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Schofield P, Bradicich A, Gurrola RM, Zhang Y, Brown TD, Pharr M, Shamberger PJ, Banerjee S. Harnessing the Metal-Insulator Transition of VO 2 in Neuromorphic Computing. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2023; 35:e2205294. [PMID: 36036767 DOI: 10.1002/adma.202205294] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/12/2022] [Revised: 08/02/2022] [Indexed: 06/15/2023]
Abstract
Future-generation neuromorphic computing seeks to overcome the limitations of von Neumann architectures by colocating logic and memory functions, thereby emulating the function of neurons and synapses in the human brain. Despite remarkable demonstrations of high-fidelity neuronal emulation, the predictive design of neuromorphic circuits starting from knowledge of material transformations remains challenging. VO2 is an attractive candidate since it manifests a near-room-temperature, discontinuous, and hysteretic metal-insulator transition. The transition provides a nonlinear dynamical response to input signals, as needed to construct neuronal circuit elements. Strategies for tuning the transformation characteristics of VO2 based on modification of material properties, interfacial structure, and field couplings, are discussed. Dynamical modulation of transformation characteristics through in situ processing is discussed as a means of imbuing synaptic function. Mechanistic understanding of site-selective modification; external, epitaxial, and chemical strain; defect dynamics; and interfacial field coupling in modifying local atomistic structure, the implications therein for electronic structure, and ultimately, the tuning of transformation characteristics, is emphasized. Opportunities are highlighted for inverse design and for using design principles related to thermodynamics and kinetics of electronic transitions learned from VO2 to inform the design of new Mott materials, as well as to go beyond energy-efficient computation to manifest intelligence.
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Affiliation(s)
- Parker Schofield
- Department of Chemistry, Texas A&M University, College Station, TX, 77843, USA
- Department of Materials Science and Engineering, Texas A&M University, College Station, TX, 77843, USA
| | - Adelaide Bradicich
- Department of Materials Science and Engineering, Texas A&M University, College Station, TX, 77843, USA
| | - Rebeca M Gurrola
- Department of Materials Science and Engineering, Texas A&M University, College Station, TX, 77843, USA
| | - Yuwei Zhang
- Department of Mechanical Engineering, Texas A&M University, College Station, TX, 77843, USA
| | | | - Matt Pharr
- Department of Mechanical Engineering, Texas A&M University, College Station, TX, 77843, USA
| | - Patrick J Shamberger
- Department of Materials Science and Engineering, Texas A&M University, College Station, TX, 77843, USA
| | - Sarbajit Banerjee
- Department of Chemistry, Texas A&M University, College Station, TX, 77843, USA
- Department of Materials Science and Engineering, Texas A&M University, College Station, TX, 77843, USA
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Li D, Sharma AA, Shukla N, Paik H, Goodwill JM, Datta S, Schlom DG, Bain JA, Skowronski M. ON-state evolution in lateral and vertical VO 2 threshold switching devices. NANOTECHNOLOGY 2017; 28:405201. [PMID: 28836505 DOI: 10.1088/1361-6528/aa882f] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
We report the results of finite element simulations of the ON state characteristic of VO2-based threshold switching devices and compare the results with experimental data. The model is based on thermally induced threshold switching (thermal runaway) and successfully reproduces the I-V characteristics showing the formation and growth of the conductive filament in the ON state. Furthermore, we compare the I-V characteristics for two VO2 films with different electrical conductivities in the insulating and metallic phases as well as those based on TaO x and NbO x functional layers.
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Affiliation(s)
- Dasheng Li
- Materials Science & Engineering, Carnegie Mellon University, Pittsburgh, PA 15213, United States of America
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Fisher B, Patlagan L. Switching VO₂ Single Crystals and Related Phenomena: Sliding Domains and Crack Formation. MATERIALS 2017; 10:ma10050554. [PMID: 28772918 PMCID: PMC5459034 DOI: 10.3390/ma10050554] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/24/2017] [Revised: 05/09/2017] [Accepted: 05/11/2017] [Indexed: 11/16/2022]
Abstract
VO2 is the prototype material for insulator–metal transition (IMT). Its transition at TIMT = 340 K is fast and consists of a large resistance jump (up to approximately five orders of magnitude), a large change in its optical properties in the visible range, and symmetry change from monoclinic to tetragonal (expansion by 1% along the tetragonal c-axis and 0.5% contraction in the perpendicular direction). It is a candidate for potential applications such as smart windows, fast optoelectronic switches, and field-effect transistors. The change in optical properties at the IMT allows distinguishing between the insulating and the metallic phases in the mixed state. Static or dynamic domain patterns in the mixed-state of self-heated single crystals during electric-field induced switching are in strong contrast with the percolative nature of the mixed state in switching VO2 films. The most impressive effect—so far unique to VO2—is the sliding of narrow semiconducting domains within a metallic background in the positive sense of the electric current. Here we show images from videos obtained using optical microscopy for sliding domains along VO2 needles and confirm a relation suggested in the past for their velocity. We also show images for the disturbing damage induced by the structural changes in switching VO2 crystals obtained for only a few current–voltage cycles.
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Liu M, Sternbach AJ, Basov DN. Nanoscale electrodynamics of strongly correlated quantum materials. REPORTS ON PROGRESS IN PHYSICS. PHYSICAL SOCIETY (GREAT BRITAIN) 2017; 80:014501. [PMID: 27811387 DOI: 10.1088/0034-4885/80/1/014501] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
Electronic, magnetic, and structural phase inhomogeneities are ubiquitous in strongly correlated quantum materials. The characteristic length scales of the phase inhomogeneities can range from atomic to mesoscopic, depending on their microscopic origins as well as various sample dependent factors. Therefore, progress with the understanding of correlated phenomena critically depends on the experimental techniques suitable to provide appropriate spatial resolution. This requirement is difficult to meet for some of the most informative methods in condensed matter physics, including infrared and optical spectroscopy. Yet, recent developments in near-field optics and imaging enabled a detailed characterization of the electromagnetic response with a spatial resolution down to 10 nm. Thus it is now feasible to exploit at the nanoscale well-established capabilities of optical methods for characterization of electronic processes and lattice dynamics in diverse classes of correlated quantum systems. This review offers a concise description of the state-of-the-art near-field techniques applied to prototypical correlated quantum materials. We also discuss complementary microscopic and spectroscopic methods which reveal important mesoscopic dynamics of quantum materials at different energy scales.
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Affiliation(s)
- Mengkun Liu
- Department of Physics, Stony Brook University, Stony Brook, NY 11794, USA
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Li D, Sharma AA, Gala DK, Shukla N, Paik H, Datta S, Schlom DG, Bain JA, Skowronski M. Joule Heating-Induced Metal-Insulator Transition in Epitaxial VO2/TiO2 Devices. ACS APPLIED MATERIALS & INTERFACES 2016; 8:12908-12914. [PMID: 27136956 DOI: 10.1021/acsami.6b03501] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
DC and pulse voltage-induced metal-insulator transition (MIT) in epitaxial VO2 two terminal devices were measured at various stage temperatures. The power needed to switch the device to the ON-state decrease linearly with increasing stage temperature, which can be explained by the Joule heating effect. During transient voltage induced MIT measurement, the incubation time varied across 6 orders of magnitude. Both DC I-V characteristic and incubation times calculated from the electrothermal simulations show good agreement with measured values, indicating Joule heating effect is the cause of MIT with no evidence of electronic effects. The width of the metallic filament in the ON-state of the device was extracted and simulated within the thermal model.
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Affiliation(s)
| | | | | | - Nikhil Shukla
- Department of Electrical Engineering, University of Notre Dame , Notre Dame, Indiana 46556, United States
| | - Hanjong Paik
- Department of Material Science and Engineering, Cornell University , Ithaca, New York 14853, United States
| | - Suman Datta
- Department of Electrical Engineering, University of Notre Dame , Notre Dame, Indiana 46556, United States
| | - Darrell G Schlom
- Department of Material Science and Engineering, Cornell University , Ithaca, New York 14853, United States
- Kavli Institute at Cornell for Nanoscale Science , Ithaca, New York 14853, United States
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Tselev A, Budai JD, Strelcov E, Tischler JZ, Kolmakov A, Kalinin SV. Electromechanical actuation and current-induced metastable states in suspended single-crystalline VO₂ nanoplatelets. NANO LETTERS 2011; 11:3065-3073. [PMID: 21714518 DOI: 10.1021/nl200493k] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
Current-induced electromechanical actuation enabled by the metal-insulator transition in VO(2) nanoplatelets is demonstrated. The Joule heating by a sufficient current flowing through suspended nanoplatelets results in formation of heterophase domain patterns and is accompanied by nanoplatelet deformation. The actuation action can be achieved in a wide temperature range below the bulk phase transition temperature (68 °C). The observed current-sustained heterophase domain structures should be interpreted as distinct metastable states in free-standing and end-clamped VO(2) samples. We analyze the main prerequisites for the realization of a current-controlled actuator based on the proposed concept.
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Affiliation(s)
- Alexander Tselev
- Oak Ridge National Laboratory, Oak Ridge, Tennessee 37831, United States.
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Structure and Metal‐to‐Insulator Transition of VO
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Nanowires Grown on Sapphire Substrates. Eur J Inorg Chem 2010. [DOI: 10.1002/ejic.201000479] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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Cao J, Fan W, Zheng H, Wu J. Thermoelectric effect across the metal-insulator domain walls in VO2 microbeams. NANO LETTERS 2009; 9:4001-4006. [PMID: 19810748 DOI: 10.1021/nl902167b] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
We report on measurements of Seebeck effect in single-crystal VO(2) microbeams across their metal-insulator phase transition. One-dimensionally aligned metal-insulator domain walls were reversibly created and eliminated along single VO(2) beams by varying temperature, which allows for accurate extraction of the net contribution to the Seebeck effect from these domain walls. We observed significantly lower Seebeck coefficient in the metal-insulator coexisting regime than predicted by a linear combination of contributions from the insulator and metal domains. This indicates that the net contribution of the domain walls has an opposite sign from that of the insulator and metal phases separately. Possible origins that may be responsible for this unexpected effect were discussed in the context of complications in this correlated electron material.
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Affiliation(s)
- J Cao
- Department of Materials Science and Engineering, University of California, Berkeley, Berkeley, California 94720, USA
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Gu Q, Falk A, Wu J, Ouyang L, Park H. Current-driven phase oscillation and domain-wall propagation in WxV1-xO2 nanobeams. NANO LETTERS 2007; 7:363-6. [PMID: 17256915 DOI: 10.1021/nl0624768] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/13/2023]
Abstract
We report the observation of a current-driven metal (M)-insulator (I) phase oscillation in two-terminal devices incorporating individual WxV1-xO2 nanobeams connected to parallel shunt capacitors. The frequency of the phase oscillation reaches above 5 MHz for approximately 1 mum long devices. The M-I phase oscillation, which coincides with the charging/discharging of the capacitor, occurs through the axial drift of a single M-I domain wall driven by Joule heating and the Peltier effect.
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Affiliation(s)
- Qian Gu
- Department of Chemistry and Chemical Biology, Harvard University, 12 Oxford Street, Cambridge, Massachusetts 02138, USA
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Wu J, Gu Q, Guiton BS, de Leon NP, Ouyang L, Park H. Strain-induced self organization of metal-insulator domains in single-crystalline VO2 nanobeams. NANO LETTERS 2006; 6:2313-7. [PMID: 17034103 DOI: 10.1021/nl061831r] [Citation(s) in RCA: 43] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/12/2023]
Abstract
We investigated the effect of substrate-induced strain on the metal-insulator transition (MIT) in single-crystalline VO(2) nanobeams. A simple nanobeam-substrate adhesion leads to uniaxial strain along the nanobeam length because of the nanobeam's unique morphology. The strain changes the relative stability of the metal (M) and insulator (I) phases and leads to spontaneous formation of periodic, alternating M-I domain patterns during the MIT. The spatial periodicity of the M-I domains can be modified by changing the nanobeam thickness and the Young's modulus of the substrate.
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Affiliation(s)
- Junqiao Wu
- Department of Chemistry and Chemical Biology and Department of Physics, Harvard University, 12 Oxford Street, Cambridge, Massachusetts 02138, USA
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Fisher B. Metal-semiconductor domain configurations during switching of VO2single crystals. ACTA ACUST UNITED AC 2001. [DOI: 10.1088/0022-3719/9/7/011] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
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