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Publications

Selected publications:

(For a full publication list, click here for Google Scholar” J. Joshua Yang ” )

  1. W. Song, M. Rao, Y. Li, C. Li, Y. Zhuo, F. Cai, M. Wu, W. Yin, Z. Li, Q. Wei, S. Lee, H. Zhu, L.Gong, M.Barnell, Q. Wu, P. A. Beerel, M. S.-W. Chen, N. Ge*, M. Hu*, Q. Xia* and J. Joshua Yang* “Programming Memristor Arrays with Arbitrarily High Precision for Analog Computing” SCIENCE 383, 903-910 (2024) “Reprint Link”
  2. S. Choi, J. Shin, G. Park, J. Eo, J. Jang J. Joshua Yang* and Gunuk Wang* “Three-dimensional stacking WOx physical reservoir array for learning and forecasting multiple dynamic time-series information” NATURE COMUNICATIONS 15, 2044 (2024)
  3. F. Aguirre, A. Sebastian, M. le Gallo, W. Song, T. Wang, and J. Joshua Yang, et. al, “Hardware implementation of memristor based artificial neural networks” NATURE COMUNICATIONS (2024, in press)
  4. I. H. Im, J. H. Baek, S. J. Kim, J. Kim, S. H. Park, J. Y. Kim, J. Joshua Yang* and H. W. Jang “Halide Perovskites-based Diffusive Memristors for Artificial Mechano- Nociceptive System” ADVANCED MATERIALS 202307334 (2024)
  5. M. Li, H. Liu, R. Zhao, F.-S. Yang, M. Chen, Y. Zhuo, C. Zhou, H. Wang, Y.-F. Lin and J. Joshua Yang* “Imperfection-enabled memristive switching in van der Waals materials” NATURE ELECTRONICS 6, 491-505 (2023)
  6. M. Rao, H. Tang, J. Wu, W. Song, M. Zhang, W. Yin, Y. Zhuo, F. Kiani, B. Chen, X. Jiang, H. Liu, H.-Y. Chen, R. Midya, F. Ye, H. Jiang, Z. Wang, M.Wu, M. Hu, H. Wang, Q. Xia, N. Ge, J. Li, and J. Joshua Yang* “Thousands of conductance levels in memristors integrated on CMOS” NATURE 615, 823 (2023). “Preview PDF”
  7. S. Choi, T. Moon, G. Wang, and J. Joshua Yang* “Filament-free memristors for computing” NANO CONVERGENCE 615, 823 (2023).
  8. M. Song, …, J. Joshua Yang, J. Kim, “Recent advances and future prospects for memristive materials, devices, and systems” ACS NANO 17, 11994 (2023).
  9. T. Moon, H. J. Lee, S. Nam, H. Bae, D. Choe, S. Jo, Y. S. Lee, Y. Park, J. Joshua Yang*, J. Heo, “Parallel synaptic design of ferroelectric tunnel junctions for neuromorphic computing” NEUROMORPHIC COMPUTING AND ENGINEERING 3, 024001 (2023).
  10. J. Joshua Yang*, J. Grollier, R. S. Williams, and R. Huang, “Neuromorphic Engineering: From Materials to Device Application”, ADVANCED MATERIALS (2023, Editorial).
  11. Special Issue on Neuromorphic Computing, J. Joshua Yang*, IEEE ELECTRON DEVICES MAGAZINE, (2023, Editorial).
  12. S. Kunwar, C. B. Somodi, R. A. Lalk, B. X. Rutherford, Z. Corey, P. Roy, D. Zhang, M. Hellenbrand, M. Xiao, J. L. MacManus‐Driscoll, Q. Jia, H. Wang, J. Joshua Yang*, W. Nie, A. Chen, “Protons: Critical Species for Resistive Switching in Interface‐Type Memristors” ADVANCED ELECTRONIC MATERIALS 9, 2200816 (2023).
  13. Y. Li, W. Song, Z. Wang, H. Jiang, P. Yan, P. Lin, C. Li, M. Rao, M. Barnell, Q. Wu, S. Ganguli, A. K Roy, Q. Xia*, and J. Joshua Yang* “Memristive field‐programmable analog arrays for analog computing” ADVANCED MATERIALS, 202206648 (2022).
  14. S. Asapu, J. N. Pagaduan, Y. Zhuo, R. Midya, T. Moon, D. Gao, J. Lee, Q. Wu, M. Barnell, S. Ganguli, R. Katsumata, Y. Chen, Q. Xia, and J. Joshua Yang* “Large remnant polarization in reliable W/HZO/W ferroelectric capacitors” Frontiers in Materials 9, 969188 (2022).
  15. Q. Shao, Z. Wang, and J. Joshua Yang* “Efficient AI with MRAM” NATURE ELECTRONICS 5, 67 (2022).
  16. Y. Zhuo, R. Midya, W. Song, Z. Wang, S. Asapu, M. Rao, P. Lin, H. Jiang, Q. Xia, R. S. Williams, and J. Joshua Yang* “A Dynamical Compact Model of Diffusive and Drift Memristors for Neuromorphic Computing” ADVANCED ELECTRONICS MATERIALS 8, 2100696 (2021).
  17. Q. Xia, J. Joshua Yang*, and R. Midya, “The secret order of disorder” NATURE MATERIALS 21, 134 (2022).
  18. F. Kiani, J. Yin, Z. Wang, J. Joshua Yang and Q. Xia,* “A fully hardware-based memristive multilayer neural network” SCIENCE ADVANCES 7, eabj4801 (2021).
  19. P. Yao J. Joshua Yang* “Deep Learning”, in “2021 Roadmap on Neuromorphic Computing and Engineering” NEUROMORPHIC COMPUTING AND ENGINEERING (2021).
  20. M. Rao, W. Song, F. Kiani, S. Asapu, Y.Zhuo, R. Midya, N. Upadhyay, Q. Wu, M. Barnell, P. Lin, C. Li, Z. Wang, Q. Xia, and J. Joshua Yang* “Timing Selector: using transient switching dynamics to solve the sneak path issue of crossbar arrays” SMALL SCIENCE 2, 2100072 (2021).
  21. K. Yang, J. Joshua Yang*, R. Huang*, and Y. Yang*, “Nonlinearity in Memristors for Neuromorphic Dynamic Systems” SMALL SCIENCE 2, 2100049 (2022).
  22. W. Wang, W. Song, P. Yao, Y. Li, J. Van Nostrand, Q. Qiu, D. Ielmini, and J. Joshua Yang* “Integration and co-design of memristive devices and algorithms for artificial intelligence”, iScience 23, 101809 (2020).
  23. Z. Wang, H. Wu, G. Burr, C. S. Hwang, K. L. Wang, Q. Xia* and J. Joshua Yang* “Resistive switching materials for information processing” NATURE REVIEWS MATERIALS 5, 173-195(2020, Invited Review).
  24. P. Lin, C. Li, Z. Wang, Y. Li, H. Jiang, W. Song, M. Rao, Y. Zhuo, N. K. Upadhyay, M. Barnell, Q. Wu, J. Joshua Yang* and Q. Xia* “Three-dimensional memristor circuits as complex neural networks” NATURE ELECTRONICS 3, 225–232 (2020). “Preview PDF”
  25. Y. Zhang, Z. Wang, J. Zhu, Y. Yang, M. Rao, W. Song, Y. Zhuo, X. Zhang, M. Cui, L. Shen, R. Huang, J. Joshua Yang*, “Brain-inspired computing with memristors: Challenges in devices, circuits, and systems”, APPLIED PHYSICS REVIEW 7, 011308 2020.
  26. X. Li, J. Tang, Q. Zhang, B. Gao, J. Joshua Yang, S. Song, W. Wu, W. Zhang, P. Yao, N. Deng, L. Deng, Y. Xie, H. Qian, H. Wu, “Power-efficient neural network with artificial dendrites” NATURE NANOTECHNOLOGY 15, 776-782(2020).
  27. T. Fu, X. Liu, H. Gao, J. E Ward, X. Liu, B. Yin, Z. Wang, Y. Zhuo, D. JF Walker, J. Joshua Yang, J. Chen, D. R Lovley, J. Yao “Bioinspired bio-voltage memristors” NATURE COMMUNICATIONS 11, 1861 (2020).
  28. C.Wang, S.Liang, S. Wang, P. Wang, Z. Li, Z. Wang, A. Gao, C. Pan, C. Liu, J. Liu, H. Yang, X. Liu, W. Song, C. Wang, X. Wang, K. Chen, Z. Wang, K. Watanabe, T. Taniguchi, J. Joshua Yang* and Feng Miao* “Gate-tunable van der Waals heterostructure for reconfigurable neural network vision sensor” SCIENCE ADVANCES 6, eaba6173(2020).
  29. P. Yao, H. Wu*, B. Gao, J. Tang, Q. Zhang, W. Zhang, J. Joshua Yang, H. Qian “Fully hardware-implemented memristor convolutional neural network” NATURE 577, 641 (2020).
  30. J. H. Yoon, J. Zhang, P. Lin, N. Upadhyay, P.Yan, Y. Liu,* Q. Xia, and J. Joshua Yang* “A Low-Current and Analog Memristor with Ru as Mobile Species” ADVANCED MATERIALS 32, 1904599 (2020).
  31. X. Zhang, Y. Zhuo, Q.Luo, Z. Wu, R. Midya, Z. Wang, W. Song, R.Wang, N. K. Upadhyay, Y. Fang, F. Kiani, M. Rao, Y. Yang, Q. Xia, Q. Liu*, M. Liu*, and J. Joshua Yang* “An artificial spiking afferent nerve based on Mott memristors for neurorobotics” NATURE COMMUNICATIONS 11, 51 (2020).
  32. F. Cai, S. Kumar, T. Van Vaerenbergh, R. Liu, C. Li, S. Yu, Q. Xia, J. Joshua Yang, R. Beausoleil, W. Lu, J. P. Strachan, N “Power-efficient combinatorial optimization using intrinsic noise in memristor Hopfield neural networks”, NATURE ELECTRONICS 3, 409-418 (2020).
  33. M. Rao, Z. Wang, C. Li, H. Jiang, R. Midya, P. Lin, D. Belkin, W. Song, S. Asapu, Q. Xia, and J. Joshua Yang* “Learning with resistive switching neural networks” IEDM 35.4, 835-838 (2019, invited paper).
  34. X. Zhang, Z. Wang, W. Song, R. Midya, Y. Zhuo, R.Wang, M. Rao, Q. Xia, J. Joshua Yang*, Qi Liu*, and M. Liu* “Experimental demonstration of conversion-based SNNs with 1T1R mott neurons for neuromorphic inference” IEDM 06.7 134-137 (2019).
  35. J. Tang, F. Yuan, X. Shen, Z.Wang, M. Rao, Y. He, Y. Sun, X. Li, W. Zhang, Y. Li, B. Gao, H. Qian, G. Bi, S.Song, J. Joshua Yang*, H. Wu* “Bridging Biological and Artificial Neural Networks with Emerging Neuromorphic Devices: Fundamentals, Progress, and Challenges” ADVANCED MATERIALS 1902761, (2019).
  36. Z. Wang, C. Li, P. Lin, M. Rao, Y. Nie, W. Song, Q. Qiu, Y. Li, P. Yan, J. P. Strachan, N. Ge, N. McDonald, Q. Wu, M. Hu, H. Wu, R. S.Williams, Q. Xia*, J. Joshua Yang* “In situ training of feedforward and recurrent convolutional memristor networks” NATURE MACHINE INTELLIGENCE 1, 434–442 (2019). “Preview PDF”
  37. W. Chen, C. Dou, K. Li, W. Lin, P. Li, J. Huang, W. Wei, J. Wang, C. Xue, Y. Chiu, Y. King, C. Lin, R. Liu, C. Hsieh, K. Tang, J. Joshua Yang, M. Ho, and M. Chang* “CMOS-integrated memristive non-volatile computing-in-memory for AI edge processors” NATURE ELECTRONICS 2, 420 – 428 (2019).
  38. R. Midya, Z. Wang, S. Asapu, X. Zhang, M. Rao, W. Song, Y. Zhuo, N. Upadhyay, Q. Xia*, and J. Joshua Yang* “Reservoir Computing using Diffusive Memristors” ADVANCED INTELLIGENT SYSTEMS 1900084, (2019).
  39. Q. Xia* and J. Joshua Yang* “Memristive crossbar arrays for bio-inspired computing” NATURE MATERIALS 18, 309–323 (2019).
  40. Z. Wang, C. Li, W. Song, M. Rao, D. Belkin, Y. Li, P. Yan, H. Jiang, P. Lin, M. Hu, J. P. Strachan, N. Ge, M. Barnell, Q. Wu, A. G. Barto, Q. Qiu, R. S. Williams, Q. Xia*, and J. Joshua Yang* “Reinforcement learning with analogue memristor arrays” NATURE ELECTRONICS 2, 115–124 (2019). “Preview PDF”
  41. C. Li, Z. Wang, M. Rao, D. Belkin, W. Song, H. Jiang, Y. Li, P. Lin, M. Hu, N. Ge, J. P. Strachan, M. Barnell, Q. Wu, R. S. Williams, J. Joshua Yang*, and Q. Xia* “Long short-term memory networks in memristor crossbar arrays” NATURE MACHINE INTELLIGENCE 1, 49–57 (2019). “Preview PDF”
  42. W. Sun, B. Gao, M. Chi, Q. Xia*, J. Joshua Yang*, H. Qian, H. Wu* “Understanding memristive switching via in-situ characterizations and device modeling” NATURE COMMUNICATIONS 10, 3453 (2019).
  43. E. J Fuller, S. T Keene, A. Melianas, Z. Wang, S. Agarwal, Y. Li, Y. Tuchman, C. D. James, M. J. Marinella, J. Joshua Yang, A. Salleo*, A. A. Talin* “Parallel programming of an ionic floating-gate memory array for scalable neuromorphic computing” SCIENCE 364, 570-574 (2019).
  44. J. H. Yoon, Z. Wang, K. M. Kim, H. Wu, V. Ravichandran, Q. Xia*, C. S. Hwang and J. Joshua Yang* “An artificial nociceptor based on a diffusive memristor” NATURE COMMUNICATIONS 9, 417 (2018).
  45. Z. Wang, S. Joshi, S. Savel’ev, W. Song, R. Midya, Y. Li, M. Rao, P. Yan, S. Asapu, Y. Zhuo, H. Jiang, P. Lin, C. Li, J. H.. Yoon, N. K. Upadhyay, J. Zhang, M. Hu, J. P. Strachan, M. Barnell, Q. Wu, H. Wu, R. Stanley Williams*, Q. Xia*, and J. Joshua Yang* “Fully memristive neural networks for pattern classification with unsupervised learning” NATURE ELECTRONICS 1, 137–145 (2018). “Preview PDF”
  46. Z. Wang, M. Rao , J. Han , J. Zhang , P. Lin , Y. Li , C. Li , W. Song , S. Asapu , R. Midya , Y. Zhuo , H. Jiang , J. H. Yoon , N. Upadhyay, S. Joshi , M. Hu , J. P. Strachan , M. Barnell , Q. Wu , H. Wu , Q. Qiu , R. S. Williams* , Q. Xia*, J. Joshua Yang* “Capacitive neural network with neuro-transistors” NATURE COMMUNICATIONS 9, 3208 (2018). “Preview PDF”
  47. C. Li, M. Hu, Y. Li, H. Jiang, N. Ge, E. Montgomery, J. Zhang, W. Song, N. Davila, C. E. Graves, Z. Li, J. P. Strachan*, P. Lin, Z. Wang, M. Barnell, Q. Wu, R. S. Williams, J. Joshua Yang*, Q. Xia* “Analogue signal and image processing with large memristor crossbars” NATURE ELECTRONICS 1, 52–59 (2018). “Preview PDF”
  48. C. Li, D. Belkin, Y. Li, P. Yan, M. Hu, N. Ge, H. Jiang, E. Montgomery, P. Lin, Z. Wang, J. P. Strachan, M. Barnell, Q. Wu, R. S. Williams, ,J. Joshua Yang*, Q. Xia* “Efficient and self-adaptive in-situ learning in multilayer memristive neural networks” NATURE COMMUNICATIONS 9, 2385 (2018). “Preview PDF”
  49. M. Wang, S. Cai, C. Pan, C. Wang, X. Lian, K. Xu, Y. Zhuo, J. Joshua Yang*, P. Wang*, F. Miao* “Robust memristors based on fully layered two-dimensional materials” NATURE ELECTRONICS 1, 130–136 (2018). “Preview PDF”
  50. H. Jiang, C. Li, R. Zhang, P. Yan, P. Lin, Y. Li, J. Joshua Yang*, D. Holcomb*, and Q. Xia* “Provable Key Destruction with Large Memristor Crossbars” NATURE ELECTRONICS 1, 548-554 (2018). “Preview PDF”
  51. Z. Wang, S. Joshi, S. E. Savel’ev, H. Jiang, R. Midya, P. Lin, M. Hu, N. Ge, J. P. Strachan,Z. Li, Q. Wu, M. Barnell, G-L Li, H. L. Xin, R. S. Williams, Q. Xia, and J. Joshua Yang* “Memristors with diffusive dynamics as synaptic emulators for neuromorphic computing” NATURE MATERIALS 16, 101-108 (2017). “Preview PDF”
  52. S. Pi, C. Li, H. Jiang, W. Xia, H. Xin, J. Joshua Yang, and Q. Xia* “Memristor crossbar arrays with 6-nm half-pitch and 2-nm critical dimension” NATURE NANOTECHNOLOGY 14, 35–39 (2019).
  53. M. Hu, C. E. Graves, C. Li, Y. Li, N. Ge, E. Montgomery, N. Davila, H. Jiang, R. S. Williams, J. Joshua Yang*, Qiangfei Xia*, and John Paul Strachan* “Memristor-based analog computation and neural network classification with a dot product engine” ADVANCED MATERIALS 29, 1705914 (2018).
  54. Z. Wang, M. Rao, R. Midya, S. Joshi, H. Jiang, P. Lin, W. Song, S. Asapu, Y. Zhuo, C. Li, H. Wu*, Q. Xia*, and J. Joshua Yang* “Threshold Switching of Ag or Cu in Dielectrics: Materials, Mechanism, and Applications” ADVANCED FUNCTIONAL MATERIALS 28, 1704862 (2018).
  55. J. Joshua Yang* and Q. Xia* “Battery-like artificial synapses” NATURE MATERIALS 16, 396-397 (2017). “Preview PDF”
  56. R. Midya, Z. Wang, J. Zhang, C. Li, S. Joshi, H. Jiang, P. Lin, K. Norris, N. Ge, Q. Wu, M. Barnell, Z. Li, R. S. Williams, Q. Xia*, and J. Joshua Yang* “Anatomy of Ag/Hafnia-Based Selectors with 1E10 Nonlinearity” ADVANCED MATERIALS 29, 1604457 (2017).
  57. J. H. Yoon, J. Zhang, X. Ren, Z. Wang, H. Wu, Z. Li, M. Barnell, Q. Wu, L. J. Lauhon, Q. Xia and J. Joshua Yang* “Truly Electroforming‐Free and Low‐Energy Memristors with Preconditioned Conductive Tunneling Paths” ADVANCED FUNCTIONAL MATERIALS 27, 1702010 (2017).
  58. H. Jiang, D. Belkin, S. Savel’ev, S. Lin, Z. Wang, Y. Li, S. Joshi, R. Midya, C. Li, M. Rao, M. Barnell, Q. Wu, J. Joshua Yang, Q. Xia “A novel true random number generator based on a stochastic diffusive memristor” NATURE COMMUNICATIONS 8, 882 (2017).
  59. C. Li, L. Han, H. Jiang, M. Jang, J. Joshua Yang, H. L. Xin and Q. Xia* “Three-dimensional crossbar arrays of self-rectifying Si/SiO2/Si memristors” NATURE COMMUNICATIONS 8, 15666 (2017).
  60. Ch. Wu, T. W. Kim*, H. Y. Choi, D. U. Lee, D. R. Strukov and J. Joshua Yang “Flexible three-dimensional artificial synapse networks with correlated learning and trainable memory capability” NATURE COMMUNICATIONS 8, 752 (2017).
  61. Ch. Wu, T. W. Kim*, T. Guo, F. Li, D. U. Lee, and J. Joshua Yang “Mimicking classical conditioning based on a single flexible memristor” ADVANCED MATERIALS 29, 1602890 (2017).
  62. B. J. Choi, J. Zhang, K. Norris, G. Gibson, K. M. Kim, W. Jackson, M. Zhang, Z. Li, J. Joshua Yang*, and R. Stanley Williams* “Trilayer Tunnel Selectors for Memristor Memory Cells” ADVANCED MATERIALS 28, 356-362 (2016).
  63. B. J. Choi, A. C. Torrezan, J. P. Strachan, P. G. Kotula, A. J. Lohn, M. J. Marinella, R. S. Williams* and J. Joshua Yang* “High-speed and low-energy nitride memristors” ADVANCED FUNCTIONAL MATERIALS 26, 5290-5296 (2016).
  64. B. J. Choi, A. C. Torrezan, K. J. Norris, F. Miao, J. P.Strachan, M.-X. Zhang, D. A. A. Ohlberg, N. P. Kobayashi, J. Joshua Yang*, and R. S. Williams “Electrical Performance and Scalability of Pt Dispersed SiO” NANO LETTERS 13, 3213-3217 (2013).
  65. J. Joshua Yang*, Dmitri B. Strukov*, Duncan R. Stewart* “Memristive devices for computing” NATURE NANOTECHNOLOGY 8, 13-24 (2013).
  66. J. Joshua Yang*, M.-X. Zhang, M. D. Pickett, F. Miao, J. P. Strachan, W. Li, W. Yi, D. A. A. Ohlberg, B. J. Choi, W. Wu, J. H. Nickel, G. Medeiros-Ribeiro and R. Stanley Williams* “Engineering nonlinearity into memristors for passive crossbar applications” APPLIED PHYSICS LETTERS 100, 113501 (2012).
  67. F. Miao, J. P. Strachan, J. Joshua Yang*, M.-X. Zhang, I. Goldfarb, A. C. Torrezan, P. Eschbach, R. D. Kelley, G. Medeiros-Ribeiro and R. S. Williams* “Anatomy of a nanoscale conduction channel reveals the mechanism of a high-performance memristor” ADVANCED MATERIALS 23, 5633 (2011).
  68. J. Borghetti, G. S. Snider, P. J. Kuekes, J. Joshua Yang, D. R. Stewart, R. S. Williams “Memristive’ switches enable ‘stateful’ logic operations via material implication” NATURE 464, 873–876 (2010).
  69. J. Joshua Yang*, M.-X. Zhang, John Paul Strachan, Feng Miao, Matthew D. Pickett, Ronald D. Kelley, G. Medeiros-Ribeiro, R. Stanley Williams* “High switching endurance in TaOx memristive devices” APPLIED PHYSICS LETTERS 97, 232102 (2010).
  70. J. Joshua Yang, J. Borghetti, D. Murphy, D. R. Stewart*, R. S. Williams* “A family of electronically reconfigurable nanodevices” ADVANCED MATERIALS 21, 3754 (2009).
  71. J. Joshua Yang, F. Miao, D. Ohlberg, D. Stewart, R. S Williams “Electroforming mechanism of metal/oxide/metal memristive switches” NANOTECHNOLOGY 20, 215201 (2009).
  72. J. Joshua Yang, M. D. Pickett, X. Li, D. A. A. Ohlberg, D. R. Stewart*, R. S. Williams “Memresistive switching mechanism for metal/oxide/metal nano-devices” NATURE NANOTECHNOLOGY 3, 429–433 (2008).
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