Publications

Standing on the Shoulders of Giants

last update: 2020-12-29, more on Goole Scholar

Peer-Reviewed Papers

  1. K. Bergren, …, P. Lin et al, “Roadmap on emerging hardware and technology for machine learning”, Nanotechnology 32, 012002 (2020).
  2. H. Yeun†, P. Lin†, C. Choi†, S. Tan, Y. Park, D. Lee, S. Kim and J. Kim, “Alloying conducting channels for reliable analog computing”, Nature Nanotechnology 15, 574-579 (2020).
  3. P. Lin, C. Li, Z. Wang, Y. Li, H. Jiang, W. Song, M. Rao, Y. Zhuo, N. Upadhyay, M. Barnell, Q. Wu, Q. Xia and J.J. Yang, “Three-Dimensional Memristor Circuits as Complex Neural Networks”, Nature Electronics 3, 225-232 (2020) (featured as cover article)
  4. N. Upadhyay, W. Sun, P. Lin, S. Joshi, R. Midya, X. Zhang, Z. Wang, H. Jiang, J. H. Yoon, M. Rao, M. Chi, Q. Xia and J. J. Yang, “A Memristor with low switching current and voltage for 1S1R integration and array operation”, Advanced Electronic Materials, 1901411 (2020)
  5. J. H. Yoon, J. Zhang, P. Lin, N. Upadhyay, P. Yan, Y. Liu, Q. Xia and J. J. Yang, “A Low-current and analog memristor with Ru as mobile species”, Advanced Materials, 1904599 (2020)
  6. M. Rao, Z. Wang, C. Li, H. Jiang, R. Midya, P. Lin, D. Belkin, W. Song, S. Asapu, Q. Xia and J. J. Yang, “Learning with resistive switching neural networks”, IEDM, 35.4 (2019)
  7. 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 and J.J. Yang, “In situ training of feed-forward and recurrent convolutional memristor networks”, Nature Machine Intelligence 1, 434-442 (2019)
  8. R. Midya, Z. Wang, S. Asapu, S. Joshi, Y. Li, Y. Zhuo, W. Song, H. Jiang, N. Upadhay, M. Rao, P. Lin, C. Li, Q. Xia and J. J. Yang, “Artificial Neural Network (ANN) to Spiking Neural Network (SNN) Converters Based on Diffusive Memristors”, Advanced Electronic Materials 5(9), 1900060 (2019)
  9. S. H. Bae, H. Kum, W. Kong, Y. Kim, C. Choi, B. Lee, P. Lin, Y. Park and J. Kim, “Integration of bulk materials with two-dimensional materials for physical coupling and applications”, Nature Materials 18, 550-560 (2019)
  10. C. Li, Z. Wang, M. Rao, D. Belkin, W. Song, H. Jiang, P. Yan, Y. Li, P. Lin, M. Hu, N. Ge, J. P. Strachan, M. Barnell, Q. Wu, R. S. Williams, J. J. Yang and Q. Xia, “Long short-term memory networks in memristor crossbar arrays”, Nature Machine Intelligence 1, 49-57 (2019)
  11. 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. J. Yang, “Reinforcement learning with analogue memristor arrays”, Nature Electronics 2, 115-124 (2019)
  12. H. Jiang, C. Li, P. Lin, S. Pi, J. J. Yang and Q. Xia, “Scalable 3D Ta:SiOx memristive devices”, Advanced Electronic Materials 5(9), 1800958 (2019)
  13. S. Tan, P.Lin, H. Yeun, S. Choi, Y. Park and J. Kim “Perspective on Uniform Switching of Artificial Synapses for Large-scale Neuromorphic Arrays”, APL Materials 6, 120901 (2018)
  14. P.Lin and Q. Xia, “Tutorial: Fabrication and three-dimensional integration of nanoscale memristive devices and arrays”, Journal of Applied Physics 124, 152001 (2018)
  15. H. Jiang, C. Li, R. Zhang, P. Yan, P.Lin, Y. Li, J. J. Yang, D. Holcomb and Q. Xia, “A provable key destruction scheme based on memristive crossbar arrays”, Nature Electronics 1, 548-554 (2018)
  16. Z. Wang, M. Rao, J.-W. Han, J. Zhang, P.Lin, Y. Li, C. Li, W. Song, S. Asapu, R. Midya, Y. Zhuo, H. Jiang, J. H. Yoon, N. K. Upadhyay, S. Joshi, M. Hu, J. P. Strachan, M. Barnell, Q. Wu, H. Wu, Q. Qiu, R. S. Williams, Q. Xia and J. J. Yang, “Capacitive neural network with neuro-transistors”, Nature Communications 9, 3208 (2018)
  17. C. Li, D. Belkin, Y. Li, P. Yan, M. Hu, N. Ge, H. Jiang, E. Montgomery, P.Lin, Z. Wang, W. Song, J. P. Strachan, M. Barnell, Q. Wu, R. S. Williams, J. J. Yang and Q. Xia, “Efficient and self-adaptive in-situ learning in multilayer memristor neural networks”, Nature Communications 9, 2385 (2018)
  18. C. Li, Y. Li, H. Jiang, W. Song, P.Lin, Z. Wang, J. J. Yang and Q. Xia, “Large Memristor Crossbars for Analog Computing”, Circuits and Systems (ISCAS), 2018 IEEE International Symposium on (2018)
  19. Z. Wang, R. Midya, S. Joshi, H. Jiang, C. Li, P.Lin, W. Song, M. Rao, Y. Li, M. Barnell, Q. Wu, Q. Xia and J. J. Yang, “Unconventional computing with diffusive memristor”, Circuits and Systems (ISCAS), 2018 IEEE International Symposium on (2018)
  20. C. Li, D. Belkin, Y. Li, M. Hu, N. Ge, H. Jiang, E. Montgomery, P.Lin, Z. Wang, J. P. Strachan, M. Barnell, Q. Wu, R. S. Williams, J. J. Yang and Q. Xia, “In-Memory Computing with Memristor Arrays”, 2018 IEEE International Memory Workshop (2018)
  21. 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. S. Williams, Q. Xia and J. J. Yang, “Fully memristive neural networks for pattern classification with unsupervised learning”, Nature Electronics 1, 137 (2018)
  22. R. Zhang, H. Jiang, Z. Wang, P.Lin, Y. Zhuo, D. Holcomb, D. Zhang, J.J. Yang and Q. Xia. “Nanoscale diffusive memristor crossbars as physical unclonable functions”, Nanoscale 10, 2721-2726 (2018)
  23. C. Li, M. Hu, Y. Li, H. Jiang, N. Ge, E. Montgomery, J. Zhang, W. Song, N. Dávila, C. E. Graves, Z. Li, J. P. Strachan, P.Lin, Z. Wang, M. Barnell, Q. Wu, R. S. Williams, J. J. Yang and Q. Xia, “Analogue signal and image processing with large memristor crossbars”, Nature Electronics 1, 52 (2018)
  24. 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. J. Yang, “Threshold Switching of Ag or Cu in Dielectrics: Materials, Mechanism, and Applications”, Advanced Functional Materials 28, 1704862 (2018)
  25. C. Li, L. Han, H. Jiang, M.-H. Jang, P.Lin, Q. Wu, M. Barnell, J. J. Yang, H. L. Xin and Q. Xia, “Three-dimensional crossbar arrays of self-rectifying Si/SiO2/Si memristors”, Nature Communications 8, 15666 (2017)
  26. R. Midya, Z. Wang, J. Zhang, S. E. Savel’ev, C. Li, M. Rao, M. H. Jang, S. Joshi, H. Jiang, P. Lin, K. Norris, N. Ge, Q. Wu, M. Barnell, Z. Li, H. Xin, R. S. Williams, Q. Xia and J. J. Yang, “Anatomy of Ag/Hafnia-based selectors with 1010 nonlinearity”, Advanced Materials 29, 12 (2017)
  27. Z. Wang, S. Joshi, S. Savel’ev, H. Jiang, R. Midya, P.Lin, M. Hu, N. Ge, J. P. Strachan, Z. Li, Q. Wu, M. Barnell, H. Xin, R. S. Williams, Q. Xia and J. J. Yang, “Memristors with diffusive relaxation dynamics for neuromorphic computing”, Nature Materials 16, 101-108 (2017)
  28. S. Pi, P.Lin and Q. Xia, “Fabrication of sub-10 nm metal nanowire arrays with sub-1 nm critical dimension control”, Nanotechnology 27, 46 (2016)
  29. H. Jiang, L. Han, P.Lin, Z. Wang, M. H. Jang, Q. Wu, M. Barnell, J. J. Yang, H. Xin and Q. Xia, “Sub-10 nm Ta channel responsible for superior performance of a HfO2 memristor”, Scientific reports 6, 28525 (2016)
  30. Z. Wang, H. Jiang, P.Lin, A. Ribbe, Q. Wu, Q. Xia and J. J. Yang, “Electrochemical metallization switching with a platinum group metal in different oxides”, Nanoscale 8, 14023-14030 (2016)
  31. Q. Xia, W. Wu, G.-Y. Jung, S. Pi, P.Lin, Y. Chen, X. Li, Z. Li, S.-Y. Wang and R. S. Williams, “Nanoimprint lithography enables memristor crossbars and hybrid circuits”, Appl. Phys. A, 1-13 (2015)
  32. P.Lin, S. Pi and Q. Xia, “3D integration of planar crossbar memristive devices with CMOS substrate”, Nanotechnology 25, 405202 (2014)
  33. S. Pi., P.Lin, H. Jiang, C. Li and Q. Xia, “Device engineering and CMOS integration of nanoscale memristors”, Circuits and Systems (ISCAS), 2014 IEEE International Symposium on, 425-427 (2014)
  34. J. Mu, P.Lin and Q. Xia, “Concentric rings of polystyrene and titanium dioxide nanoparticles patterned by alternating current signal guided coffee ring effect”, Appl. Phys. Lett. 104, 261601 (2014)
  35. S. Pi, P.Lin and Q. Xia, “Cross point arrays of 8 nm × 8 nm memristive devices fabricated with nanoimprint lithography”, J. Vac. Sci. Technol. B 31, 06FA02 (2013)
  36. P.Lin, S. Pi, H. Jiang and Q. Xia, “Mold cleaning with polydimethylsiloxane for nanoimprint lithography”, Nanotechnology 24, 325301 (2013)
  37. S. Pi, P. Lin and Q. Xia, “Memristor crossbar arrays with junction areas towards sub-10 × 10 nm2”, Cellular Nanoscale Networks and Their Applications (CNNA), 2012 13th International Workshop on (2012)

Invited Talks

  1. “Neuromorphic Computing with Resistive Switching Devices (ReRAM)”, The Physics of AI, New York State Section of the American Physical Society and the 120th Topical Symposium, IBM T.J. Watson Research Center, April. 26th, 2019
  2. “Neuromorphic computing based on memristive arrays”, Sept. 21st, 2018, University of Virginia, Charlottesville, VA.
  3. “Three-Dimensional Memristor Integrated Circuits and Applications”, Sept. 15th, 2017, Massachusetts Institute of Technology (MIT), Cambridge, MA.
  4. “3D Memristor Circuit for Neuromorphic Computing”, Jun. 1st, 2017, EIPBN’ 17, Orlando, FL.

Conference Presentations

  1. P. Lin, “(invited) Neuromorphic Computing with Resistive Switching Devices (ReRAM)”, The Physics of AI, New York State Section of the American Physical Society and the 120th Topical Symposium, IBM T.J. Watson Research Center, April. 26th, 2019
  2. C, Li, H. Jiang, Z. Wang, R. Midya, M. Rao, N. K. Upadyay, S. Pi, P. Lin, J. J. Yang, Q. Xia, “Unconventional computing with memristor crossbar arrays”, SPIE Advanced Lithography, San Jose, CA, Feb. 28, 2019.
  3. C. Li, M. Hu, Y. Li, D. Belkin, H. Jiang, N. Ge, E. Montgomery, J. Zhang, W. Song, N. Davila, C. Graves, Z. Li, J. P. Strachan, P. Lin, Z. Wang, M. Barnell, Q. Wu, R. S. Williams, J. J. Yang, Q. Xia, “Analog and Neuromorphic Computing with Memristor Arrays”, EIPBN’18, Puerto Rico, May 29- June 1, 2018.
  4. C. Li, Y. Li, H. Jiang, W. Song, P. Lin, Z. Wang, J. J. Yang, Q. Xia, M. Hu, E. Montgomery, J. Zhang, N. Davila, C.E. Graves, Z. Li, J.P. Strachan, R.S. Williams, N. Ge, M. Barnell, Q. Wu, “Large Memristor Crossbars for Analog Computing”, 2018 IEEE International Symposium on Circuits and Systems (ISCAS’18), Florence, Italy, May 27-30, 2018.
  5. S. Joshi, S. Savel’ev, R. Midya, H. Jiang, W. Song, Y. Li, M. Rao, P. Yan, S. Asapu, Y. Zhuo, P. Lin, C. Li, J. H. Yoon, N. K. Upadhyay, M. Hu, J. P. Strachan, N. Ge, Z. Li, J. Zhang, Q. Wu, M. Barnell, H. Xin, H. Wu, R. S. Williams, Q. Xia, J. J. Yang, “Diffusive memristor based artificial synapses and neurons”, EIPBN’18, Puerto Rico, May 29-June 1, 2018.
  6. Z. Wang, R. Midya, S. Joshi, H. Jiang, C. Li, P. Lin, W. Song, M. Rao, Y. Li, M. Barnell, Q. Wu, Q. Xia, J.J. Yang, “Unconventional computing with diffusive memristors”, 2018 IEEE International Symposium on Circuits and Systems (ISCAS’18), Florence, Italy, May 27-30, 2018.
  7. 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. J. Yang, Q. Xia, “In-Memory Computing with Memristor Arrays”, 10th International Memory Workshop International Memory Workshop (IMW’18), Kyoto, Japan, May 13-16, 2018.
  8. R. Zhang, H. Jiang, P. Lin, Z. Wang, J. J. Yang, D. Zhang and Q. Xia, “Physically Unclonable Anti- Counterfeit Labels Using Nanoscale Diffusive Memristor Crossbar Arrays”, EIPBN’17, Orlando, FL, May 29- June 1, 2017.
  9. P. Lin, C. Li, H. Jiang, S. Pi and Q. Xia “(invited) 3D Memristor Circuit for Neuromorphic Computing”, EIPBN’ 17, Orlando, FL, May 30 – Jun. 2, 2017
  10. S. Pi, P. Lin and Q. Xia, “Memristive Devices Scaling and Integration”, The 15th International Conference on Nanoimprint & Nanoprint Technology, Braga, Portugal, Sept. 26-28, 2016.
  11. N. Athreyas† and P. Lin,†, “(invited) Emerging Nanotechnology Devices, Applications, and the Need for New EDA Tools”, CDN Live Boston ‘16, Boston, MA, Aug. 31, 2016
  12. P. Lin, M. Lastras-Montaño, H. Jiang, A. Ghofrani, M. Payvand, L. Theogarajan, K. T. Cheng and Q. Xia “3D Monolithic Integration of Multiple Memrsitor Crossbar Layers with CMOS”, 42th International Conference in Micro & Nano Engineering (MNE’16), Vienna, Austria, Sept. 19-23, 2016
  13. P. Lin, M. Lastras-Montaño, H. Jiang, A. Ghofrani, M. Payvand, L. Theogarajan, K. T. Cheng and Q. Xia, “3D Hybrid Memristor/CMOS Circuits with 8 Monolithically Integrated Crossbar Layers”, EIBPN’ 16, Pittsburgh, PA, May 31 – Jun. 3, 2016
  14. S. Pi, P. Lin, and Q. Xia, “Scaling and Integration of Memristive Nanodevices Using Nanoimprint Lithography”, the 41th International Conference in Micro & Nano Engineering (MNE’15), The Hague, The Netherlands, Sept. 21-24, 2015.
  15. Q. Xia, P. Lin, A. Ghofrani, M. Lastras, H. Jiang, M. Payvand, L. Theogarajan and K.-T. Cheng, “Monolithically Integrated Memristor/CMOS Hybrid Circuits”, The 19th Annual International Mixed-Signals, Sensors, and Systems Test Workshop (IMS3TW’14), Porto Alegre, Brazil, September 17-19, 2014.
  16. S. Pi, P. Lin, H. Jiang, C. Li and Q. Xia, “Device Engineering and CMOS Integration of Nanoscale Memristors”, IEEE International Symposium on Circuits and Systems (ISCAS’14), Melbourne, Australia, June 1-5, 2014.
  17. P. Lin, and Q. Xia, “TiO2 Sol-Gel Based Memristor Crossbar Arrays with Triangular Top and Bottom Metal Electrodes”, EIPBN’14, Washington DC, May 27-30, 2014.
  18. H. Jiang, P. Lin, and Q. Xia, “Low-power Resistive Switching in Ultra-smooth Native AlOx Thin Films Fabricated by Template Stripping”, EIPBN’13, Nashville, TN, May 28-31, 2013.
  19. S. Pi, P. Lin, and Q. Xia, “Crossbar Arrays of Sub-10 nm Memristive Devices Fabricated with Nanoimprint Lithography”, EIPBN’13, Nashville, TN, May 28-31, 2013
  20. P. Lin, S. Pi and Q. Xia, “Integration of Planar Memristors with CMOS for Hybrid Circuits”, EIPBN’13, Nashville, TN, May 28-31, 2013.
  21. S. Pi, P. Lin, and Q. Xia, “Critical Dimension Control of Nanoimprint Lithography and Pattern Transfer on Sub-10 nm Scale”, NNT’12, Napa, CA, Oct 24 - 26, 2012.
  22. P. Lin, H. Jiang and Q. Xia, “Imprint Mold Cleaning with Polydimethylsiloxane (PDMS)”, NNT’12, Napa, CA, Oct. 24 - 26, 2012.
  23. S. Pi, P. Lin, and Q. Xia, “Memristor Crossbar Arrays with Junction Areas towards sub-10 x 10 nm2”, 3rd Memristors and Memristive Systems Symposium & 13th International Workshop on Cellular Nanoscale Networks and their Applications (CNNA’12), Torino, Italy, Aug. 280-31, 2012.
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