Organismic materials for beyond von Neumann machines
Abstract
The elementary basis of intelligence in organisms with a central nervous system includes neurons and synapses and their complex interconnections forming neural circuits. In non-neural organisms such as slime mold with gel-like media, viscosity modulation enables adaptation to changing environments. At a larger scale, collective intelligence emerges via social interactions and feedback in animal colonies. Learning and memory are therefore multi-scale features that evolve as a result of constant interactions with the environment. There is growing interest in emulating such features of intelligence in computing machines and autonomous systems. Materials that can respond to their environment in a manner similar to organisms (referred to as "organismic materials") therefore may be of interest as hardware components in artificial intelligence machines. In this brief review, we present a class of semiconductors called correlated oxides as candidates for learning machines. The term "correlated" refers to the fact that electrons in such lattices strongly interact and the ground state is not what is predicted by classical band theory. Such materials can undergo insulator-metal transitions at near ambient conditions under external stimuli such as thermal or electrical fields, strain, and chemical doping. Depending on the mechanism driving the transition, intermediate states can be metastable withmore »
- Authors:
-
- Purdue Univ., West Lafayette, IN (United States)
- Univ. of Chicago, IL (United States)
- Univ. of California, San Diego, L Jolla, CA (United States)
- Pennsylvania State Univ., University Park, PA (United States)
- Argonne National Lab. (ANL), Lemont, IL (United States). Advanced Photon Source (APS)
- Argonne National Lab. (ANL), Lemont, IL (United States)
- Univ. of Illinois, Chicago, IL (United States); Argonne National Lab. (ANL), Lemont, IL (United States). Center for Nanoscale Materials
- Publication Date:
- Research Org.:
- Energy Frontier Research Centers (EFRC) (United States). Quantum Materials for Energy Efficient Neuromorphic Computing (Q-MEEN-C); Argonne National Laboratory (ANL), Argonne, IL (United States)
- Sponsoring Org.:
- US Air Force Office of Scientific Research (AFOSR); US Army Research Office (ARO); Gilbreth Fellowship; Vannevar Bush Faculty Fellowship; Center for Brain-Inspired Computing (CBRIC); Defense Advanced Research Projects Agency (DARPA); USDOE Office of Science (SC), Basic Energy Sciences (BES). Materials Sciences & Engineering Division
- OSTI Identifier:
- 1607862
- Alternate Identifier(s):
- OSTI ID: 1593183
- Grant/Contract Number:
- AC02-06CH11357; SC0019273
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Applied Physics Reviews
- Additional Journal Information:
- Journal Volume: 7; Journal Issue: 1; Journal ID: ISSN 1931-9401
- Publisher:
- American Institute of Physics (AIP)
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 42 ENGINEERING
Citation Formats
Zhang, Hai-Tian, Panda, Priyadarshini, Lin, Jerome, Kalcheim, Yoav, Wang, Kai, Freeland, John W., Fong, Dillon D., Priya, Shashank, Schuller, Ivan K., Sankaranarayanan, Subramanian K. R. S., Roy, Kaushik, and Ramanathan, Shriram. Organismic materials for beyond von Neumann machines. United States: N. p., 2020.
Web. doi:10.1063/1.5113574.
Zhang, Hai-Tian, Panda, Priyadarshini, Lin, Jerome, Kalcheim, Yoav, Wang, Kai, Freeland, John W., Fong, Dillon D., Priya, Shashank, Schuller, Ivan K., Sankaranarayanan, Subramanian K. R. S., Roy, Kaushik, & Ramanathan, Shriram. Organismic materials for beyond von Neumann machines. United States. https://doi.org/10.1063/1.5113574
Zhang, Hai-Tian, Panda, Priyadarshini, Lin, Jerome, Kalcheim, Yoav, Wang, Kai, Freeland, John W., Fong, Dillon D., Priya, Shashank, Schuller, Ivan K., Sankaranarayanan, Subramanian K. R. S., Roy, Kaushik, and Ramanathan, Shriram. Wed .
"Organismic materials for beyond von Neumann machines". United States. https://doi.org/10.1063/1.5113574. https://www.osti.gov/servlets/purl/1607862.
@article{osti_1607862,
title = {Organismic materials for beyond von Neumann machines},
author = {Zhang, Hai-Tian and Panda, Priyadarshini and Lin, Jerome and Kalcheim, Yoav and Wang, Kai and Freeland, John W. and Fong, Dillon D. and Priya, Shashank and Schuller, Ivan K. and Sankaranarayanan, Subramanian K. R. S. and Roy, Kaushik and Ramanathan, Shriram},
abstractNote = {The elementary basis of intelligence in organisms with a central nervous system includes neurons and synapses and their complex interconnections forming neural circuits. In non-neural organisms such as slime mold with gel-like media, viscosity modulation enables adaptation to changing environments. At a larger scale, collective intelligence emerges via social interactions and feedback in animal colonies. Learning and memory are therefore multi-scale features that evolve as a result of constant interactions with the environment. There is growing interest in emulating such features of intelligence in computing machines and autonomous systems. Materials that can respond to their environment in a manner similar to organisms (referred to as "organismic materials") therefore may be of interest as hardware components in artificial intelligence machines. In this brief review, we present a class of semiconductors called correlated oxides as candidates for learning machines. The term "correlated" refers to the fact that electrons in such lattices strongly interact and the ground state is not what is predicted by classical band theory. Such materials can undergo insulator-metal transitions at near ambient conditions under external stimuli such as thermal or electrical fields, strain, and chemical doping. Depending on the mechanism driving the transition, intermediate states can be metastable with different volatilities, and the time scales of phase change can be controlled over many orders of magnitude. The change in electronic properties can be sharp or gradual, leading to digital or analog behavior. These properties enable the realization of artificial neurons and synapses and emulate the associative and non-associative learning characteristics found in various organisms. We examine microscopic properties concerning electronic and structural transitions leading to collective behavior and theoretical treatments of the ground state and dynamical response, showcasing VO2 as a model system. Next, we briefly review algorithms designed from the plasticity demonstrated by phase changing systems. Finally, we conclude the brief review with suggestions for future research toward realizing non-von Neumann machines.},
doi = {10.1063/1.5113574},
journal = {Applied Physics Reviews},
number = 1,
volume = 7,
place = {United States},
year = {Wed Jan 22 00:00:00 EST 2020},
month = {Wed Jan 22 00:00:00 EST 2020}
}
Web of Science
Works referenced in this record:
Ionic transport in hybrid lead iodide perovskite solar cells
journal, June 2015
- Eames, Christopher; Frost, Jarvist M.; Barnes, Piers R. F.
- Nature Communications, Vol. 6, Issue 1
Landau Theory of Charge and Spin Ordering in the Nickelates
journal, January 2011
- Lee, SungBin; Chen, Ru; Balents, Leon
- Physical Review Letters, Vol. 106, Issue 1
Change of electronic properties on the doping-induced insulator-metal transition in
journal, July 1995
- Inaba, F.; Arima, T.; Ishikawa, T.
- Physical Review B, Vol. 52, Issue 4
Deep learning
journal, May 2015
- LeCun, Yann; Bengio, Yoshua; Hinton, Geoffrey
- Nature, Vol. 521, Issue 7553
Substrate-induced disorder in V 2 O 3 thin films grown on annealed c -plane sapphire substrates
journal, July 2012
- Brockman, J.; Samant, M. G.; Roche, K. P.
- Applied Physics Letters, Vol. 101, Issue 5
Deviation from bulk in the pressure-temperature phase diagram of thin films
journal, April 2017
- Valmianski, I.; Ramirez, Juan Gabriel; Urban, C.
- Physical Review B, Vol. 95, Issue 15
Physics of Ultrathin Films and Heterostructures of Rare-Earth Nickelates
journal, July 2016
- Middey, S.; Chakhalian, J.; Mahadevan, P.
- Annual Review of Materials Research, Vol. 46, Issue 1
Quantitative Observation of Threshold Defect Behavior in Memristive Devices with Operando X-ray Microscopy
journal, April 2018
- Liu, Huajun; Dong, Yongqi; Cherukara, Mathew J.
- ACS Nano, Vol. 12, Issue 5
Role of Thermal Heating on the Voltage Induced Insulator-Metal Transition in
journal, January 2013
- Zimmers, A.; Aigouy, L.; Mortier, M.
- Physical Review Letters, Vol. 110, Issue 5
Temperature dependence of the first-order metal-insulator transition in VO2 and programmable critical temperature sensor
journal, January 2007
- Kim, Bong-Jun; Lee, Yong Wook; Chae, Byung-Gyu
- Applied Physics Letters, Vol. 90, Issue 2
Eliminating surface effects via employing nitrogen doping to significantly improve the stability and reliability of ZnO resistive memory
journal, January 2013
- Huang, Teng-Han; Yang, Po-Kang; Chang, Wen-Yuan
- Journal of Materials Chemistry C, Vol. 1, Issue 45
Wafer-scale growth of VO2 thin films using a combinatorial approach
journal, October 2015
- Zhang, Hai-Tian; Zhang, Lei; Mukherjee, Debangshu
- Nature Communications, Vol. 6, Issue 1
Non-volatile ferroelastic switching of the Verwey transition and resistivity of epitaxial Fe3O4/PMN-PT (011)
journal, May 2013
- Liu, Ming; Hoffman, Jason; Wang, Jing
- Scientific Reports, Vol. 3, Issue 1
Local Temperature Redistribution and Structural Transition During Joule-Heating-Driven Conductance Switching in VO 2
journal, July 2013
- Kumar, Suhas; Pickett, Matthew D.; Strachan, John Paul
- Advanced Materials, Vol. 25, Issue 42
A climbing image nudged elastic band method for finding saddle points and minimum energy paths
journal, December 2000
- Henkelman, Graeme; Uberuaga, Blas P.; Jónsson, Hannes
- The Journal of Chemical Physics, Vol. 113, Issue 22, p. 9901-9904
Neuromorphic Silicon Neuron Circuits
journal, January 2011
- Indiveri, Giacomo; Linares-Barranco, Bernabé; Hamilton, Tara Julia
- Frontiers in Neuroscience, Vol. 5
Evolution of electronic structure across the rare-earth RNiO3 series
journal, April 2016
- Freeland, John W.; van Veenendaal, Michel; Chakhalian, Jak
- Journal of Electron Spectroscopy and Related Phenomena, Vol. 208
Limits on vanadium oxide Mott metal–insulator transition field-effect transistors
journal, June 2010
- Hormoz, S.; Ramanathan, S.
- Solid-State Electronics, Vol. 54, Issue 6
Resistive switching in memristive electrochemical metallization devices
journal, June 2017
- Dirkmann, Sven; Mussenbrock, Thomas
- AIP Advances, Vol. 7, Issue 6
Quantifying electronic correlation strength in a complex oxide: A combined DMFT and ARPES study of
journal, December 2015
- Nowadnick, E. A.; Ruf, J. P.; Park, H.
- Physical Review B, Vol. 92, Issue 24
The Memristive Properties of a Single VO 2 Nanowire with Switching Controlled by Self-Heating
journal, August 2013
- Bae, Sung-Hwan; Lee, Sangmin; Koo, Hyun
- Advanced Materials, Vol. 25, Issue 36
On the triggering mechanism for the metal–insulator transition in thin film VO2 devices: electric field versus thermal effects
journal, October 2009
- Gopalakrishnan, Gokul; Ruzmetov, Dmitry; Ramanathan, Shriram
- Journal of Materials Science, Vol. 44, Issue 19
Tracking the insulator-to-metal phase transition in VO 2 with few-femtosecond extreme UV transient absorption spectroscopy
journal, August 2017
- Jager, Marieke F.; Ott, Christian; Kraus, Peter M.
- Proceedings of the National Academy of Sciences, Vol. 114, Issue 36
Modulation of metal-insulator transitions by field-controlled strain in NdNiO3/SrTiO3/PMN-PT (001) heterostructures
journal, February 2016
- Heo, Seungyang; Oh, Chadol; Eom, Man Jin
- Scientific Reports, Vol. 6, Issue 1
Strongly correlated perovskite lithium ion shuttles
journal, August 2018
- Sun, Yifei; Kotiuga, Michele; Lim, Dawgen
- Proceedings of the National Academy of Sciences, Vol. 115, Issue 39
Electronic Specific Heat of Metallic Ti-Doped
journal, October 1971
- McWhan, D. B.; Remeika, J. P.; Rice, T. M.
- Physical Review Letters, Vol. 27, Issue 14
Resistive Switching Behavior in Organic-Inorganic Hybrid CH 3 NH 3 PbI 3 −x Cl x Perovskite for Resistive Random Access Memory Devices
journal, August 2015
- Yoo, Eun Ji; Lyu, Miaoqiang; Yun, Jung-Ho
- Advanced Materials, Vol. 27, Issue 40
Flexible Hybrid Organic–Inorganic Perovskite Memory
journal, April 2016
- Gu, Chungwan; Lee, Jang-Sik
- ACS Nano, Vol. 10, Issue 5
Neuron Model with Simplified Memristive Ionic Channels
journal, June 2015
- Hegab, Almoatazbellah M.; Salem, Noha M.; Radwan, Ahmed G.
- International Journal of Bifurcation and Chaos, Vol. 25, Issue 06
Emerging Memory Devices for Neuromorphic Computing
journal, January 2019
- Upadhyay, Navnidhi K.; Jiang, Hao; Wang, Zhongrui
- Advanced Materials Technologies, Vol. 4, Issue 4
Quasi-Two-Dimensional Halide Perovskite Single Crystal Photodetector
journal, April 2018
- Wang, Kai; Wu, Congcong; Yang, Dong
- ACS Nano, Vol. 12, Issue 5
TrueNorth: Design and Tool Flow of a 65 mW 1 Million Neuron Programmable Neurosynaptic Chip
journal, October 2015
- Akopyan, Filipp; Sawada, Jun; Cassidy, Andrew
- IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, Vol. 34, Issue 10
Electronic excitation spectra from ab initio band-structure results for La M ( M =Cr,Mn,Fe,Co,Ni)
journal, July 1996
- Sarma, D. D.; Shanthi, N.; Mahadevan, Priya
- Physical Review B, Vol. 54, Issue 3
Rare-earth nickelates R NiO 3 : thin films and heterostructures
journal, February 2018
- Catalano, S.; Gibert, M.; Fowlie, J.
- Reports on Progress in Physics, Vol. 81, Issue 4
Self-heating and External Strain Coupling Induced Phase Transition of VO2 Nanobeam as Single Domain Switch
journal, July 2011
- Hu, Bin; Zhang, Yan; Chen, Wen
- Advanced Materials, Vol. 23, Issue 31
Electrical oscillations induced by the metal-insulator transition in VO2
journal, January 2010
- Kim, Hyun-Tak; Kim, Bong-Jun; Choi, Sungyoul
- Journal of Applied Physics, Vol. 107, Issue 2
Nonequilibrium Phase Precursors during a Photoexcited Insulator-to-Metal Transition in
journal, May 2018
- Singer, Andrej; Ramirez, Juan Gabriel; Valmianski, Ilya
- Physical Review Letters, Vol. 120, Issue 20
Giant topological Hall effect in correlated oxide thin films
journal, October 2018
- Vistoli, Lorenzo; Wang, Wenbo; Sander, Anke
- Nature Physics, Vol. 15, Issue 1
Synaptic Modifications in Cultured Hippocampal Neurons: Dependence on Spike Timing, Synaptic Strength, and Postsynaptic Cell Type
journal, December 1998
- Bi, Guo-qiang; Poo, Mu-ming
- The Journal of Neuroscience, Vol. 18, Issue 24
A physical model of switching dynamics in tantalum oxide memristive devices
journal, June 2013
- Mickel, Patrick R.; Lohn, Andrew J.; Joon Choi, Byung
- Applied Physics Letters, Vol. 102, Issue 22, Article No. 223502
Influence of quantum confinement and strain on orbital polarization of four-layer superlattices: A DFT+DMFT study
journal, June 2016
- Park, Hyowon; Millis, Andrew J.; Marianetti, Chris A.
- Physical Review B, Vol. 93, Issue 23
Resistive switching and Schottky diode-like behaviors in Pt/BiFeO3/ITO devices
journal, July 2014
- Luo, J. M.; Chen, S. H.; Bu, S. L.
- Journal of Alloys and Compounds, Vol. 601
Development of crystal texture in Nd-lean amorphous Nd9Fe85B6 under hot deformation
journal, April 2009
- Liu, Yanguo; Xu, Lei; Wang, Qingfeng
- Applied Physics Letters, Vol. 94, Issue 17
On the Origin of Low-Resistance State Retention Failure in HfO 2 -Based RRAM and Impact of Doping/Alloying
journal, December 2015
- Traore, Boubacar; Blaise, Philippe; Vianello, Elisa
- IEEE Transactions on Electron Devices, Vol. 62, Issue 12
Effect of disorder on the metal-insulator transition of vanadium oxides: Local versus global effects
journal, May 2015
- Ramirez, Juan Gabriel; Saerbeck, Thomas; Wang, Siming
- Physical Review B, Vol. 91, Issue 20
Flexible All-Inorganic Perovskite CsPbBr 3 Nonvolatile Memory Device
journal, February 2017
- Liu, Dongjue; Lin, Qiqi; Zang, Zhigang
- ACS Applied Materials & Interfaces, Vol. 9, Issue 7
Resistive switching and conductance quantization in Ag/SiO 2 /indium tin oxide resistive memories
journal, August 2014
- Gao, S.; Chen, C.; Zhai, Z.
- Applied Physics Letters, Vol. 105, Issue 6
A Vision for All-Spin Neural Networks: A Device to System Perspective
journal, December 2016
- Sengupta, Abhronil; Roy, Kaushik
- IEEE Transactions on Circuits and Systems I: Regular Papers, Vol. 63, Issue 12
Bio-inspired computer vision: Towards a synergistic approach of artificial and biological vision
journal, September 2016
- Medathati, N. V. Kartheek; Neumann, Heiko; Masson, Guillaume S.
- Computer Vision and Image Understanding, Vol. 150
Evidence of a gate-tunable Mott insulator in a trilayer graphene moiré superlattice
journal, January 2019
- Chen, Guorui; Jiang, Lili; Wu, Shuang
- Nature Physics, Vol. 15, Issue 3
Multistate Memory Devices Based on Free-standing VO2/TiO2 Microstructures Driven by Joule Self-Heating
journal, April 2012
- Pellegrino, Luca; Manca, Nicola; Kanki, Teruo
- Advanced Materials, Vol. 24, Issue 21
Perovskite nickelates as bio-electronic interfaces
journal, April 2019
- Zhang, Hai-Tian; Zuo, Fan; Li, Feiran
- Nature Communications, Vol. 10, Issue 1
Understanding filamentary growth in electrochemical metallization memory cells using kinetic Monte Carlo simulations
text, January 2015
- Menzel, Stephan; Kaupmann, Philip; Waser, Rainer
- RWTH Aachen University
Brainless but Multi-Headed: Decision Making by the Acellular Slime Mould Physarum polycephalum
journal, November 2015
- Beekman, Madeleine; Latty, Tanya
- Journal of Molecular Biology, Vol. 427, Issue 23
Importance of Electronic Correlations and Unusual Excitonic Effects in Formamidinium Lead Halide Perovskites
journal, May 2018
- Whitcher, T. J.; Zhu, J. -X.; Chi, X.
- Physical Review X, Vol. 8, Issue 2
Micrometer x-ray diffraction study of films: Separation between metal-insulator transition and structural phase transition
journal, June 2008
- Kim, Bong-Jun; Lee, Yong Wook; Choi, Sungyeoul
- Physical Review B, Vol. 77, Issue 23
In-situ oxygen x-ray absorption spectroscopy investigation of the resistance modulation mechanism in LiNbO 2 memristors
journal, April 2012
- Greenlee, Jordan D.; Petersburg, Cole F.; Laws Calley, W.
- Applied Physics Letters, Vol. 100, Issue 18
Suppression of endurance degradation by utilizing oxygen plasma treatment in HfO 2 resistive switching memory
journal, April 2015
- Chand, Umesh; Huang, Chun-Yang; Jieng, Jheng-Hong
- Applied Physics Letters, Vol. 106, Issue 15
Dynamical Singlets and Correlation-Assisted Peierls Transition in
journal, January 2005
- Biermann, S.; Poteryaev, A.; Lichtenstein, A. I.
- Physical Review Letters, Vol. 94, Issue 2
Neuromorphic Electronic Circuits for Building Autonomous Cognitive Systems
journal, September 2014
- Chicca, Elisabetta; Stefanini, Fabio; Bartolozzi, Chiara
- Proceedings of the IEEE, Vol. 102, Issue 9
Slime mold uses an externalized spatial "memory" to navigate in complex environments
journal, October 2012
- Reid, C. R.; Latty, T.; Dussutour, A.
- Proceedings of the National Academy of Sciences, Vol. 109, Issue 43
Subthreshold firing in Mott nanodevices
journal, May 2019
- del Valle, Javier; Salev, Pavel; Tesler, Federico
- Nature, Vol. 569, Issue 7756
Electric-Field-Modulated Nonvolatile Resistance Switching in VO 2 /PMN-PT(111) Heterostructures
journal, March 2014
- Zhi, Bowen; Gao, Guanyin; Xu, Haoran
- ACS Applied Materials & Interfaces, Vol. 6, Issue 7
Effects of transition metals incorporated into perovskite crystals on the electronic structures and magnetic properties by first-principles calculation
journal, August 2018
- Suzuki, Atsushi; Oku, Takeo
- Heliyon, Vol. 4, Issue 8
Rapid erasure of hippocampal memory following inhibition of dentate gyrus granule cells
journal, March 2016
- Madroñal, Noelia; Delgado-García, José M.; Fernández-Guizán, Azahara
- Nature Communications, Vol. 7, Issue 1
Hippocampal neurogenesis and forgetting
journal, September 2013
- Frankland, Paul W.; Köhler, Stefan; Josselyn, Sheena A.
- Trends in Neurosciences, Vol. 36, Issue 9
Suppression of Structural Phase Transition in VO2 by Epitaxial Strain in Vicinity of Metal-insulator Transition
journal, March 2016
- Yang, Mengmeng; Yang, Yuanjun
- Scientific Reports, Vol. 6, Issue 1
Beyond electrostatic modification: design and discovery of functional oxide phases via ionic-electronic doping
journal, October 2018
- Zhang, Hai-Tian; Zhang, Zhen; Zhou, Hua
- Advances in Physics: X, Vol. 4, Issue 1
Unusual defect physics in CH 3 NH 3 PbI 3 perovskite solar cell absorber
journal, February 2014
- Yin, Wan-Jian; Shi, Tingting; Yan, Yanfa
- Applied Physics Letters, Vol. 104, Issue 6
Reversible Control of Co Magnetism by Voltage-Induced Oxidation
journal, December 2014
- Bi, Chong; Liu, Yaohua; Newhouse-Illige, T.
- Physical Review Letters, Vol. 113, Issue 26
Another mechanism for the insulator-metal transition observed in Mott insulators
journal, April 2008
- Gavriliuk, Alexander G.; Struzhkin, Viktor V.; Lyubutin, Igor S.
- Physical Review B, Vol. 77, Issue 15
Chaotic dynamics in nanoscale NbO2 Mott memristors for analogue computing
journal, August 2017
- Kumar, Suhas; Strachan, John Paul; Williams, R. Stanley
- Nature, Vol. 548, Issue 7667
A Vanadium Dioxide Metamaterial Disengaged from Insulator-to-Metal Transition
journal, September 2015
- Jeong, Young-Gyun; Han, Sanghoon; Rhie, Jiyeah
- Nano Letters, Vol. 15, Issue 10
Voltage Control of Metal-insulator Transition and Non-volatile Ferroelastic Switching of Resistance in VOx/PMN-PT Heterostructures
journal, August 2014
- Nan, Tianxiang; Liu, Ming; Ren, Wei
- Scientific Reports, Vol. 4, Issue 1
Metal-Insulator Transitions in Pure and Doped
journal, March 1973
- McWhan, D. B.; Menth, A.; Remeika, J. P.
- Physical Review B, Vol. 7, Issue 5
Redox-Based Resistive Switching Memories - Nanoionic Mechanisms, Prospects, and Challenges
journal, July 2009
- Waser, Rainer; Dittmann, Regina; Staikov, Georgi
- Advanced Materials, Vol. 21, Issue 25-26, p. 2632-2663
Breakdown of the Mott-Hubbard State in : A First-Order Insulator-Metal Transition with Collapse of Magnetism at 50 GPa
journal, June 1999
- Pasternak, M. P.; Rozenberg, G. Kh.; Machavariani, G. Yu.
- Physical Review Letters, Vol. 82, Issue 23
Enhanced Bifunctional Oxygen Catalysis in Strained LaNiO 3 Perovskites
journal, February 2016
- Petrie, Jonathan R.; Cooper, Valentino R.; Freeland, John W.
- Journal of the American Chemical Society, Vol. 138, Issue 8
A 3D kinetic Monte Carlo simulation study of resistive switching processes in Ni/HfO 2 /Si-n + -based RRAMs
journal, July 2017
- Aldana, S.; García-Fernández, P.; Rodríguez-Fernández, Alberto
- Journal of Physics D: Applied Physics, Vol. 50, Issue 33
Dynamic strain control of the metal–insulator transition and non-volatile resistance switching in (0 1 0) VO2/(1 1 1) Pb(Mg1/3Nb2/3)0.7Ti0.3O3 epitaxial heterostructures
journal, June 2017
- Hong, Bin; Yang, Yuanjun; Hu, Kai
- Materials Letters, Vol. 196
A quantitative description of membrane current and its application to conduction and excitation in nerve
journal, August 1952
- Hodgkin, A. L.; Huxley, A. F.
- The Journal of Physiology, Vol. 117, Issue 4
Positive-bias gate-controlled metal–insulator transition in ultrathin VO2 channels with TiO2 gate dielectrics
journal, December 2015
- Yajima, Takeaki; Nishimura, Tomonori; Toriumi, Akira
- Nature Communications, Vol. 6, Issue 1
Phase-field model of insulator-to-metal transition in VO 2 under an electric field
journal, May 2018
- Shi, Yin; Chen, Long-Qing
- Physical Review Materials, Vol. 2, Issue 5
Atomistic simulations of electrochemical metallization cells: mechanisms of ultra-fast resistance switching in nanoscale devices
journal, January 2016
- Onofrio, Nicolas; Guzman, David; Strachan, Alejandro
- Nanoscale, Vol. 8, Issue 29
Neuromorphic silicon neuron circuits
text, January 2011
- Indiveri, Giacomo; Linares-Barranco, Bernabé; Hamilton, Tara J.
- ETH Zurich
Biological plausibility and stochasticity in scalable VO2 active memristor neurons
journal, November 2018
- Yi, Wei; Tsang, Kenneth K.; Lam, Stephen K.
- Nature Communications, Vol. 9, Issue 1
Distinct Electronic Structure of the Electrolyte Gate-Induced Conducting Phase in Vanadium Dioxide Revealed by High-Energy Photoelectron Spectroscopy
journal, May 2014
- Karel, Julie; ViolBarbosa, Carlos E.; Kiss, Janos
- ACS Nano, Vol. 8, Issue 6
Decoupling of Structural and Electronic Phase Transitions in
journal, October 2012
- Tao, Zhensheng; Han, Tzong-Ru T.; Mahanti, Subhendra D.
- Physical Review Letters, Vol. 109, Issue 16
Mono-crystalline Perovskite Photovoltaics toward Ultrahigh Efficiency?
journal, February 2019
- Wang, Kai; Yang, Dong; Wu, Congcong
- Joule, Vol. 3, Issue 2
Colossal resistance switching and band gap modulation in a perovskite nickelate by electron doping
journal, September 2014
- Shi, Jian; Zhou, You; Ramanathan, Shriram
- Nature Communications, Vol. 5, Issue 1
A Self-Consistent, Semiclassical Electrothermal Modeling Framework for Mott Devices
journal, May 2018
- Karda, Kamal; Mouli, Chandra; Ramanathan, Shriram
- IEEE Transactions on Electron Devices, Vol. 65, Issue 5
Electronic Conduction of Magnetite (Fe3O4) and its Transition Point at Low Temperatures
journal, August 1939
- Verwey, E. J. W.
- Nature, Vol. 144, Issue 3642
A Review of Current Neuromorphic Approaches for Vision, Auditory, and Olfactory Sensors
journal, March 2016
- Vanarse, Anup; Osseiran, Adam; Rassau, Alexander
- Frontiers in Neuroscience, Vol. 10
Machine Learning Classical Interatomic Potentials for Molecular Dynamics from First-Principles Training Data
journal, January 2019
- Chan, Henry; Narayanan, Badri; Cherukara, Mathew J.
- The Journal of Physical Chemistry C, Vol. 123, Issue 12
Dynamically tracking the joule heating effect on the voltage induced metal-insulator transition in VO 2 crystal film
journal, April 2016
- Liao, G. M.; Chen, S.; Fan, L. L.
- AIP Advances, Vol. 6, Issue 4
A quantitative description of membrane current and its application to conduction and excitation in nerve
journal, January 1990
- Hodgkin, A. L.; Huxley, A. F.
- Bulletin of Mathematical Biology, Vol. 52, Issue 1-2
Novel Bimorphological Anisotropic Bulk Nanocomposite Materials with High Energy Products
journal, February 2017
- Li, Xiaohong; Lou, Li; Song, Wenpeng
- Advanced Materials, Vol. 29, Issue 16
Memristive model of amoeba learning
journal, August 2009
- Pershin, Yuriy V.; La Fontaine, Steven; Di Ventra, Massimiliano
- Physical Review E, Vol. 80, Issue 2
On Having No Head: Cognition throughout Biological Systems
journal, June 2016
- Baluška, František; Levin, Michael
- Frontiers in Psychology, Vol. 7
Extremely Low Operating Current Resistive Memory Based on Exfoliated 2D Perovskite Single Crystals for Neuromorphic Computing
journal, October 2016
- Tian, He; Zhao, Lianfeng; Wang, Xuefeng
- ACS Nano, Vol. 11, Issue 12
Joule-heat-driven high-efficiency electronic-phase switching in freestanding VO 2 /TiO 2 nanowires
journal, February 2017
- Higuchi, Yoshiyuki; Kanki, Teruo; Tanaka, Hidekazu
- Applied Physics Express, Vol. 10, Issue 3
Strongly Correlated Materials: Insights From Dynamical Mean-Field Theory
journal, March 2004
- Kotliar, Gabriel; Vollhardt, Dieter
- Physics Today, Vol. 57, Issue 3
Pseudohalide-Induced 2D (CH 3 NH 3 ) 2 PbI 2 (SCN) 2 Perovskite for Ternary Resistive Memory with High Performance
journal, February 2018
- Cheng, Xue-Feng; Hou, Xiang; Zhou, Jin
- Small, Vol. 14, Issue 12
Calibration of the DFT/GGA+U Method for Determination of Reduction Energies for Transition and Rare Earth Metal Oxides of Ti, V, Mo, and Ce
journal, June 2011
- Lutfalla, Suzanne; Shapovalov, Vladimir; Bell, Alexis T.
- Journal of Chemical Theory and Computation, Vol. 7, Issue 7
Doping- and pressure-induced change of electrical and magnetic properties in the Mott-Hubbard insulator
journal, October 1993
- Okada, Y.; Arima, T.; Tokura, Y.
- Physical Review B, Vol. 48, Issue 13
Continuous Tuning of Phase Transition Temperature in VO 2 Thin Films on c -Cut Sapphire Substrates via Strain Variation
journal, February 2017
- Jian, Jie; Wang, Xuejing; Li, Leigang
- ACS Applied Materials & Interfaces, Vol. 9, Issue 6
Effect of ultraviolet irradiation on electrical resistance and phase transition characteristics of thin film vanadium oxide
journal, May 2008
- Ko, Changhyun; Ramanathan, Shriram
- Journal of Applied Physics, Vol. 103, Issue 10
Understanding filamentary growth in electrochemical metallization memory cells using kinetic Monte Carlo simulations
journal, January 2015
- Menzel, Stephan; Kaupmann, Philip; Waser, Rainer
- Nanoscale, Vol. 7, Issue 29
A Strategy to Design High-Density Nanoscale Devices utilizing Vapor Deposition of Metal Halide Perovskite Materials
journal, May 2017
- Hwang, Bohee; Lee, Jang-Sik
- Advanced Materials, Vol. 29, Issue 29
High-efficiency voltage oscillation in VO2 planer-type junctions with infinite negative differential resistance
journal, May 2008
- Sakai, Joe
- Journal of Applied Physics, Vol. 103, Issue 10
Electrically Driven Insulator–Metal Transition-Based Devices—Part II: Transient Characteristics
journal, September 2018
- Lin, Jianqiang; Ramanathan, Shriram; Guha, Supratik
- IEEE Transactions on Electron Devices, Vol. 65, Issue 9
Transient dynamics of NbO x threshold switches explained by Poole-Frenkel based thermal feedback mechanism
journal, May 2018
- Wang, Ziwen; Kumar, Suhas; Nishi, Yoshio
- Applied Physics Letters, Vol. 112, Issue 19
Photoinduced metallic state in VO[sub 2] proved by the terahertz pump-probe spectroscopy
journal, January 2008
- Nakajima, M.; Takubo, N.; Hiroi, Z.
- Applied Physics Letters, Vol. 92, Issue 1
A reconfigurable on-line learning spiking neuromorphic processor comprising 256 neurons and 128K synapses
text, January 2015
- Ning, Qiao,; Hesham, Mostafa,; Federico, Corradi,
- ETH Zurich
High dielectric permittivity and hole-doping effect in La 1 − x Sr x FeO 3
journal, July 1998
- Chern, G.; Hsieh, W. K.; Tai, M. F.
- Physical Review B, Vol. 58, Issue 3
Origin of the current-driven breakdown in vanadium oxides: Thermal versus electronic
journal, November 2018
- Valmianski, I.; Wang, P. Y.; Wang, S.
- Physical Review B, Vol. 98, Issue 19
Molecular Dynamics Study of the Switching Mechanism of Carbon-Based Resistive Memory
journal, December 2010
- He, Yu; Zhang, Jinyu; Guan, Ximeng
- IEEE Transactions on Electron Devices, Vol. 57, Issue 12
Crystal Structure and Metal–Insulator Transition of La1−xSrxCoO3
journal, February 1996
- Mineshige, Atsushi; Inaba, Minoru; Yao, Takeshi
- Journal of Solid State Chemistry, Vol. 121, Issue 2
Atomic origin of ultrafast resistance switching in nanoscale electrometallization cells
journal, March 2015
- Onofrio, Nicolas; Guzman, David; Strachan, Alejandro
- Nature Materials, Vol. 14, Issue 4
A reconfigurable on-line learning spiking neuromorphic processor comprising 256 neurons and 128K synapses
journal, April 2015
- Qiao, Ning; Mostafa, Hesham; Corradi, Federico
- Frontiers in Neuroscience, Vol. 9
Tuning the conductivity of vanadium dioxide films on silicon by swift heavy ion irradiation
journal, September 2011
- Hofsäss, H.; Ehrhardt, P.; Gehrke, H. -G.
- AIP Advances, Vol. 1, Issue 3
Robust Coupling between Structural and Electronic Transitions in a Mott Material
journal, February 2019
- Kalcheim, Yoav; Butakov, Nikita; Vargas, Nicolas M.
- Physical Review Letters, Vol. 122, Issue 5
Electrically Induced Multiple Metal-Insulator Transitions in Oxide Nanodevices
journal, November 2017
- del Valle, Javier; Kalcheim, Yoav; Trastoy, Juan
- Physical Review Applied, Vol. 8, Issue 5
Reducing the stochasticity of crystal nucleation to enable subnanosecond memory writing
journal, November 2017
- Rao, Feng; Ding, Keyuan; Zhou, Yuxing
- Science, Vol. 358, Issue 6369
Solving the Towers of Hanoi - how an amoeboid organism efficiently constructs transport networks
journal, January 2013
- Reid, C. R.; Beekman, M.
- Journal of Experimental Biology, Vol. 216, Issue 9
Frontiers in the Growth of Complex Oxide Thin Films: Past, Present, and Future of Hybrid MBE
journal, December 2017
- Brahlek, Matthew; Gupta, Arnab Sen; Lapano, Jason
- Advanced Functional Materials, Vol. 28, Issue 9
Switching dynamics of TaO x -based threshold switching devices
journal, March 2018
- Goodwill, Jonathan M.; Gala, Darshil K.; Bain, James A.
- Journal of Applied Physics, Vol. 123, Issue 11
Physical origins of current and temperature controlled negative differential resistances in NbO2
journal, September 2017
- Kumar, Suhas; Wang, Ziwen; Davila, Noraica
- Nature Communications, Vol. 8, Issue 1
Metal-insulator transitions in thin films
journal, September 2000
- Catalan, G.; Bowman, R. M.; Gregg, J. M.
- Physical Review B, Vol. 62, Issue 12
Large-scale neuromorphic computing systems
journal, August 2016
- Furber, Steve
- Journal of Neural Engineering, Vol. 13, Issue 5
Neuromorphic computing using non-volatile memory
journal, October 2016
- Burr, Geoffrey W.; Shelby, Robert M.; Sebastian, Abu
- Advances in Physics: X, Vol. 2, Issue 1
Habituation based synaptic plasticity and organismic learning in a quantum perovskite
journal, August 2017
- Zuo, Fan; Panda, Priyadarshini; Kotiuga, Michele
- Nature Communications, Vol. 8, Issue 1
Joule Heating-Induced Metal–Insulator Transition in Epitaxial VO 2 /TiO 2 Devices
journal, May 2016
- Li, Dasheng; Sharma, Abhishek A.; Gala, Darshil K.
- ACS Applied Materials & Interfaces, Vol. 8, Issue 20
Artificial Synapses Based on Multiterminal Memtransistors for Neuromorphic Application
journal, April 2019
- Wang, Lin; Liao, Wugang; Wong, Swee Liang
- Advanced Functional Materials, Vol. 29, Issue 25
Progress in perovskite nickelate research
journal, July 2008
- Catalan, G.
- Phase Transitions, Vol. 81, Issue 7-8
Perovskite nickelates as electric-field sensors in salt water
journal, December 2017
- Zhang, Zhen; Schwanz, Derek; Narayanan, Badri
- Nature, Vol. 553, Issue 7686
Threshold switching and electrical self-oscillation in niobium oxide films
journal, September 2016
- Liu, Xinjun; Li, Shuai; Nandi, Sanjoy Kumar
- Journal of Applied Physics, Vol. 120, Issue 12
Metal–insulator transition of VO2 thin films grown on TiO2 (001) and (110) substrates
journal, January 2002
- Muraoka, Y.; Hiroi, Z.
- Applied Physics Letters, Vol. 80, Issue 4
Hodgkin–Huxley axon is made of Memristors
journal, March 2012
- Chua, Leon; Sbitnev, Valery; Kim, Hyongsuk
- International Journal of Bifurcation and Chaos, Vol. 22, Issue 03
Spatially resolved TiOx phases in switched RRAM devices using soft X-ray spectromicroscopy
journal, February 2016
- Carta, D.; Hitchcock, A. P.; Guttmann, P.
- Scientific Reports, Vol. 6, Issue 1
Total energy calculations using DFT+DMFT: Computing the pressure phase diagram of the rare earth nickelates
journal, June 2014
- Park, Hyowon; Millis, Andrew J.; Marianetti, Chris A.
- Physical Review B, Vol. 89, Issue 24
Opportunities in vanadium-based strongly correlated electron systems
journal, February 2017
- Brahlek, Matthew; Zhang, Lei; Lapano, Jason
- MRS Communications, Vol. 7, Issue 1
Magneto-ionic control of magnetism using a solid-state proton pump
journal, November 2018
- Tan, Aik Jun; Huang, Mantao; Avci, Can Onur
- Nature Materials, Vol. 18, Issue 1
Carrier localization in perovskite nickelates from oxygen vacancies
journal, October 2019
- Kotiuga, Michele; Zhang, Zhen; Li, Jiarui
- Proceedings of the National Academy of Sciences, Vol. 116, Issue 44
Influence of strain on the electronic properties of epitaxial V2O3 thin films
journal, May 1997
- Schuler, H.; Klimm, S.; Weissmann, G.
- Thin Solid Films, Vol. 299, Issue 1-2
Subnanosecond incubation times for electric-field-induced metallization of a correlated electron oxide
journal, April 2014
- Brockman, Justin S.; Gao, Li; Hughes, Brian
- Nature Nanotechnology, Vol. 9, Issue 6
Organolead Halid Perovskites: Organolead Halide Perovskites for Low Operating Voltage Multilevel Resistive Switching (Adv. Mater. 31/2016)
journal, August 2016
- Choi, Jaeho; Park, Sunghak; Lee, Joohee
- Advanced Materials, Vol. 28, Issue 31
Role of joule heating effect and bulk-surface phases in voltage-driven metal-insulator transition in VO 2 crystal
journal, August 2013
- Simon Mun, Bongjin; Yoon, Joonseok; Mo, Sung-Kwan
- Applied Physics Letters, Vol. 103, Issue 6
Origin of J – V Hysteresis in Perovskite Solar Cells
journal, February 2016
- Chen, Bo; Yang, Mengjin; Priya, Shashank
- The Journal of Physical Chemistry Letters, Vol. 7, Issue 5
ASP: Learning to Forget With Adaptive Synaptic Plasticity in Spiking Neural Networks
journal, March 2018
- Panda, Priyadarshini; Allred, Jason M.; Ramanathan, Shriram
- IEEE Journal on Emerging and Selected Topics in Circuits and Systems, Vol. 8, Issue 1
Quantifying redox-induced Schottky barrier variations in memristive devices via in operando spectromicroscopy with graphene electrodes
journal, August 2016
- Baeumer, Christoph; Schmitz, Christoph; Marchewka, Astrid
- Nature Communications, Vol. 7, Issue 1
Amoebae Anticipate Periodic Events
journal, January 2008
- Saigusa, Tetsu; Tero, Atsushi; Nakagaki, Toshiyuki
- Physical Review Letters, Vol. 100, Issue 1
Continual lifelong learning with neural networks: A review
journal, May 2019
- Parisi, German I.; Kemker, Ronald; Part, Jose L.
- Neural Networks, Vol. 113
Sequential insulator-metal-insulator phase transitions of V O 2 triggered by hydrogen doping
journal, September 2017
- Chen, Shi; Wang, Zhaowu; Fan, Lele
- Physical Review B, Vol. 96, Issue 12
Active Optical Metasurfaces Based on Defect-Engineered Phase-Transition Materials
journal, January 2016
- Rensberg, Jura; Zhang, Shuyan; Zhou, You
- Nano Letters, Vol. 16, Issue 2
Vanadium Dioxide Circuits Emulate Neurological Disorders
journal, November 2018
- Lin, Jianqiang; Guha, Supratik; Ramanathan, Shriram
- Frontiers in Neuroscience, Vol. 12
Filling dependence of electronic properties on the verge of metal–Mott-insulator transition in
journal, April 1993
- Tokura, Y.; Taguchi, Y.; Okada, Y.
- Physical Review Letters, Vol. 70, Issue 14
Comprehensive Physical Model of Dynamic Resistive Switching in an Oxide Memristor
journal, February 2014
- Kim, Sungho; Choi, ShinHyun; Lu, Wei
- ACS Nano, Vol. 8, Issue 3
GGA-1/2 self-energy correction for accurate band structure calculations: the case of resistive switching oxides
journal, October 2018
- Yuan, Jun-Hui; Chen, Qi; Fonseca, Leonardo R. C.
- Journal of Physics Communications, Vol. 2, Issue 10
Habituation in non-neural organisms: evidence from slime moulds
journal, April 2016
- Boisseau, Romain P.; Vogel, David; Dussutour, Audrey
- Proceedings of the Royal Society B: Biological Sciences, Vol. 283, Issue 1829
Giant switchable photovoltaic effect in organometal trihalide perovskite devices
journal, December 2014
- Xiao, Zhengguo; Yuan, Yongbo; Shao, Yuchuan
- Nature Materials, Vol. 14, Issue 2
Characterizing a strain-driven phase transition in VO2
journal, March 2010
- Kikuzuki, T.; Lippmaa, M.
- Applied Physics Letters, Vol. 96, Issue 13
Wafer-scale reliable switching memory based on 2-dimensional layered organic–inorganic halide perovskite
journal, January 2017
- Seo, Ja-Young; Choi, Jaeho; Kim, Huo-Seon
- Nanoscale, Vol. 9, Issue 40
Molecular Beam Epitaxial Growth of Topological Insulators
journal, March 2011
- Chen, Xi; Ma, Xu-Cun; He, Ke
- Advanced Materials, Vol. 23, Issue 9
Novel Electronic Behavior Driving Metal-Insulator Transition
journal, July 2015
- Upton, M. H.; Choi, Yongseong; Park, Hyowon
- Physical Review Letters, Vol. 115, Issue 3
Systematics in the metal-insulator transition temperatures in vanadium oxides
journal, January 2016
- Fisher, B.; Genossar, J.; Reisner, G. M.
- Solid State Communications, Vol. 226
Large epitaxial bi-axial strain induces a Mott-like phase transition in VO 2
journal, August 2014
- Kittiwatanakul, Salinporn; Wolf, Stuart A.; Lu, Jiwei
- Applied Physics Letters, Vol. 105, Issue 7
Overcoming catastrophic forgetting in neural networks
journal, March 2017
- Kirkpatrick, James; Pascanu, Razvan; Rabinowitz, Neil
- Proceedings of the National Academy of Sciences, Vol. 114, Issue 13
Nanoscale Memristor Device as Synapse in Neuromorphic Systems
journal, April 2010
- Jo, Sung Hyun; Chang, Ting; Ebong, Idongesit
- Nano Letters, Vol. 10, Issue 4, p. 1297-1301
Oxygen Vacancies Control Transition of Resistive Switching Mode in Single-Crystal TiO 2 Memory Device
journal, May 2017
- Ge, Jun; Chaker, Mohamed
- ACS Applied Materials & Interfaces, Vol. 9, Issue 19
Oscillatory Neurocomputers with Dynamic Connectivity
journal, April 1999
- Hoppensteadt, Frank C.; Izhikevich, Eugene M.
- Physical Review Letters, Vol. 82, Issue 14
Dynamic conductivity scaling in photoexcited thin films
journal, August 2015
- Abreu, Elsa; Wang, Siming; Ramírez, Juan Gabriel
- Physical Review B, Vol. 92, Issue 8
The phase transition in VO2 probed using x-ray, visible and infrared radiations
journal, February 2016
- Kumar, Suhas; Strachan, John Paul; Kilcoyne, A. L. David
- Applied Physics Letters, Vol. 108, Issue 7
Imprinting of Local Metallic States into VO 2 with Ultraviolet Light
journal, July 2016
- Zhang, Hai-Tian; Guo, Lu; Stone, Greg
- Advanced Functional Materials, Vol. 26, Issue 36
Strain Control of Oxygen Vacancies in Epitaxial Strontium Cobaltite Films
journal, January 2016
- Petrie, Jonathan R.; Mitra, Chandrima; Jeen, Hyoungjeen
- Advanced Functional Materials, Vol. 26, Issue 10
Isostructural metal-insulator transition in VO 2
journal, November 2018
- Lee, D.; Chung, B.; Shi, Y.
- Science, Vol. 362, Issue 6418
Direct Observation of Decoupled Structural and Electronic Transitions and an Ambient Pressure Monocliniclike Metallic Phase of
journal, November 2014
- Laverock, J.; Kittiwatanakul, S.; Zakharov, A. A.
- Physical Review Letters, Vol. 113, Issue 21
Observation of insulating-insulating monoclinic structural transition in macro-sized VO2 single crystals
journal, January 2011
- Mun, Bongjin Simon; Chen, Kai; Leem, Youngchul
- physica status solidi (RRL) - Rapid Research Letters, Vol. 5, Issue 3
Electronic structure of strongly correlated materials: from one-particle to many-body theory
journal, March 2017
- Nilsson, F.; Aryasetiawan, F.
- Materials Research Express, Vol. 4, Issue 3
Femtosecond laser excitation of the semiconductor‐metal phase transition in VO 2
journal, September 1994
- Becker, Michael F.; Buckman, A. Bruce; Walser, Rodger M.
- Applied Physics Letters, Vol. 65, Issue 12
Coupled-Oscillator Associative Memory Array Operation for Pattern Recognition
journal, December 2015
- Nikonov, Dmitri E.; Csaba, Gyorgy; Porod, Wolfgang
- IEEE Journal on Exploratory Solid-State Computational Devices and Circuits, Vol. 1
Metal-insulator transitions
journal, June 1991
- Paesler, Michael
- Journal of Non-Crystalline Solids, Vol. 130, Issue 1
Ab Initio Molecular-Dynamics Simulation of Neuromorphic Computing in Phase-Change Memory Materials
journal, June 2015
- Skelton, Jonathan M.; Loke, Desmond; Lee, Taehoon
- ACS Applied Materials & Interfaces, Vol. 7, Issue 26
The future of electronics based on memristive systems
journal, January 2018
- Zidan, Mohammed A.; Strachan, John Paul; Lu, Wei D.
- Nature Electronics, Vol. 1, Issue 1
Phase stabilization of VO 2 thin films in high vacuum
journal, November 2015
- Zhang, Hai-Tian; Eaton, Craig; Ye, Hansheng
- Journal of Applied Physics, Vol. 118, Issue 18
Metal-insulator transitions
journal, October 1998
- Imada, Masatoshi; Fujimori, Atsushi; Tokura, Yoshinori
- Reviews of Modern Physics, Vol. 70, Issue 4, p. 1039-1263
Magnetic Excitation Spectra in : A Two-Particle Approach within a Combination of the Density Functional Theory and the Dynamical Mean-Field Theory Method
journal, September 2011
- Park, Hyowon; Haule, Kristjan; Kotliar, Gabriel
- Physical Review Letters, Vol. 107, Issue 13
Electrically Driven Insulator–Metal Transition-Based Devices—Part I: The Electrothermal Model and Experimental Analysis for the DC Characteristics
journal, September 2018
- Lin, Jianqiang; Ramanathan, Shriram; Guha, Supratik
- IEEE Transactions on Electron Devices, Vol. 65, Issue 9
Capping CsPbBr3 with ZnO to improve performance and stability of perovskite memristors
journal, October 2016
- Wu, Ye; Wei, Yi; Huang, Yong
- Nano Research, Vol. 10, Issue 5
An in-depth description of bipolar resistive switching in Cu/HfO x /Pt devices, a 3D kinetic Monte Carlo simulation approach
journal, April 2018
- Aldana, S.; Roldán, J. B.; García-Fernández, P.
- Journal of Applied Physics, Vol. 123, Issue 15
Uniform bipolar resistive switching properties with self-compliance effect of Pt/TiO 2 /p-Si devices
journal, March 2014
- Zou, Lilan; Hu, Wei; Fu, Jianhui
- AIP Advances, Vol. 4, Issue 3
Integration of external electric fields in molecular dynamics simulation models for resistive switching devices
journal, June 2018
- Gergs, T.; Dirkmann, S.; Mussenbrock, T.
- Journal of Applied Physics, Vol. 123, Issue 24
Anisotropic Electronic State via Spontaneous Phase Separation in Strained Vanadium Dioxide Films
journal, August 2013
- Liu, M. K.; Wagner, M.; Abreu, E.
- Physical Review Letters, Vol. 111, Issue 9
Non-congruence of thermally driven structural and electronic transitions in VO 2
journal, November 2012
- Nag, Joyeeta; Haglund, Richard F.; Andrew Payzant, E.
- Journal of Applied Physics, Vol. 112, Issue 10
Giant nonvolatile resistive switching in a Mott oxide and ferroelectric hybrid
journal, April 2019
- Salev, Pavel; del Valle, Javier; Kalcheim, Yoav
- Proceedings of the National Academy of Sciences, Vol. 116, Issue 18
Current-Driven Insulator-To-Metal Transition in Strongly Correlated VO 2
journal, January 2019
- Shi, Yin; Chen, Long-Qing
- Physical Review Applied, Vol. 11, Issue 1
Neuromorphic Silicon Neuron Circuits
text, January 2011
- Boahen, K.; Wang, Y.; Wijekoon, J.
- Frontiers Research Foundation
Memristive model of amoeba's learning
journal, October 2008
- Pershin, Yuriy; La Fontaine, Steven; Di Ventra, Massimiliano
- Nature Precedings
Reversible control of Co magnetism by voltage induced oxidation
text, January 2014
- Bi, Chong; Liu, Yaohua; Newhouse-Illige, T.
- arXiv
Strain Control of Oxygen Vacancies in Epitaxial Strontium Cobaltite Films
text, January 2016
- Petrie, Jonathan R.; Mitra, Chandrima; Jeen, Hyoungjeen
- arXiv
Overcoming catastrophic forgetting in neural networks
preprint, January 2016
- Kirkpatrick, James; Pascanu, Razvan; Rabinowitz, Neil
- arXiv
Continual Lifelong Learning with Neural Networks: A Review
text, January 2018
- Parisi, German I.; Kemker, Ronald; Part, Jose L.
- arXiv
Biological plausibility and stochasticity in scalable VO2 active memristor neurons
text, January 2018
- Yi, Wei; Tsang, Kenneth K.; Lam, Stephen K.
- arXiv