Habituation based synaptic plasticity and organismic learning in a quantum perovskite

Zuo, Fan; Panda, Priyadarshini; Kotiuga, Michele; Li, Jiarui; Kang, Mingu; Mazzoli, Claudio; Zhou, Hua; Barbour, Andi; Wilkins, Stuart; Narayanan, Badri; Cherukara, Mathew; Zhang, Zhen; Sankaranarayanan, Subramanian K. R. S.; Comin, Riccardo; Rabe, Karin M.; Roy, Kaushik; Ramanathan, Shriram

doi:10.1038/s41467-017-00248-6

Title: Habituation based synaptic plasticity and organismic learning in a quantum perovskite

Journal Article · Mon Aug 14 00:00:00 EDT 2017 · Nature Communications

DOI: https://doi.org/10.1038/s41467-017-00248-6 · OSTI ID:1375809

Zuo, Fan ^[1];

^[1]; Kotiuga, Michele ^[2]; Li, Jiarui ^[3]; Kang, Mingu ^[3]; Mazzoli, Claudio ^[4]; Zhou, Hua ^[5]; Barbour, Andi ^[4]; Wilkins, Stuart ^[4]; Narayanan, Badri ^[5]; Cherukara, Mathew ^[5]; Zhang, Zhen ^[1]; Sankaranarayanan, Subramanian K. R. S. ^[5]; Comin, Riccardo ^[3]; Rabe, Karin M. ^[2]; Roy, Kaushik ^[1]; Ramanathan, Shriram ^[1]

Purdue Univ., West Lafayette, IN (United States)
Rutgers Univ., Piscataway, NJ (United States)
Massachusetts Inst. of Technology (MIT), Cambridge, MA (United States)
Brookhaven National Lab. (BNL), Upton, NY (United States)
Argonne National Lab. (ANL), Argonne, IL (United States)

A central characteristic of living beings is the ability to learn from and respond to their environment leading to habit formation and decision making. This behavior, known as habituation, is universal among all forms of life with a central nervous system, and is also observed in single-cell organisms that do not possess a brain. Here, we report the discovery of habituation-based plasticity utilizing a perovskite quantum system by dynamical modulation of electron localization. Microscopic mechanisms and pathways that enable this organismic collective charge-lattice interaction are elucidated by first-principles theory, synchrotron investigations, ab initio molecular dynamics simulations, and in situ environmental breathing studies. In conclusion, we implement a learning algorithm inspired by the conductance relaxation behavior of perovskites that naturally incorporates habituation, and demonstrate learning to forget: a key feature of animal and human brains. Incorporating this elementary skill in learning boosts the capability of neural computing in a sequential, dynamic environment.

View Accepted Manuscript (DOE)

Cite

Export

Save

Research Organization:: Argonne National Lab. (ANL), Argonne, IL (United States); Brookhaven National Laboratory (BNL), Upton, NY (United States)

Sponsoring Organization:: U.S. Army Research Laboratory, U.S. Army Research Office (ARO); National Science Foundation (NSF); Center for Spintronic Materials Interfaces and Novel Architectures (C-SPIN); Office of Naval Research; USDOE Office of Science (SC), Basic Energy Sciences (BES) (SC-22)

Grant/Contract Number:: AC02-06CH11357; SC0012704

OSTI ID:: 1375809

Journal Information:: Nature Communications, Journal Name: Nature Communications Journal Issue: 1 Vol. 8; ISSN 2041-1723

Publisher:: Nature Publishing GroupCopyright Statement

Country of Publication:: United States

Language:: English

References (75)

Habituation and Sensitization of the Acoustic Startle Response in Rats: Amplitude, Threshold, and Latency Measures Pilz, Peter K. D.; Schnitzler, Hans-Ulrich Neurobiology of Learning and Memory, Vol. 66, Issue 1 https://doi.org/10.1006/nlme.1996.0044	journal	July 1996
Catastrophic forgetting in connectionist networks French, R. Trends in Cognitive Sciences, Vol. 3, Issue 4 https://doi.org/10.1016/s1364-6613(99)01294-2	journal	April 1999
Effect of Ionic Conductivity on Response Speed of SrTiO ₃ -Based All-Solid-State Electric-Double-Layer Transistor Tsuchiya, Takashi; Ochi, Masanori; Higuchi, Tohru ACS Applied Materials & Interfaces, Vol. 7, Issue 22 https://doi.org/10.1021/acsami.5b02998	journal	May 2015
Metal−Insulator Transitions, Structural and Microstructural Evolution of RNiO ₃ (R = Sm, Eu, Gd, Dy, Ho, Y) Perovskites: Evidence for Room-Temperature Charge Disproportionation in Monoclinic HoNiO ₃ and YNiO ₃ Alonso, José A.; Martínez-Lope, María J.; Casais, María T. Journal of the American Chemical Society, Vol. 121, Issue 20 https://doi.org/10.1021/ja984015x	journal	May 1999
Connectionist models of recognition memory: Constraints imposed by learning and forgetting functions. Ratcliff, Roger Psychological Review, Vol. 97, Issue 2 https://doi.org/10.1037/0033-295x.97.2.285	journal	January 1990
Emotion, novelty, and the startle reflex: Habituation in humans. Bradley, Margaret M.; Lang, Peter J.; Cuthbert, Bruce N. Behavioral Neuroscience, Vol. 107, Issue 6 https://doi.org/10.1037/0735-7044.107.6.970	journal	January 1993
Competitive Hebbian learning through spike-timing-dependent synaptic plasticity Song, Sen; Miller, Kenneth D.; Abbott, L. F. Nature Neuroscience, Vol. 3, Issue 9 https://doi.org/10.1038/78829	journal	September 2000
Rapid erasure of hippocampal memory following inhibition of dentate gyrus granule cells Madroñal, Noelia; Delgado-García, José M.; Fernández-Guizán, Azahara Nature Communications, Vol. 7, Issue 1 https://doi.org/10.1038/ncomms10923	journal	March 2016
Nanoionics-based resistive switching memories Waser, Rainer; Aono, Masakazu Nature Materials, Vol. 6, Issue 11, p. 833-840 https://doi.org/10.1038/nmat2023	journal	November 2007
Reversible phase modulation and hydrogen storage in multivalent VO2 epitaxial thin films Yoon, Hyojin; Choi, Minseok; Lim, Tae-Won Nature Materials, Vol. 15, Issue 10 https://doi.org/10.1038/nmat4692	journal	July 2016
Chaos-order transition in foraging behavior of ants Li, L.; Peng, H.; Kurths, J. Proceedings of the National Academy of Sciences, Vol. 111, Issue 23 https://doi.org/10.1073/pnas.1407083111	journal	May 2014
Three Drosophila mutations that block associative learning also affect habituation and sensitization. Duerr, J. S.; Quinn, W. G. Proceedings of the National Academy of Sciences, Vol. 79, Issue 11 https://doi.org/10.1073/pnas.79.11.3646	journal	June 1982
Habituation in non-neural organisms: evidence from slime moulds Boisseau, Romain P.; Vogel, David; Dussutour, Audrey Proceedings of the Royal Society B: Biological Sciences, Vol. 283, Issue 1829 https://doi.org/10.1098/rspb.2016.0446	journal	April 2016
Synapses and Memory Storage Mayford, M.; Siegelbaum, S. A.; Kandel, E. R. Cold Spring Harbor Perspectives in Biology, Vol. 4, Issue 6 https://doi.org/10.1101/cshperspect.a005751	journal	April 2012
Generalized Gradient Approximation Made Simple Perdew, John P.; Burke, Kieron; Ernzerhof, Matthias Physical Review Letters, Vol. 77, Issue 18, p. 3865-3868 https://doi.org/10.1103/physrevlett.77.3865	journal	October 1996
Generalized Gradient Approximation Made Simple [Phys. Rev. Lett. 77, 3865 (1996)] Perdew, John P.; Burke, Kieron; Ernzerhof, Matthias Physical Review Letters, Vol. 78, Issue 7 https://doi.org/10.1103/physrevlett.78.1396	journal	February 1997
Detection and Learning of Floral Electric Fields by Bumblebees Clarke, Dominic; Whitney, Heather; Sutton, Gregory Science, Vol. 340, Issue 6128 https://doi.org/10.1126/science.1230883	journal	February 2013
Neuronal Mechanisms of Habituation and Dishabituation of the Gill-Withdrawal Reflex in Aplysia Castellucci, V.; Pinsker, H.; Kupfermann, I. Science, Vol. 167, Issue 3926 https://doi.org/10.1126/science.167.3926.1745	journal	March 1970
Synaptic Plasticity and Memory: An Evaluation of the Hypothesis Martin, S. J.; Grimwood, P. D.; Morris, R. G. M. Annual Review of Neuroscience, Vol. 23, Issue 1 https://doi.org/10.1146/annurev.neuro.23.1.649	journal	March 2000
Competitive STDP-Based Spike Pattern Learning Masquelier, Timothée; Guyonneau, Rudy; Thorpe, Simon J. Neural Computation, Vol. 21, Issue 5 https://doi.org/10.1162/neco.2008.06-08-804	journal	May 2009
Synaptic Modifications in Cultured Hippocampal Neurons: Dependence on Spike Timing, Synaptic Strength, and Postsynaptic Cell Type Bi, Guo-qiang; Poo, Mu-ming The Journal of Neuroscience, Vol. 18, Issue 24 https://doi.org/10.1523/jneurosci.18-24-10464.1998	journal	December 1998
Prolonged Habituation of the Gill-Withdrawal Reflex in Aplysia Depends on Protein Synthesis, Protein Phosphatase Activity, and Postsynaptic Glutamate Receptors Ezzeddine, Youssef; Glanzman, David L. The Journal of Neuroscience, Vol. 23, Issue 29 https://doi.org/10.1523/jneurosci.23-29-09585.2003	journal	October 2003
Materials Data on SmNiO3 (SG:62) by Materials Project Persson, Kristin LBNL Materials Project; Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States) https://doi.org/10.17188/1200780	dataset	January 2016
Catastrophic Forgetting in Connectionist Networks French, Robert M. Encyclopedia of Cognitive Science https://doi.org/10.1002/0470018860.s00096	book	January 2006
Physical Chemistry of Ionic Materials: Ions and Electrons in Solids Maier, Joachim https://doi.org/10.1002/0470020229	book	April 2004
Habituation and Sensitization of the Acoustic Startle Response in Rats: Amplitude, Threshold, and Latency Measures Pilz, Peter K. D.; Schnitzler, Hans-Ulrich Neurobiology of Learning and Memory, Vol. 66, Issue 1 https://doi.org/10.1006/nlme.1996.0044	journal	July 1996
How Does a Brain Build a Cognitive Code? Grossberg, Stephen Studies of Mind and Brain https://doi.org/10.1007/978-94-009-7758-7_1	book	January 1982
Protein Kinase C-Gamma Knockout Mice Show Impaired Hippocampal Short-Term Memory While Preserved Long-Term Memory Gomis-González, Maria; Galera-López, Lorena; Ten-Blanco, Marc Molecular Neurobiology, Vol. 58, Issue 2 https://doi.org/10.1007/s12035-020-02135-6	journal	September 2020
Metal-insulator transitions Paesler, Michael Journal of Non-Crystalline Solids, Vol. 130, Issue 1 https://doi.org/10.1016/0022-3093(91)90162-y	journal	June 1991
Oxygen transport in La0.6Sr0.4Co0.2Fe0.8O3−δ Lane, J. Solid State Ionics, Vol. 121, Issue 1-4 https://doi.org/10.1016/S0167-2738(99)00014-4	journal	June 1999
Networks of spiking neurons: The third generation of neural network models Maass, Wolfgang Neural Networks, Vol. 10, Issue 9 https://doi.org/10.1016/S0893-6080(97)00011-7	journal	December 1997
Response and Habituation of the Human Amygdala during Visual Processing of Facial Expression Breiter, Hans C.; Etcoff, Nancy L.; Whalen, Paul J. Neuron, Vol. 17, Issue 5 https://doi.org/10.1016/S0896-6273(00)80219-6	journal	November 1996
Catastrophic forgetting in connectionist networks French, R. Trends in Cognitive Sciences, Vol. 3, Issue 4 https://doi.org/10.1016/S1364-6613(99)01294-2	journal	April 1999
Effect of Ionic Conductivity on Response Speed of SrTiO ₃ -Based All-Solid-State Electric-Double-Layer Transistor Tsuchiya, Takashi; Ochi, Masanori; Higuchi, Tohru ACS Applied Materials & Interfaces, Vol. 7, Issue 22 https://doi.org/10.1021/acsami.5b02998	journal	May 2015
Metal−Insulator Transitions, Structural and Microstructural Evolution of RNiO ₃ (R = Sm, Eu, Gd, Dy, Ho, Y) Perovskites: Evidence for Room-Temperature Charge Disproportionation in Monoclinic HoNiO ₃ and YNiO ₃ Alonso, José A.; Martínez-Lope, María J.; Casais, María T. Journal of the American Chemical Society, Vol. 121, Issue 20 https://doi.org/10.1021/ja984015x	journal	May 1999
Emotion, novelty, and the startle reflex: Habituation in humans. Bradley, Margaret M.; Lang, Peter J.; Cuthbert, Bruce N. Behavioral Neuroscience, Vol. 107, Issue 6 https://doi.org/10.1037//0735-7044.107.6.970	journal	January 1993
How does a brain build a cognitive code? Grossberg, Stephen Psychological Review, Vol. 87, Issue 1 https://doi.org/10.1037/0033-295X.87.1.1	journal	January 1980
Connectionist models of recognition memory: Constraints imposed by learning and forgetting functions. Ratcliff, Roger Psychological Review, Vol. 97, Issue 2 https://doi.org/10.1037/0033-295X.97.2.285	journal	January 1990
Emotion, novelty, and the startle reflex: Habituation in humans. Bradley, Margaret M.; Lang, Peter J.; Cuthbert, Bruce N. Behavioral Neuroscience, Vol. 107, Issue 6 https://doi.org/10.1037/0735-7044.107.6.970	journal	January 1993
Competitive Hebbian learning through spike-timing-dependent synaptic plasticity Song, Sen; Miller, Kenneth D.; Abbott, L. F. Nature Neuroscience, Vol. 3, Issue 9 https://doi.org/10.1038/78829	journal	September 2000
Rapid erasure of hippocampal memory following inhibition of dentate gyrus granule cells Madroñal, Noelia; Delgado-García, José M.; Fernández-Guizán, Azahara Nature Communications, Vol. 7, Issue 1 https://doi.org/10.1038/ncomms10923	journal	March 2016
Colossal resistance switching and band gap modulation in a perovskite nickelate by electron doping Shi, Jian; Zhou, You; Ramanathan, Shriram Nature Communications, Vol. 5, Issue 1 https://doi.org/10.1038/ncomms5860	journal	September 2014
Nanoionics-based resistive switching memories Waser, Rainer; Aono, Masakazu Nature Materials, Vol. 6, Issue 11, p. 833-840 https://doi.org/10.1038/nmat2023	journal	November 2007
Reversible phase modulation and hydrogen storage in multivalent VO2 epitaxial thin films Yoon, Hyojin; Choi, Minseok; Lim, Tae-Won Nature Materials, Vol. 15, Issue 10 https://doi.org/10.1038/nmat4692	journal	July 2016
Dopamine-dependent facilitation of LTP induction in hippocampal CA1 by exposure to spatial novelty Li, Shaomin; Cullen, William K.; Anwyl, Roger Nature Neuroscience, Vol. 6, Issue 5 https://doi.org/10.1038/nn1049	journal	April 2003
Reducing Dzyaloshinskii-Moriya interaction and field-free spin-orbit torque switching in synthetic antiferromagnets Chen, Ruyi; Cui, Qirui; Liao, Liyang Nature Communications, Vol. 12, Issue 1 https://doi.org/10.1038/s41467-021-23414-3	journal	May 2021
Electronic structure of AlFeN films exhibiting crystallographic orientation change from c- to a-axis with Fe concentrations and annealing effect Tatemizo, Nobuyuki; Imada, Saki; Okahara, Kizuna Scientific Reports, Vol. 10, Issue 1 https://doi.org/10.1038/s41598-020-58835-5	journal	February 2020
Computer Simulation of Liquids Allen, M. P.; Tildesley, D. J.; Banavar, Jayanth R. Physics Today, Vol. 42, Issue 3 https://doi.org/10.1063/1.2810937	journal	March 1989
Proton diffusion pathways and rates in Y-doped BaZrO3 solid oxide electrolyte from quantum mechanics Merinov, Boris; Goddard, William The Journal of Chemical Physics, Vol. 130, Issue 19 https://doi.org/10.1063/1.3122984	journal	May 2009
Chaos-order transition in foraging behavior of ants Li, L.; Peng, H.; Kurths, J. Proceedings of the National Academy of Sciences, Vol. 111, Issue 23 https://doi.org/10.1073/pnas.1407083111	journal	May 2014
Three Drosophila mutations that block associative learning also affect habituation and sensitization. Duerr, J. S.; Quinn, W. G. Proceedings of the National Academy of Sciences, Vol. 79, Issue 11 https://doi.org/10.1073/pnas.79.11.3646	journal	June 1982
Habituation in non-neural organisms: evidence from slime moulds Boisseau, Romain P.; Vogel, David; Dussutour, Audrey Proceedings of the Royal Society B: Biological Sciences, Vol. 283, Issue 1829 https://doi.org/10.1098/rspb.2016.0446	journal	April 2016
Synapses and Memory Storage Mayford, M.; Siegelbaum, S. A.; Kandel, E. R. Cold Spring Harbor Perspectives in Biology, Vol. 4, Issue 6 https://doi.org/10.1101/cshperspect.a005751	journal	April 2012
Improved tetrahedron method for Brillouin-zone integrations Blöchl, Peter E.; Jepsen, O.; Andersen, O. K. Physical Review B, Vol. 49, Issue 23 https://doi.org/10.1103/PhysRevB.49.16223	journal	June 1994
Projector augmented-wave method Blöchl, P. E. Physical Review B, Vol. 50, Issue 24, p. 17953-17979 https://doi.org/10.1103/PhysRevB.50.17953	journal	December 1994
Density-functional theory and strong interactions: Orbital ordering in Mott-Hubbard insulators Liechtenstein, A. I.; Anisimov, V. I.; Zaanen, J. Physical Review B, Vol. 52, Issue 8 https://doi.org/10.1103/PhysRevB.52.R5467	journal	August 1995
Efficient iterative schemes for ab initio total-energy calculations using a plane-wave basis set Kresse, G.; Furthmüller, J. Physical Review B, Vol. 54, Issue 16, p. 11169-11186 https://doi.org/10.1103/PhysRevB.54.11169	journal	October 1996
From ultrasoft pseudopotentials to the projector augmented-wave method Kresse, G.; Joubert, D. Physical Review B, Vol. 59, Issue 3, p. 1758-1775 https://doi.org/10.1103/PhysRevB.59.1758	journal	January 1999
Magnitude and Origin of the Band Gap in NiO Sawatzky, G. A.; Allen, J. W. Physical Review Letters, Vol. 53, Issue 24 https://doi.org/10.1103/PhysRevLett.53.2339	journal	December 1984
Generalized Gradient Approximation Made Simple Perdew, John P.; Burke, Kieron; Ernzerhof, Matthias Physical Review Letters, Vol. 77, Issue 18, p. 3865-3868 https://doi.org/10.1103/PhysRevLett.77.3865	journal	October 1996
Generalized Gradient Approximation Made Simple [Phys. Rev. Lett. 77, 3865 (1996)] Perdew, John P.; Burke, Kieron; Ernzerhof, Matthias Physical Review Letters, Vol. 78, Issue 7 https://doi.org/10.1103/PhysRevLett.78.1396	journal	February 1997
Metal-insulator transitions Imada, Masatoshi; Fujimori, Atsushi; Tokura, Yoshinori Reviews of Modern Physics, Vol. 70, Issue 4, p. 1039-1263 https://doi.org/10.1103/RevModPhys.70.1039	journal	October 1998
Gradient-based learning applied to document recognition Lecun, Y.; Bottou, L.; Bengio, Y. Proceedings of the IEEE, Vol. 86, Issue 11 https://doi.org/10.1109/5.726791	journal	January 1998
Electrical conductivity relaxation studies of oxygen transport in epitaxial YBa/sub 2/Cu/sub 3/O//sub 7-γ/ thin films IEEE Transactions on Appiled Superconductivity, Vol. 13, Issue 2 https://doi.org/10.1109/TASC.2003.812032	journal	June 2003
Detection and Learning of Floral Electric Fields by Bumblebees Clarke, Dominic; Whitney, Heather; Sutton, Gregory Science, Vol. 340, Issue 6128 https://doi.org/10.1126/science.1230883	journal	February 2013
Neuronal Mechanisms of Habituation and Dishabituation of the Gill-Withdrawal Reflex in Aplysia Castellucci, V.; Pinsker, H.; Kupfermann, I. Science, Vol. 167, Issue 3926 https://doi.org/10.1126/science.167.3926.1745	journal	March 1970
Nanoionics-based resistive switching memories Waser, Rainer; Aono, Masakazu Nanoscience and Technology https://doi.org/10.1142/9789814287005_0016	book	August 2009
Physics of Ultrathin Films and Heterostructures of Rare-Earth Nickelates Middey, S.; Chakhalian, J.; Mahadevan, P. Annual Review of Materials Research, Vol. 46, Issue 1 https://doi.org/10.1146/annurev-matsci-070115-032057	journal	July 2016
Synaptic Plasticity and Memory: An Evaluation of the Hypothesis Martin, S. J.; Grimwood, P. D.; Morris, R. G. M. Annual Review of Neuroscience, Vol. 23, Issue 1 https://doi.org/10.1146/annurev.neuro.23.1.649	journal	March 2000
Competitive STDP-Based Spike Pattern Learning Masquelier, Timothée; Guyonneau, Rudy; Thorpe, Simon J. Neural Computation, Vol. 21, Issue 5 https://doi.org/10.1162/neco.2008.06-08-804	journal	May 2009
Brian: a simulator for spiking neural networks in Python Goodman, Dan; Brette, Romain BMC Neuroscience, Vol. 9, Issue S1 https://doi.org/10.1186/1471-2202-9-s1-p92	journal	July 2008
Synaptic Modifications in Cultured Hippocampal Neurons: Dependence on Spike Timing, Synaptic Strength, and Postsynaptic Cell Type Bi, Guo-qiang; Poo, Mu-ming The Journal of Neuroscience, Vol. 18, Issue 24 https://doi.org/10.1523/JNEUROSCI.18-24-10464.1998	journal	December 1998
Prolonged Habituation of the Gill-Withdrawal Reflex in Aplysia Depends on Protein Synthesis, Protein Phosphatase Activity, and Postsynaptic Glutamate Receptors Ezzeddine, Youssef; Glanzman, David L. The Journal of Neuroscience, Vol. 23, Issue 29 https://doi.org/10.1523/JNEUROSCI.23-29-09585.2003	journal	October 2003
Materials Data on SmNiO3 (SG:62) by Materials Project Persson, Kristin LBNL Materials Project; Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States) https://doi.org/10.17188/1200780	dataset	January 2016
Brian: a simulator for spiking neural networks in Python Goodman, Dan Frontiers in Neuroinformatics, Vol. 2 https://doi.org/10.3389/neuro.11.005.2008	journal	January 2008

Cited By (13)

Artificial Synapses Emulated by an Electrolyte-Gated Tungsten-Oxide Transistor Yang, Jing-Ting; Ge, Chen; Du, Jian-Yu Advanced Materials, Vol. 30, Issue 34 https://doi.org/10.1002/adma.201801548	journal	July 2018
Electron‐Doping Mottronics in Strongly Correlated Perovskite Chen, Jikun; Mao, Wei; Gao, Lei Advanced Materials, Vol. 32, Issue 6 https://doi.org/10.1002/adma.201905060	journal	December 2019
Revealing the role of lattice distortions in the hydrogen-induced metal-insulator transition of SmNiO3 Chen, Jikun; Mao, Wei; Ge, Binghui Nature Communications, Vol. 10, Issue 1 https://doi.org/10.1038/s41467-019-08613-3	journal	February 2019
Emerging perovskite materials for high density data storage and artificial synapses Wang, Yan; Lv, Ziyu; Zhou, Li Journal of Materials Chemistry C, Vol. 6, Issue 7 https://doi.org/10.1039/c7tc05326f	journal	January 2018
A computational study of hydrogen doping induced metal-to-insulator transition in CaFeO ₃ , SrFeO ₃ , BaFeO ₃ and SmMnO ₃ Yao, Shukai; Yoo, Pilsun; Liao, Peilin Physical Chemistry Chemical Physics, Vol. 21, Issue 45 https://doi.org/10.1039/c9cp04669k	journal	January 2019
Overcoming synthetic metastabilities and revealing metal-to-insulator transition & thermistor bi-functionalities for d-band correlation perovskite nickelates Chen, Jikun; Hu, Haiyang; Wang, Jiaou Materials Horizons, Vol. 6, Issue 4 https://doi.org/10.1039/c9mh00008a	journal	January 2019
Delta-temperatural electronic transportation achieved in metastable perovskite rare-earth nickelate thin films Chen, Jikun; Hu, Haiyang; Yajima, Takeaki Journal of Materials Chemistry C, Vol. 7, Issue 26 https://doi.org/10.1039/c9tc02327e	journal	January 2019
Organismic materials for beyond von Neumann machines Zhang, Hai-Tian; Panda, Priyadarshini; Lin, Jerome Applied Physics Reviews, Vol. 7, Issue 1 https://doi.org/10.1063/1.5113574	journal	March 2020
Correlation transports at p- / n- types in electron metastable perovskite family of rare-earth nickelates Chen, Jinhao; Yan, Fengbo; Hu, Haiyang Applied Physics Letters, Vol. 116, Issue 5 https://doi.org/10.1063/1.5140557	journal	February 2020
Interfacial charge-transfer Mott state in iridate–nickelate superlattices Liu, Xiaoran; Kotiuga, Michele; Kim, Heung-Sik Proceedings of the National Academy of Sciences, Vol. 116, Issue 40 https://doi.org/10.1073/pnas.1907043116	journal	September 2019
Carrier localization in perovskite nickelates from oxygen vacancies Kotiuga, Michele; Zhang, Zhen; Li, Jiarui Proceedings of the National Academy of Sciences, Vol. 116, Issue 44 https://doi.org/10.1073/pnas.1910490116	journal	October 2019
Polymorphous band structure model of gapping in the antiferromagnetic and paramagnetic phases of the Mott insulators MnO, FeO, CoO, and NiO Trimarchi, Giancarlo; Wang, Zhi; Zunger, Alex Physical Review B, Vol. 97, Issue 3 https://doi.org/10.1103/physrevb.97.035107	journal	January 2018
Revealing the role of lattice distortions in the hydrogen-induced metal-insulator transition of SmNiO3 Chen, Jikun; Mao, Wei; Wang, Jiaou ETH Zurich https://doi.org/10.3929/ethz-b-000325577	text	January 2019

Similar Records

Organismic materials for beyond von Neumann machines

Journal Article · Tue Jan 21 23:00:00 EST 2020 · Applied Physics Reviews · OSTI ID:1607862

Zhang, Hai-Tian; Panda, Priyadarshini; Lin, Jerome; +9 more

Neuromorphic learning with Mott insulator NiO

Journal Article · Thu Sep 16 00:00:00 EDT 2021 · Proceedings of the National Academy of Sciences of the United States of America · OSTI ID:1839947

Zhang, Zhen; Mondal, Sandip; Mandal, Subhasish; +14 more

Spatial Interactions in Hydrogenated Perovskite Nickelate Synaptic Networks

Journal Article · Fri Jul 28 00:00:00 EDT 2023 · Nano Letters · OSTI ID:1995470

Bisht, Ravindra Singh; Park, Jaeseoung; Yu, Haoming; +19 more

Related Subjects

59 BASIC BIOLOGICAL SCIENCES

Title: Habituation based synaptic plasticity and organismic learning in a quantum perovskite

Citation Formats

References (75)

Cited By (13)

Similar Records

Related Subjects