marquez CV, Rúa A, Puyoo E, Nath SK, Albertini D, Baboux N, Uenuma M, Elliman RG, Nandi SK. Biorealistic Neuronal Temperature-Sensitive Dynamics within Threshold Switching Memristors: Toward Neuromorphic Thermosensation. ACS APPLIED MATERIALS & INTERFACES 2024; 16:31283-31293. [PMID: 38836546 DOI: 10.1021/acsami.4c03803] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2024]
Abstract
Neuromorphic nanoelectronic devices that can emulate the temperature-sensitive dynamics of biological neurons are of great interest for bioinspired robotics and advanced applications such as in silico neuroscience. In this work, we demonstrate the biomimetic thermosensitive properties of two-terminal V3O5 memristive devices and showcase their similarity to the firing characteristics of thermosensitive biological neurons. The temperature-dependent electrical characteristics of V3O5-based memristors are used to understand the spiking response of a simple relaxation oscillator. The temperature-dependent dynamics of these oscillators are then compared with those of biological neurons through numerical simulations of a conductance-based neuron model, the Morris-Lecar neuron model. Finally, we demonstrate a robust neuromorphic thermosensation system inspired by biological thermoreceptors for bioinspired thermal perception and representation. These results not only demonstrate the biorealistic emulative potential of threshold-switching memristors but also establish V3O5 as a functional material for realizing solid-state neurons for neuromorphic computing and sensing applications.
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Affiliation(s)
- Akhil Bonagiri
- Department of Electronics and Communication, Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, Karnataka 576104, India
| | - Sujan Kumar Das
- Department of Electronic Materials Engineering, Research School of Physics, Australian National University, Canberra, Australian Capital Territory 2601, Australia
| | | | - Armando Rúa
- Department of Physics, University of Puerto Rico, Mayaguez, PR 00681, United States
| | - Etienne Puyoo
- CNRS, INSA Lyon, Ecole Centrale de Lyon, Université Claude Bernard Lyon 1, Villeurbanne 69622, France
| | - Shimul Kanti Nath
- Department of Electronic Materials Engineering, Research School of Physics, Australian National University, Canberra, Australian Capital Territory 2601, Australia
- School of Photovoltaic and Renewable Energy Engineering, University of New South Wales (UNSW Sydney), Kensington, NSW 2052, Australia
| | - David Albertini
- CNRS, INSA Lyon, Ecole Centrale de Lyon, Université Claude Bernard Lyon 1, Villeurbanne 69622, France
| | - Nicolas Baboux
- CNRS, INSA Lyon, Ecole Centrale de Lyon, Université Claude Bernard Lyon 1, Villeurbanne 69622, France
| | - Mutsunori Uenuma
- Information Device Science Laboratory, Nara Institute of Science and Technology (NAIST), Ikoma, Nara 630-0192, Japan
| | - Robert Glen Elliman
- Department of Electronic Materials Engineering, Research School of Physics, Australian National University, Canberra, Australian Capital Territory 2601, Australia
| | - Sanjoy Kumar Nandi
- Department of Electronic Materials Engineering, Research School of Physics, Australian National University, Canberra, Australian Capital Territory 2601, Australia
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5
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Stone G, Shi Y, Jerry M, Stoica V, Paik H, Cai Z, Schlom DG, Engel-Herbert R, Datta S, Wen H, Chen LQ, Gopalan V. In-Operando Spatiotemporal Imaging of Coupled Film-Substrate Elastodynamics During an Insulator-to-Metal Transition. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2024; 36:e2312673. [PMID: 38441355 DOI: 10.1002/adma.202312673] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/24/2023] [Revised: 01/31/2024] [Indexed: 03/19/2024]
Abstract
The drive toward non-von Neumann device architectures has led to an intense focus on insulator-to-metal (IMT) and the converse metal-to-insulator (MIT) transitions. Studies of electric field-driven IMT in the prototypical VO2 thin-film channel devices are largely focused on the electrical and elastic responses of the films, but the response of the corresponding TiO2 substrate is often overlooked, since it is nominally expected to be electrically passive and elastically rigid. Here, in-operando spatiotemporal imaging of the coupled elastodynamics using X-ray diffraction microscopy of a VO2 film channel device on TiO2 substrate reveals two new surprises. First, the film channel bulges during the IMT, the opposite of the expected shrinking in the film undergoing IMT. Second, a microns thick proximal layer in the substrate also coherently bulges accompanying the IMT in the film, which is completely unexpected. Phase-field simulations of coupled IMT, oxygen vacancy electronic dynamics, and electronic carrier diffusion incorporating thermal and strain effects suggest that the observed elastodynamics can be explained by the known naturally occurring oxygen vacancies that rapidly ionize (and deionize) in concert with the IMT (MIT). Fast electrical-triggering of the IMT via ionizing defects and an active "IMT-like" substrate layer are critical aspects to consider in device applications.
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Affiliation(s)
- Greg Stone
- Department of Materials Science and Engineering and Electrical Engineering, Pennsylvania State University, University Park, Pennsylvania, 16802, USA
| | - Yin Shi
- Department of Materials Science and Engineering and Electrical Engineering, Pennsylvania State University, University Park, Pennsylvania, 16802, USA
| | - Matthew Jerry
- Department of Materials Science and Engineering and Electrical Engineering, Pennsylvania State University, University Park, Pennsylvania, 16802, USA
| | - Vladimir Stoica
- Department of Materials Science and Engineering and Electrical Engineering, Pennsylvania State University, University Park, Pennsylvania, 16802, USA
| | - Hanjong Paik
- Department of Materials Science and Engineering, Cornell University, Ithaca, NY, 14853, USA
| | - Zhonghou Cai
- Advanced Photon Source, Argonne National Laboratory, Lemont, IL, 60439, USA
| | - Darrell G Schlom
- Department of Materials Science and Engineering, Cornell University, Ithaca, NY, 14853, USA
| | - Roman Engel-Herbert
- Paul-Drude-Institut für Festkörperelektronik, Leibniz-Institut im Forschungsverbund Berlin e.V, Hausvogteiplatz 5, 10117, Berlin, Germany
| | - Suman Datta
- School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, 30332, USA
| | - Haidan Wen
- Materials Science Division and Advanced Photon Source, Argonne National Laboratory, Lemont, IL, 60439, USA
| | - Long-Qing Chen
- Department of Materials Science and Engineering and Electrical Engineering, Pennsylvania State University, University Park, Pennsylvania, 16802, USA
| | - Venkatraman Gopalan
- Department of Materials Science and Engineering and Electrical Engineering, Pennsylvania State University, University Park, Pennsylvania, 16802, USA
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6
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Bidoul N, Roisin N, Flandre D. Tuning the Intrinsic Stochasticity of Resistive Switching in VO 2 Microresistors. NANO LETTERS 2024; 24:6201-6209. [PMID: 38757925 DOI: 10.1021/acs.nanolett.4c00184] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/18/2024]
Abstract
Vanadium dioxide (VO2) microresistors exhibit resistive switching above a certain threshold voltage, allowing them to emulate neurons in neuromorphic systems. However, such devices present intrinsic cycle-to-cycle variations in their resistances and threshold voltages, which can be detrimental or beneficial, depending on their use. Here, we study this stochasticity in VO2 microresistors with various grain sizes and dimensions, through high-resolution electrical and optical measurements across numerous cycles. Our results highlight that the cycle-to-cycle variations in threshold voltage increase as the grain size becomes comparable to the device dimensions. We also present observations of multimodal threshold voltage distributions in the smaller-length resistors. To understand the underlying phenomenon, we investigate the relationship between the device insulating resistance and threshold voltage distributions, showing that these modes could correspond to distinct percolation paths and filaments. Our findings provide the first experimentally verified guidelines for designing VO2 devices with minimized/maximized stochasticity, depending on the targeted application.
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Affiliation(s)
- Noémie Bidoul
- Institute for Information and Communication Technologies, Electronics and Applied Mathematics (ICTEAM), UCLouvain, Louvain-la-Neuve 1348, Belgium
| | - Nicolas Roisin
- Institute for Information and Communication Technologies, Electronics and Applied Mathematics (ICTEAM), UCLouvain, Louvain-la-Neuve 1348, Belgium
| | - Denis Flandre
- Institute for Information and Communication Technologies, Electronics and Applied Mathematics (ICTEAM), UCLouvain, Louvain-la-Neuve 1348, Belgium
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7
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Lee DK, Lee S, Sim H, Park Y, Choi SY, Son J. Piezo strain-controlled phase transition in single-crystalline Mott switches for threshold-manipulated leaky integrate-and-fire neurons. SCIENCE ADVANCES 2024; 10:eadk8836. [PMID: 38578998 PMCID: PMC10997191 DOI: 10.1126/sciadv.adk8836] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Accepted: 02/29/2024] [Indexed: 04/07/2024]
Abstract
Electrical manipulation of the metal-insulator transition (MIT) in quantum materials has attracted considerable attention toward the development of ultracompact neuromorphic devices because of their stimuli-triggered transformations. VO2 is expected to undergo abrupt electronic phase transition by piezo strain near room temperature; however, the unrestricted integration of defect-free VO2 films on piezoelectric substrates is required to fully exploit this emerging phenomenon in oxide heterostructures. Here, we demonstrate the integration of single-crystalline VO2 films on highly lattice-mismatched PMN-PT piezoelectric substrates using a single-crystal TiO2-nanomembrane (NM) template. Using our strategy on heterogeneous integration, single-crystal-like steep transition was observed in the defect-free VO2 films on TiO2-NM-PMN-PT. Unprecedented TMI modulation (5.2 kelvin) and isothermal resistance of VO2 [ΔR/R (Eg) ≈ 18,000% at 315 kelvin] were achieved by the efficient strain transfer-induced MIT, which cannot be achieved using directly grown VO2/PMN-PT substrates. Our results provide a fundamental strategy to realize a single-crystalline artificial heterojunction for promoting the application of artificial neurons using emergent materials.
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Affiliation(s)
- Dong Kyu Lee
- Department of Materials Science and Engineering, Pohang University of Science and Technology (POSTECH), Pohang 37673, Republic of Korea
- Department of Materials Science and Engineering, Research Institute of Advanced Materials, Seoul National University, Seoul 08826, Republic of Korea
| | - Sungwon Lee
- Department of Materials Science and Engineering, Pohang University of Science and Technology (POSTECH), Pohang 37673, Republic of Korea
- Department of Materials Science and Engineering, Research Institute of Advanced Materials, Seoul National University, Seoul 08826, Republic of Korea
| | - Hyeji Sim
- Department of Materials Science and Engineering, Pohang University of Science and Technology (POSTECH), Pohang 37673, Republic of Korea
| | - Yunkyu Park
- Department of Materials Science and Engineering, Pohang University of Science and Technology (POSTECH), Pohang 37673, Republic of Korea
| | - Si-Young Choi
- Department of Materials Science and Engineering, Pohang University of Science and Technology (POSTECH), Pohang 37673, Republic of Korea
| | - Junwoo Son
- Department of Materials Science and Engineering, Pohang University of Science and Technology (POSTECH), Pohang 37673, Republic of Korea
- Department of Materials Science and Engineering, Research Institute of Advanced Materials, Seoul National University, Seoul 08826, Republic of Korea
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8
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Wu B, Zhang Z, Chen B, Zheng Z, You C, Liu C, Li X, Wang J, Wang Y, Song E, Cui J, An Z, Huang G, Mei Y. One-step rolling fabrication of VO 2 tubular bolometers with polarization-sensitive and omnidirectional detection. SCIENCE ADVANCES 2023; 9:eadi7805. [PMID: 37851806 PMCID: PMC10584336 DOI: 10.1126/sciadv.adi7805] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/21/2023] [Accepted: 09/15/2023] [Indexed: 10/20/2023]
Abstract
Uncooled infrared detection based on vanadium dioxide (VO2) radiometer is highly demanded in temperature monitoring and security protection. The key to its breakthrough is to fabricate bolometer arrays with great absorbance and excellent thermal insulation using a straightforward procedure. Here, we show a tubular bolometer by one-step rolling VO2 nanomembranes with enhanced infrared detection. The tubular geometry enhances the thermal insulation, light absorption, and temperature sensitivity of freestanding VO2 nanomembranes. This tubular VO2 bolometer exhibits a detectivity of ~2 × 108 cm Hz1/2 W-1 in the ultrabroad infrared spectrum, a response time of ~2.0 ms, and a calculated noise-equivalent temperature difference of 64.5 mK. Furthermore, our device presents a workable structural paradigm for polarization-sensitive and omnidirectional light coupling bolometers. The demonstrated overall characteristics suggest that tubular bolometers have the potential to narrow performance and cost gap between photon detectors and thermal detectors with low cost and broad applications.
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Affiliation(s)
- Binmin Wu
- Department of Materials Science & State Key Laboratory of ASIC and Systems, Fudan University, Shanghai 200438, People’s Republic of China
- Yiwu Research Institute of Fudan University, Yiwu, Zhejiang 322000, People’s Republic of China
- International Institute of Intelligent Nanorobots and Nanosystems, Fudan University, Shanghai 200438, People’s Republic of China
| | - Ziyu Zhang
- Department of Materials Science & State Key Laboratory of ASIC and Systems, Fudan University, Shanghai 200438, People’s Republic of China
- Yiwu Research Institute of Fudan University, Yiwu, Zhejiang 322000, People’s Republic of China
- International Institute of Intelligent Nanorobots and Nanosystems, Fudan University, Shanghai 200438, People’s Republic of China
| | - Bingxin Chen
- State Key Laboratory of Surface Physics and Institute for Nanoelectronic Devices and Quantum Computing, Department of Physics, Fudan University, Shanghai 200438, People’s Republic of China
| | - Zhi Zheng
- Department of Materials Science & State Key Laboratory of ASIC and Systems, Fudan University, Shanghai 200438, People’s Republic of China
- Yiwu Research Institute of Fudan University, Yiwu, Zhejiang 322000, People’s Republic of China
- International Institute of Intelligent Nanorobots and Nanosystems, Fudan University, Shanghai 200438, People’s Republic of China
| | - Chunyu You
- Department of Materials Science & State Key Laboratory of ASIC and Systems, Fudan University, Shanghai 200438, People’s Republic of China
- Yiwu Research Institute of Fudan University, Yiwu, Zhejiang 322000, People’s Republic of China
- International Institute of Intelligent Nanorobots and Nanosystems, Fudan University, Shanghai 200438, People’s Republic of China
| | - Chang Liu
- Department of Materials Science & State Key Laboratory of ASIC and Systems, Fudan University, Shanghai 200438, People’s Republic of China
- Yiwu Research Institute of Fudan University, Yiwu, Zhejiang 322000, People’s Republic of China
- International Institute of Intelligent Nanorobots and Nanosystems, Fudan University, Shanghai 200438, People’s Republic of China
| | - Xing Li
- Department of Materials Science & State Key Laboratory of ASIC and Systems, Fudan University, Shanghai 200438, People’s Republic of China
- Yiwu Research Institute of Fudan University, Yiwu, Zhejiang 322000, People’s Republic of China
- International Institute of Intelligent Nanorobots and Nanosystems, Fudan University, Shanghai 200438, People’s Republic of China
| | - Jinlong Wang
- Department of Materials Science & State Key Laboratory of ASIC and Systems, Fudan University, Shanghai 200438, People’s Republic of China
- Yiwu Research Institute of Fudan University, Yiwu, Zhejiang 322000, People’s Republic of China
- International Institute of Intelligent Nanorobots and Nanosystems, Fudan University, Shanghai 200438, People’s Republic of China
| | - Yunqi Wang
- Department of Materials Science & State Key Laboratory of ASIC and Systems, Fudan University, Shanghai 200438, People’s Republic of China
- Yiwu Research Institute of Fudan University, Yiwu, Zhejiang 322000, People’s Republic of China
- International Institute of Intelligent Nanorobots and Nanosystems, Fudan University, Shanghai 200438, People’s Republic of China
| | - Enming Song
- International Institute of Intelligent Nanorobots and Nanosystems, Fudan University, Shanghai 200438, People’s Republic of China
- Shanghai Frontiers Science Research Base of Intelligent Optoelectronics and Perception, Institute of Optoelectronics, Fudan University, Shanghai 200438, People’s Republic of China
| | - Jizhai Cui
- Department of Materials Science & State Key Laboratory of ASIC and Systems, Fudan University, Shanghai 200438, People’s Republic of China
- Yiwu Research Institute of Fudan University, Yiwu, Zhejiang 322000, People’s Republic of China
- International Institute of Intelligent Nanorobots and Nanosystems, Fudan University, Shanghai 200438, People’s Republic of China
| | - Zhenghua An
- State Key Laboratory of Surface Physics and Institute for Nanoelectronic Devices and Quantum Computing, Department of Physics, Fudan University, Shanghai 200438, People’s Republic of China
| | - Gaoshan Huang
- Department of Materials Science & State Key Laboratory of ASIC and Systems, Fudan University, Shanghai 200438, People’s Republic of China
- Yiwu Research Institute of Fudan University, Yiwu, Zhejiang 322000, People’s Republic of China
- International Institute of Intelligent Nanorobots and Nanosystems, Fudan University, Shanghai 200438, People’s Republic of China
| | - Yongfeng Mei
- Department of Materials Science & State Key Laboratory of ASIC and Systems, Fudan University, Shanghai 200438, People’s Republic of China
- Yiwu Research Institute of Fudan University, Yiwu, Zhejiang 322000, People’s Republic of China
- International Institute of Intelligent Nanorobots and Nanosystems, Fudan University, Shanghai 200438, People’s Republic of China
- Shanghai Frontiers Science Research Base of Intelligent Optoelectronics and Perception, Institute of Optoelectronics, Fudan University, Shanghai 200438, People’s Republic of China
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9
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Park TJ, Deng S, Manna S, Islam ANMN, Yu H, Yuan Y, Fong DD, Chubykin AA, Sengupta A, Sankaranarayanan SKRS, Ramanathan S. Complex Oxides for Brain-Inspired Computing: A Review. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2023; 35:e2203352. [PMID: 35723973 DOI: 10.1002/adma.202203352] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/13/2022] [Revised: 06/02/2022] [Indexed: 06/15/2023]
Abstract
The fields of brain-inspired computing, robotics, and, more broadly, artificial intelligence (AI) seek to implement knowledge gleaned from the natural world into human-designed electronics and machines. In this review, the opportunities presented by complex oxides, a class of electronic ceramic materials whose properties can be elegantly tuned by doping, electron interactions, and a variety of external stimuli near room temperature, are discussed. The review begins with a discussion of natural intelligence at the elementary level in the nervous system, followed by collective intelligence and learning at the animal colony level mediated by social interactions. An important aspect highlighted is the vast spatial and temporal scales involved in learning and memory. The focus then turns to collective phenomena, such as metal-to-insulator transitions (MITs), ferroelectricity, and related examples, to highlight recent demonstrations of artificial neurons, synapses, and circuits and their learning. First-principles theoretical treatments of the electronic structure, and in situ synchrotron spectroscopy of operating devices are then discussed. The implementation of the experimental characteristics into neural networks and algorithm design is then revewed. Finally, outstanding materials challenges that require a microscopic understanding of the physical mechanisms, which will be essential for advancing the frontiers of neuromorphic computing, are highlighted.
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Affiliation(s)
- Tae Joon Park
- School of Materials Engineering, Purdue University, West Lafayette, IN, 47907, USA
| | - Sunbin Deng
- School of Materials Engineering, Purdue University, West Lafayette, IN, 47907, USA
| | - Sukriti Manna
- Center for Nanoscale Materials, Argonne National Laboratory, Argonne, IL, 60439, USA
| | - A N M Nafiul Islam
- Department of Electrical Engineering, The Pennsylvania State University, University Park, PA, 16802, USA
| | - Haoming Yu
- School of Materials Engineering, Purdue University, West Lafayette, IN, 47907, USA
| | - Yifan Yuan
- School of Materials Engineering, Purdue University, West Lafayette, IN, 47907, USA
| | - Dillon D Fong
- Materials Science Division, Argonne National Laboratory, Lemont, IL, 60439, USA
| | - Alexander A Chubykin
- Department of Biological Sciences, Purdue Institute for Integrative Neuroscience, Purdue University, West Lafayette, IN, 47907, USA
| | - Abhronil Sengupta
- Department of Electrical Engineering, The Pennsylvania State University, University Park, PA, 16802, USA
| | - Subramanian K R S Sankaranarayanan
- Center for Nanoscale Materials, Argonne National Laboratory, Argonne, IL, 60439, USA
- Department of Mechanical and Industrial Engineering, University of Illinois Chicago, Chicago, IL, 60607, USA
| | - Shriram Ramanathan
- School of Materials Engineering, Purdue University, West Lafayette, IN, 47907, USA
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