Publications

2018

  • H. Nili, G.C. Adam, B. Hoskins, M. Prezioso, J. Kim, M.R. Mahmoodi, F. Merrikh Bayat, O. Kavehei, and D.B. Strukov, "Hardware-intrinsic security primitives enabled by analogue state and nonlinear conductance variations in integrated memristors", Nature Electronics 1, pp. 197–202, 2018 (featured on journal cover)
  • D. Gavrilov, D.B. Strukov, and K.K. Likharev, "Capacity, fidelity, and noise tolerance of associative spatial-temporal memories based on memristive neuromorphic networks", Frontiers in Neuroscience, 2018 (accepted).
  • A. Madhavan, T. Sherwood, and D.B. Strukov, "High-throughput pattern matching with CMOL FPGA circuits: Case for logic-in-memory computing", IEEE Transactions on Very Large Scale Integration (VLSI) Systems, 2018 (early access). 
  • F. Merrikh Bayat, X. Guo, M. Klachko, M. Prezioso, K.K. Likharev, and D.B. Strukov, “High-performance mixed-signal neurocomputing with nanoscale floating-gate memory cells”, IEEE Trans. Neural Networks & Learning Systems, 2018 (early access).
  • D.B. Strukov, “Tightening grip”, Nature Materials, 2018 (early access).
  • M.R. Mahmoodi and D.B. Strukov, "An ultra low energy internally analog, externally digital vector-matrix multiplier circuit based on NOR flash memory technology", in: Proceedings of DAC’18, San Francisco, CA, June 2018 (accepted).
  • X. Guo, F. Merrikh Bayat, M. Prezioso, and D.B. Strukov, "180-nm NOR-flash mixed-signal neuromorphic image classifier: Chip-to-chip statistics, retention, and temperature sensitivity", in: Proceedings of GOMAC Tech’18, Orlando, FL, Mar. 2018 (accepted).

2017

       --------
  • X. Guo, “Mixed-signal neurocomputing based on floating-gate memories”, PhD thesisUC Santa Barbara, Mar2017.
  • H. Nili, G.C. Adam, M. Prezioso, J. Kim, O. Kavehei, and D. Strukov, Reconfigurable cryptographic primitives based on integrated memristive crossbars”, abstract in: MRS Fall Meeting, Boston, MA, Dec. 2017.
  • B.D. Hoskins, G.C. Adam, E. Strelcov, A. Kolmakov, N. Zhitenev, D.B. Strukov, and J.J. McClelland, "Principles and practice of electron beam induced current microscopy of resistive nanodevices", abstract in: NIST/Intel Symposium on Nanoelectronics Characterization & Metrology Advances and Breakthroughs, Gaithersburg, MD, Nov. 2017.
  • D.B. Strukov, " Neurocomputing with emerging nonvolatile memories", abstract in: Workshop on Neuro-inspired Computing Using Nanoelectronic Devices, San Diego, CA, Oct. 2017 (invited).
  • D.B. Strukov, "Emerging memories for neurocomputing", tutorial at ESSDERC'17Leuven, Belgium, Sept. 2017 (invited).
  • D.B. Strukov, "Mixed-signal nanoelectronic neurocomputing",extended abstract in: S3S'17, San Francisco, CA, Oct. 2017 (invited).
  • G.C. Adam, B.D. Hoskins, B. Chakrabarti, and D. Strukov, "Challenges and progress in 3-dimensional stacking of passive analog ReRAM crossbars", abstract in: IMEC-Stanford International Workshop on Resistive Switching Memories, Leuven, Belgium, Sept. 2017.
  • D.B. Strukov, "Unconventional computing with memristors", abstract in: XXVI International Materials Research Congress, Aug. 2017 (invited).
  • D.B. Strukov, Hardware security and in-memory computing with memristive devices", talk at IEEE International Roadmap for Devices and Systems, Albuquerque, NM, July 2017 (invited).
  • M. Prezioso, F. Merrikh Bayat, Y. Zhong, and D. Strukov, "TiO2-based memristor enables experimental biological-like STDP coincidence detection", abstract in: E-MRS Symposium, Strasbourg, France, May 2017.
  • G.C. Adam, B. Chakrabarti, H. Nili, B.D. Hoskins, and D.B. Strukov, "Fabrication, CMOS integration and applications of non-volatile 3D metal oxide crossbars", extended abstract in: MEMRISYS'17, Athens, Greece, April 2017.
  • D.B. Strukov, "Memristor-based spiking neuromorphic networks", abstract in: MRS Spring Meeting, Phoenix, AR, Apr. 2017 (invited).
  • D.B. Strukov, "Mixed-signal nanoelectronic hardware for ultra-fast, ultra-energy- efficient neuromorphic computing", abstract in: Workshop on Energy Consequences of Information, Santa Fe, NM, Feb. 2017. 

2016

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  • B. Hoskins, “Processing and characterization of TiO2-based resistive switches”, PhD thesisUC Santa Barbara, Sept. 2016.
  • A. Madhavan, “Abusing hardware race conditions to perform useful computation”, PhD thesisUC Santa Barbara,  Sept. 2016.
  • E. Zamanidoost, "Hardware aware and architecture friendly training of memristor-based neural network pattern classifiers", PhD thesisUC Santa Barbara, Nov. 2016.
  • B. Chakrabarti, M. Lastras-Montano, G. Adam, M. Prezioso, B. Hoskins, A. Shkabko, K.-T. Cheng, and D. Strukov, “High-precision tunable multilevel Al2O3/TiOx bilayer memristive devices monolithically integrated on CMOS substrate for stand-alone memory applications”, abstract in: MRS Fall Meeting, Boston, MA, Dec. 2016.
  • D. Strukov, “Neuromorphic computing with resistive switching devices”, abstract in: MRS Fall Meeting, Boston, MA, Dec. 2016 (invited).
  • D. Strukov, “Emerging memory technologies for neuromorphic computing”, abstract in: Non-Volatile Memory Technology Symposium, Pittsburg, PA, Oct. 2016 (invited).
  • D. Strukov, “Emerging memory technologies for neuromorphic computing”, abstract in: International Conference on Solid State Devices and Materials, Tsukuba, Japan, Sept. 2016 (invited).
  • D. Strukov, “Neuromorphic engineering with emerging memory devices”, abstract in: Communications, Microsystems, Optoelectronics, and Sensors Emerging Technologies Conference, Montreal, Canada, May 2016 (invited).
  • M. Prezioso,  "Brain-inspired computation based on memristive devices", abstract in: E-MRS Symposium, Lille, France, May 2017 (invited).

2015

            -------

  • G. Adam, “3D integrated memristive devices for memory and computing”, PhD thesisUC Santa Barbara, Dec. 2015.
  • F. Merrikh Bayat, “Towards efficient implementation of neuromorphic systems with emerging device technologies”,  PhD thesisUC Santa Barbara, Apr. 2015. 
  • G. Adam, B. Hoskins, B. Chakrabarti, and D.B. Strukov, "Improving Pt/TiO2-x/Pt memristor performance via in-situ contacts", abstract in: MRS Fall Meeting, Boston, Ma, Dec. 2015.
  • F. Merrikh Bayat, "Towards flash-based implementation of deep-learning networks”, abstract in: NVMTS'15, Beijing, China, Oct. 2015 (invited)
  • M. Prezioso, "Neural networks implementation based on passive memristive crossbars", abstract in: NVMTS'15Beijing, China, Oct. 2015 (invited)
  • B.D. Hoskins, G.C. Adam, M. Prezioso, and D.B. Strukov, "Process control in reactive sputter deposition of Al2O3/TiO2-x memristive bilayer devices", abstract in: E-MRS Spring Meeting, Lille, France, May 2015.
  • G.C. Adam, B.D. Hoskins, M. Prezioso, and D.B. Strukov, "Stacked bipolar resistive switches using non-stoichiometric TiO2-x", abstract in: E-MRS Spring Meeting, Lille, France, May 2015.
  • M. Prezioso, F. Merrikh-Bayat, B. Hoskins, and D.B. Strukov, "Experimental biological-like mSTDP learning windows and random walk dynamics in a TiO2-based memristor", abstract in: E-MRS Spring Meeting, Lille, France, May 2015.
  •  F. Merrikh-Bayat, M. Prezioso, B.D. Hoskins, G.C. Adam, and D.B. Strukov, "Pattern classifier with memristor crossbar-based synaptic weights", abstract in: E-MRS Spring Meeting, Lille, France, May 2015.
  • M. Prezioso, "Operation of a memristor-based single layer neural network", abstract in: Workshop on Innovative Sensing for Robotics: Focus on Neuromorphic Sensors (co-located with ICRA'15), Seattle, WA, May 2015 (invited)
  • F. Merrikh-Bayat, "Artificial neural network implementation based on emerging memory technologies", abstract in: CMOSET'15, Vancouver, Canada, May 2015 (invited)
  • F. Merrikh-Bayat, "Next generation of neuromorphic hardware", abstract in: 1st Workshop on Memristors – Devices, Models, Circuits, Systems and Applications, Lisbon, Portugal, May 2015 (invited)

2014

            -------
  • M. Prezioso, F. Merrikh-Bayat, B. Hoskins, G. Adam, K.K. Likharev, and D. Strukov, "Pattern classification by memristive crossbar array", abstract in: Workshop on Innovative Nanoscale Devices and Systems, Kohala coast, HI, Dec. 2014 (invited).
  • B.L. Geist, D. Strukov, and V. Kochergin, "Experimental and theoretical investigation of minimization of forming-induced variability in resistive memory devices", abstract in: MRS Fall Meeting, Boston, Ma, Dec. 2014.
  • M. Prezioso, F. Merrikh-Bayat, B. Hoskins, G. Adam, D. B. Strukov, and K.K. Likharev, "Training and operation of an integrated neural network based on metal-oxide memristors", abstract in: Annual International Conference on Biologically Inspired Cognitive Architectures, Boston, MA, Nov. 2014 (invited).
  • M. Prezioso, F. Merrikh-Bayat, B. Hoskins, G. Adam and D. Strukov, "Pattern classification by memristive crossbar array", abstract in: Symposium on Adaptive Materials, Devices and Systems, Rhodes, Greece, Nov. 2014 (invited).
  • M. Prezioso, F. Merrikh-Bayat, B. Hoskins, G. Adam and D. Strukov, "A progress update on memristor-based pattern classifiers", abstract in: 9th Annual International Mixed-Signals, Sensors, and Systems Test Workshop, Porto Alegre, Brazil, Sept. 2014 (invited).
  • D. Strukov, "Neuromorphic computing with memristive circuits", abstract in: CIMTEC'14: Motecatini Terma, Italy, June 2014 (invited).
  • D. Strukov, "Analog computing with memristive circuits", abstract in: EMRS'14, Lille, France, May 2014 (invited).
  • F. Alibart and D.B. Strukov, Pattern classification and recognition with memristive circuits”, extended abstract in: Workshop on Memristor Science and TechnologyDATE'14, Dresden, Germany, March 2014.
  • B. Hoskins and D. Strukov, "Reactive sputter deposition of titanium oxides for resistive switching”, abstract in: Materials Research Outreach Program Symposium, Santa Barbara, CA, Jan.-Feb. 2014.

2013

  --------
  • D. Strukov, A. Mishchenko, and R. Brayton, “Maximum throughput logic synthesis for stateful logic: A case study”, Technical Report, UC Santa Barbara, 2013.   
  • F. Merrikh-Bayat, B. Hoskins, G. Adam, M. Prezioso, L. Gao, and D.B. Strukov, “Characterization of switching behavior in Pt/TiO2-x/Pt memristive devices”, abstract in: Materials Research Society Fall Meeting, Boston, MA, Dec. 2013.
  • L. Gao, B. Hoskins, L.A. Neely, V. Kochergin, and D.Strukov, “The effect of ion implantation on the resistive switching in Pt/TiO2-x/Pt devices”, abstract in: Electronic Materials Conference, South Bend, IN, June 2013
  • E. Zamanidoost, F. Alibart, B. Hoskins, D. Strukov, “Experimental demonstration of pattern classification with memristive crossbar circuits”, abstract in: Materials Research Outreach Program Symposium, Santa Barbara, CA, Jan.-Feb. 2013
  • Y. Kim, S.J. Kelly, A. Morozovska, E.K. Rahani, E. Strelcov, E. Eliseev, S. Jesse, M.D. Biegalski, N. Balke, N. Bedenek, D. Strukov, J. Aarts, I. Hwang, S. Oh, J.S. Choi, T. Choi, B.H. Park, V.B. Shenoy, P. Maksimovych, and S.V. Kalinin, "Mechanically driven electroresistive switching”, abstract in: MRS Spring Meeting, San Francisco, CA, Apr. 2013
  • F. Alibart, E. Zamanidoost, and D.B. Strukov, "Pattern classification by memristive crossbar circuit with ex-situ and in-situ training", abstract in: MRS Spring Meeting, San Francisco, CA, Apr. 2013

2012

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  • D.B. Strukov, “3D hybrid CMOS/memristor circuits: Basic principle and prospective applications”, extended abstract in: Conference on Optoelectronics and Microelectronics Materials and Devices, Melbourne, Australia, Dec. 2012 (invited)
  • D.B. Strukov, “Computing with memristors”, abstract in: Symposium on “The Future of Computing”, Delft, Netherland, Nov. 2012 (invited)
  • F. Alibart, E. Zamanidoost, and D.B. Strukov, “Pattern classification with memristive crossbar circuits”, abstract in: Memristors for Computing, Clythia, Frejus, France, Nov. 2012 (invited)
  • B. Hoskins, F. Alibart, and D. Strukov, “Modeling of switching dynamics for TiO2-x memristive devices”, extended abstract in: Nature Conference on Frontiers in Electronic Materials: Correlation Effects and Memristive Phenomena, Aachen, Germany, June 2012
  • A. Madhavan, G. Adam, L. Gao, and D. B. Strukov, “Analog and digital computing with memristive devices”, extended abstract in: Nature Conference on Frontiers in Electronic Materials: Correlation Effects and Memristive Phenomena, Aachen, Germany, June 2012
  • G. Adam, F. Alibart, L. Gao, B. Hoskins, D. Strukov, “Fighting variations in Pt/TiO2-x/Pt and Ag/a-Si/Pt memristive devices”, extended abstract in: Nature Conference on Frontiers in Electronic Materials: Correlation Effects and Memristive Phenomena, Aachen, Germany, June 2012
  • F. Alibart, L. Gao, B. Hoskins, and D. Strukov, “High-precision tuning of resistive state in titanium dioxide for analog electronics”, abstract in: MRS Spring Meeting, San Francisco, CA, Apr. 2012
  • Y. Kim, A. Kumar, A.N. Morozovska, S. Jesse, F.  Alibart, D. Strukov, S.V.  Kalinin, “Electromechanical hysteresis loop in transition metal oxides: Electrochemistry or ferroelectricity?”, abstract in: MRS Spring Meeting, San Francisco, CA, Apr. 2012
  • A.S. Aleksandrov, A.M. Bratkovsky, B. Bridle, S.E. Savel’ev, D.B. Strukov and R.S. Williams, “Current-controlled negative differential resistance due to Joule heating in TiO2”, abstract in: APS March Meeting, Boston, MA, Mar. 2012
  • G. Adam, F. Alibart, L. Gao, B. Hoskins, and D.B. Strukov, "Resistive swithcing in Pt/TiO2-x/Pt and Ag/a-Si/Pt thin-film devices", abstract in Materials Research Outreach Program Symposium, Santa Barbara, CA, Jan.-Feb. 2012

2011

            --------
  • G. Adam, "3D implication logic: Preliminary results", PhD forum paper in: International Conference on Field-Programmable Technology (FPT'11), New Delhi, India, Dec. 2011, pp. 1-3
  • F. Alibart, G. Adam, T. Lo, and D. Strukov, “Memristive devices and circuits”, abstract in: Materials Research Outreach Program Symposium, Santa Barbara, CA, Jan.-Feb. 2011
  • D. Strukov, "Analog and digital hybrid CMOS/memristor circuits as a future computing paradigm", abstract in: International Symposium on Nanoscale Phenomena in Polar Materials, Vancouver, Canada, Jul. 2011 (invited)

2010

  • D.B. Strukov, D.R. Stewart, J. Borghetti, X. Li, M. Pickett, G. Medeiros-Ribiero, W. Robinett, G. Snider, J.P. Strachan, W. Wu, Q. Xia, J.J. Yang, and R.S. Williams, “Hybrid CMOS/memristor circuits”, in: Proceedings of ISCAS’10, Paris, France, May-Jun. 2010, pp. 1967-1970 (review, invited)
  • D. Strukov and A. Mishchenko, “Monolithically stackable hybrid FPGA”, in: Proceedings of DATE’10, pp. 661-667, Dresden, Germany, Mar. 2010 (invited)
             --------
  • D. Strukov, “Hybrid CMOS/memristor circuits as future computing paradigm”, abstract in:  International Conference on Nanotechnology, Seoul, Korea, Aug. 2010 (invited)
  • D. Strukov, “Coupled ionic and electronic transport model of thin-film semiconductor nanodevices", abstract in:  International Conference on Theoretical Physics, Dubna, Russia, Jul. 2010


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2009

            --------
  • D.B. Strukov, J. Borghetti, M. Pickett, G. Ribeiro-Medeiros, J. P. Strachan, J. Yang, and R. Stanley Williams, “Thermally- assisted drift-diffusion model of resistance switching in thin film metal oxide nanodevices”, abstract in: MRS Spring Meeting, San Francisco, CA, Apr. 2009
  • M. D. Pickett, J. Borghetti, D. Strukov, J. Yang, J. P. Strachan, G. Ribeiro-Medeiros, D. Stewart, and R. S. Williams, “A predictive parametric model for quantifying the dynamical behavior of off switching in TiO2 resistance change devices”, abstract in: MRS Spring Meeting, San Francisco, CA, Apr. 2009
  • J. Borghetti, D. Strukov, M. Pickett, J. Yang, J. P. Strachan, X. Li, G. Medeiros-Ribeiro, and R. S. Williams, “Electrical transport and self heating in titanium oxide memristive switches”, abstract in: MRS Spring Meeting, San Francisco, CA, Apr. 2009
  • J.P. Strachan, J. J. Yang, R. Muenstermann, J. Borghetti, M.D. Pickett, D. Strukov, G. Medeiros-Ribeiro, R. S. Williams, “Spatially-resolved, x-ray based spectroscopy of metal/oxide/metal switches”, abstract in: MRS Spring Meeting, San Francisco, CA, Apr. 2009
  • J. J. Yang, J. Borghetti, D. Murphy, J. P. Strachan, M. D. Pickett, D. Strukov, G. M. Ribeiro, D. R. Stewart and R. S. Williams, “Reconfigurable nanodevice family combining memristive switching and rectification”, abstract in: MRS Spring Meeting, San Francisco, CA, Apr. 2009

2008

  • D.B. Strukov, “Hybrid integrated circuits for digital electronics”, in: Nanoelectronics and Photonics, A. Korkin and R. Federico, Eds., Berlin: Springer, pp. 15-57, 2008 (book chapter, review)
  • D.B. Strukov, G. Snider, D.R. Stewart, and R.S. Williams, “The missing memristor found”, Nature 453, pp. 80-83, 2008 
  • D.B. Strukov, G. Snider, D.R. Stewart, and R.S. Williams, “Memristor: The fourth fundamental passive circuit element”, in: Proceedings of HP TechCon’08, Boston, MA, May 2008
  • J. Yang, D. Ohlberg, J. Borghetti, D.B. Strukov, W. Tong, D. Stewart, and R.S. Williams, “The physics of metal oxide nano-switches”, in: Proceedings of HP TechCon’08, Boston, MA, May 2008 
            -------
  • D.B. Strukov, J.L. Borghetti, G. Snider, D.R. Stewart, and R.S. Williams, “A memristive switching model of two-terminal programmable nanodevices”, abstract in: APS March Meeting, New Orleans, LA, Mar. 2008
  • D.B. Strukov, J.L. Borghetti, and R.S. Williams, “Transport model of thin film semiconductor memristive devices”, abstract in: Memristor and Memristive Systems Symposium, Berkeley, CA,  Nov , 2008


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2007

            -------
  • D.B. Strukov, “CMOL FPGA CAD 1.0”, Stony Brook University, 2007 (technical report) 

2006

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2005

            -------
  • J. H. Lee, X. Ma, D. B. Strukov, Ö. Türel, and K. K. Likharev, “Possible applications of CMOL circuits”, abstract in: Molecular-Scale Electronics VII Conference, San Diego, CA, Jan 2005.   

- 2004

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Last updated on February 2nd, 2018