Physical Compact Model for Three-Terminal SONOS Synaptic Circuit Element

Yi, Su-in; Talin, A. Alec; Marinella, Matthew J.; Williams, R. Stanley

doi:10.1002/aisy.202200070

Physical Compact Model for Three-Terminal SONOS Synaptic Circuit Element

Journal Article · Sun May 22 00:00:00 EDT 2022 · Advanced Intelligent Systems

DOI:https://doi.org/10.1002/aisy.202200070· OSTI ID:1871979

^[1]; Talin, A. Alec ^[2]; Marinella, Matthew J. ^[3]; ^[1]

Texas A & M Univ., College Station, TX (United States)
Sandia National Lab. (SNL-CA), Livermore, CA (United States)
Arizona State Univ., Tempe, AZ (United States)

A well-posed physics-based compact model for a three-terminal silicon–oxide–nitride–oxide–silicon (SONOS) synaptic circuit element is presented for use by neuromorphic circuit/system engineers. Based on technology computer aided design (TCAD) simulations of a SONOS device, the model contains a nonvolatile memristor with the state variable QM representing the memristor charge under the gate of the three-terminal element. By incorporating the exponential dependence of the memristance on QM and the applied bias V for the gate, the compact model agrees quantitatively with the results from TCAD simulations as well as experimental measurements for the drain current. The compact model is implemented through VerilogA in the circuit simulation package Cadence Spectre and reproduces the experimental training behavior for the source–drain conductance of a SONOS device after applying writing pulses ranging from –12 V to +11 V, with an accuracy higher than 90%.

View Accepted Manuscript (DOE)

Research Organization:: Sandia National Laboratories (SNL-NM), Albuquerque, NM (United States)

Sponsoring Organization:: USDOE Office of Science (SC), Advanced Scientific Computing Research (ASCR); Air Force Office of Scientific Research (AFOSR)

Grant/Contract Number:: NA0003525

OSTI ID:: 1871979

Report Number(s):: SAND2022-5364J; 705514

Journal Information:: Advanced Intelligent Systems, Journal Name: Advanced Intelligent Systems Journal Issue: 9 Vol. 4; ISSN 2640-4567

Publisher:: WileyCopyright Statement

Country of Publication:: United States

Language:: English

References (35)

Li-Ion Synaptic Transistor for Low Power Analog Computing Fuller, Elliot J.; Gabaly, Farid El; Léonard, François Advanced Materials, Vol. 29, Issue 4 https://doi.org/10.1002/adma.201604310	journal	November 2016
Memristor-Based Analog Computation and Neural Network Classification with a Dot Product Engine Hu, Miao; Graves, Catherine E.; Li, Can Advanced Materials, Vol. 30, Issue 9 https://doi.org/10.1002/adma.201705914	journal	January 2018
Synaptic Resistors for Concurrent Inference and Learning with High Energy Efficiency Danesh, Cameron D.; Shaffer, Christopher M.; Nathan, Dhruva Advanced Materials, Vol. 31, Issue 18 https://doi.org/10.1002/adma.201808032	journal	February 2019
Filament‐Free Bulk Resistive Memory Enables Deterministic Analogue Switching Li, Yiyang; Fuller, Elliot J.; Sugar, Joshua D. Advanced Materials, Vol. 32, Issue 45 https://doi.org/10.1002/adma.202003984	journal	September 2020
A new floating-gate MOSFET model for analog circuit simulation and design Zhang, Chaoping; Hasan, S. M. Rezaul Analog Integrated Circuits and Signal Processing, Vol. 101, Issue 1 https://doi.org/10.1007/s10470-018-1374-3	journal	December 2018
The missing memristor found Strukov, Dmitri B.; Snider, Gregory S.; Stewart, Duncan R. Nature, Vol. 453, Issue 7191 https://doi.org/10.1038/nature06932	journal	May 2008
Training and operation of an integrated neuromorphic network based on metal-oxide memristors Prezioso, M.; Merrikh-Bayat, F.; Hoskins, B. D. Nature, Vol. 521, Issue 7550 https://doi.org/10.1038/nature14441	journal	May 2015
Deep learning LeCun, Yann; Bengio, Yoshua; Hinton, Geoffrey Nature, Vol. 521, Issue 7553 https://doi.org/10.1038/nature14539	journal	May 2015
Mastering the game of Go without human knowledge Silver, David; Schrittwieser, Julian; Simonyan, Karen Nature, Vol. 550, Issue 7676 https://doi.org/10.1038/nature24270	journal	October 2017
A non-volatile organic electrochemical device as a low-voltage artificial synapse for neuromorphic computing van de Burgt, Yoeri; Lubberman, Ewout; Fuller, Elliot J. Nature Materials, Vol. 16, Issue 4 https://doi.org/10.1038/nmat4856	journal	February 2017
Structural absorption by barbule microstructures of super black bird of paradise feathers McCoy, Dakota E.; Feo, Teresa; Harvey, Todd Alan Nature Communications, Vol. 9, Issue 1 https://doi.org/10.1038/s41467-017-02088-w	journal	January 2018
Equivalent-accuracy accelerated neural-network training using analogue memory Ambrogio, Stefano; Narayanan, Pritish; Tsai, Hsinyu Nature, Vol. 558, Issue 7708 https://doi.org/10.1038/s41586-018-0180-5	journal	June 2018
Fully memristive neural networks for pattern classification with unsupervised learning Wang, Zhongrui; Joshi, Saumil; Savel’ev, Sergey Nature Electronics, Vol. 1, Issue 2 https://doi.org/10.1038/s41928-018-0023-2	journal	February 2018
Reinforcement learning with analogue memristor arrays Wang, Zhongrui; Li, Can; Song, Wenhao Nature Electronics, Vol. 2, Issue 3 https://doi.org/10.1038/s41928-019-0221-6	journal	March 2019
Long short-term memory networks in memristor crossbar arrays Li, Can; Wang, Zhongrui; Rao, Mingyi Nature Machine Intelligence, Vol. 1, Issue 1 https://doi.org/10.1038/s42256-018-0001-4	journal	January 2019
Switching dynamics in titanium dioxide memristive devices Pickett, Matthew D.; Strukov, Dmitri B.; Borghetti, Julien L. Journal of Applied Physics, Vol. 106, Issue 7 https://doi.org/10.1063/1.3236506	journal	October 2009
High switching endurance in TaOx memristive devices Yang, J. Joshua; Zhang, M. -X.; Strachan, John Paul Applied Physics Letters, Vol. 97, Issue 23 https://doi.org/10.1063/1.3524521	journal	December 2010
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
Multiscale Co-Design Analysis of Energy, Latency, Area, and Accuracy of a ReRAM Analog Neural Training Accelerator Marinella, Matthew J.; Agarwal, Sapan; Hsia, Alexander IEEE Journal on Emerging and Selected Topics in Circuits and Systems, Vol. 8, Issue 1 https://doi.org/10.1109/JETCAS.2018.2796379	journal	March 2018
Reviewing the Evolution of the NAND Flash Technology Monzio Compagnoni, Christian; Goda, Akira; Spinelli, Alessandro S. Proceedings of the IEEE, Vol. 105, Issue 9 https://doi.org/10.1109/JPROC.2017.2665781	journal	September 2017
Eyeriss: An Energy-Efficient Reconfigurable Accelerator for Deep Convolutional Neural Networks Chen, Yu-Hsin; Krishna, Tushar; Emer, Joel S. IEEE Journal of Solid-State Circuits, Vol. 52, Issue 1 https://doi.org/10.1109/JSSC.2016.2616357	journal	January 2017
Using Floating-Gate Memory to Train Ideal Accuracy Neural Networks Agarwal, Sapan; Garland, Diana; Niroula, John IEEE Journal on Exploratory Solid-State Computational Devices and Circuits, Vol. 5, Issue 1 https://doi.org/10.1109/JXCDC.2019.2902409	journal	June 2019
Silicon-Based Floating-Body Synaptic Transistor With Frequency-Dependent Short- and Long-Term Memories Kim, Hyungjin; Park, Jungjin; Kwon, Min-Woo IEEE Electron Device Letters, Vol. 37, Issue 3 https://doi.org/10.1109/LED.2016.2521863	journal	March 2016
Memistor Is Not Memristor [Express Letters] No authors listed IEEE Circuits and Systems Magazine, Vol. 12, Issue 1 https://doi.org/10.1109/MCAS.2011.2181100	journal	January 2012
What's Next? [The end of Moore's law] Williams, R. Stanley Computing in Science & Engineering, Vol. 19, Issue 2 https://doi.org/10.1109/MCSE.2017.31	journal	March 2017
Memristive devices and systems Chua, L. O. Proceedings of the IEEE, Vol. 64, Issue 2 https://doi.org/10.1109/PROC.1976.10092	journal	January 1976
History Erase Effect in a Non-Volatile Memristor Ascoli, Alon; Tetzlaff, Ronald; Chua, Leon O. IEEE Transactions on Circuits and Systems I: Regular Papers, Vol. 63, Issue 3 https://doi.org/10.1109/TCSI.2016.2525043	journal	March 2016
A Family of Stateful Memristor Gates for Complete Cascading Logic Kim, Kyung Min; Williams, R. Stanley IEEE Transactions on Circuits and Systems I: Regular Papers, Vol. 66, Issue 11 https://doi.org/10.1109/TCSI.2019.2926811	journal	November 2019
Improved Hopfield Network Optimization Using Manufacturable Three-Terminal Electronic Synapses Yi, Su-In; Kumar, Suhas; Williams, R. Stanley IEEE Transactions on Circuits and Systems I: Regular Papers, Vol. 68, Issue 12 https://doi.org/10.1109/TCSI.2021.3119648	journal	December 2021
Memristor-The missing circuit element Chua, L. IEEE Transactions on Circuit Theory, Vol. 18, Issue 5 https://doi.org/10.1109/TCT.1971.1083337	journal	January 1971
A Compact Model for ISPP of 3-D Charge-Trap NAND Flash Memories Kim, Minsoo; Kim, Sungbak; Shin, Hyungcheol IEEE Transactions on Electron Devices, Vol. 67, Issue 8 https://doi.org/10.1109/TED.2020.3000448	journal	August 2020
Parallel programming of an ionic floating-gate memory array for scalable neuromorphic computing Fuller, Elliot J.; Keene, Scott T.; Melianas, Armantas Science, Vol. 364, Issue 6440 https://doi.org/10.1126/science.aaw5581	journal	April 2019
ISAAC: a convolutional neural network accelerator with in-situ analog arithmetic in crossbars Shafiee, Ali; Nag, Anirban; Muralimanohar, Naveen ACM SIGARCH Computer Architecture News, Vol. 44, Issue 3 https://doi.org/10.1145/3007787.3001139	journal	June 2016
Backpropagation Applied to Handwritten Zip Code Recognition LeCun, Y.; Boser, B.; Denker, J. S. Neural Computation, Vol. 1, Issue 4 https://doi.org/10.1162/neco.1989.1.4.541	journal	December 1989
Novel Program Scheme of Vertical NAND Flash Memory for Reduction of Z-Interference Yi, Su-in; Kim, Jungsik Micromachines, Vol. 12, Issue 5 https://doi.org/10.3390/mi12050584	journal	May 2021

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42 ENGINEERING
Compact model
Memristor
Neuromorphic
SONOS
Three-terminal synaptic device

Physical Compact Model for Three-Terminal SONOS Synaptic Circuit Element

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