Publications

Researcher profiles

Please check my Google scholar and Researchgate.

Book Chapters

  1. Zhongrui Wang, Rivu Midya, and Joshua J. Yang, Neuronal realizations based on memristive devices, in Memristive devices for brain-inspired computing, 407-426, Elsevier, 2020. https://www.elsevier.com/books/memristive-devices-for-brain-inspired-computing/spiga/978-0-08-102782-0
  2. Rivu Midya, Zhongrui Wang, Mingyi Rao, Navnidhi Kumar Upadhyay, and J. Joshua Yang, RRAM/Memristor for Computing, in Advances in Non-Volatile Memory and Storage Technology, 539-583, Elsevier, 2019. DOI: 10.1016/B978-0-08-102584-0.00015-2

Journal Papers

  1. Yang Jiang†, Dingchen Wang†, (†equally contributed), Ning Lin, Shuhui Shi, Yi Zhang, Shaocong Wang, Xi Chen, Hegan Chen, Yinan Lin, Kam Chi Loong, Jia Chen, Yida Li, Renrui Fang, Dashan Shang*, Qing Wang*, Hongyu Yu*, Zhongrui Wang*， Spontaneous Threshold Lowering Neuron using Second-order Diffusive Memristor for Self-adaptive Spatial Attention, Advanced Science, Accepted.
  2. Jiajia Zha†, Shuhui Shi†, Apoorva Chaturvedi†, (†equally contributed), Haoxin Huang, Peng Yang, Yao Yao, Siyuan Li, Yunpeng Xia, Zhuomin Zhang, Wei Wang, Huide Wang, Shaocong Wang, Zhen Yuan, Zhengbao Yang, Qiyuan He, Huiling Tai, Edwin Hang Tong Teo, Hongyu Yu, Johnny C. Ho, Zhongrui Wang*, Hua Zhang*, Chaoliang Tan*, Electronic/Optoelectronic Memory Device Enabled by Tellurium-based 2D van der Waals Heterostructure for in-Sensor Reservoir Computing at the Optical Communication Band, Advanced Materials, Early Access. DOI: 10.1002/adma.202211598
  3. Mingyi Rao†, Hao Tang†, Jiangbin Wu†, Wenhao Song†(†equally contributed), Max Zhang, Wenbo Yin, Ye Zhuo, Fatemeh Kiani, Benjamin Chen, Xiangqi Jiang, Hefei Liu, Hung-Yu Chen, Rivu Midya, Fan Ye, Hao Jiang, Zhongrui Wang, Mingche Wu, Miao Hu, Han Wang, Qiangfei Xia, Ning Ge, Ju Li, J. Joshua Yang*, Thousands of conductance levels in memristors monolithically integrated on CMOS, Nature (In Press)
  4. Xiaosong Wu†, Shaocong Wang†(†equally contributed), Wei Huang, Yu Dong, Zhongrui Wang*, Weiguo Huang*, Wearable In-sensor reservoir computing using optoelectronic polymers with through-space charge-transport characteristics for multi-task learning, Nature Communications， 14, 468 (2023). DOI:10.1038/s41467-023-36205-9
  5. Shijie Wang†, Xi Chen†(†equally contributed), Chao Zhao, Yuxin Kong, Baojun Lin, Yongyi Wu, Zhaozhao Bi, Ziyi Xuan, Tao Li, Yuxiang Li, Wei Zhang, En Ma, Zhongrui Wang*, Wei Ma*, Molecular-scale integration of multi-modal sensing and neuromorphic computing with organic electrochemical transistors, Nature Electronics, 6, 281 (2023). DOI:10.1038/s41928-023-00950-y
  6. Shaocong Wang†, Yi Li†(†equally contributed), Dingchen Wang, Woyu Zhang, Xi Chen, Danian Dong, Songqi Wang, Xumeng Zhang, Peng Lin, Claudio Gallicchio, Xiaoxin Xu, Qi Liu, Kwang-Ting Cheng, Zhongrui Wang*, Dashan Shang*, Ming Liu, Echo state graph Neural Networks with Analogue Random Resistor Arrays, Nature Machine Intelligence (In Press)
  7. Dingchen Wang†, Dingyao Liu†(†equally contributed), Yinan Lin, Anran Yuan, Wuyu Zhang Yaping Zhao, Shaocong Wang, Xi Chen, Hegan Chen, Yi Zhang, Yang Jiang, Shuhui Shi, Kam Chi Loong, Jia Chen, Songrui Wei, Qing Zhang, Hongyu Yu, Renjing Xu*, Dashan Shang*, Han Zhang*, Shiming Zhang*, Zhongrui Wang*, Structural plasticity-based hydrogel optical Willshaw model for one-shot on-the-fly edge learning, InfoMat, e12399 (2023). DOI: 10.1002/inf2.12399
  8. Yi Li, Jia Chen, Linfang Wang, Woyu Zhang, Zeyu Guo, Jun Wang, Yongkang Han, Zhi Li, Fei Wang, Chunmeng Dou, Xiaoxin Xu, Jianguo Yang, Zhongrui Wang*, Dashan Shang*, An ADC-less RRAM-based Computing-in-Memory Macro with Binary CNN for Efficient Edge AI, IEEE Transactions on Circuits System II, Early Access. DOI: 10.1109/TCSII.2022.3233396
  9. Wei Wang, Loai Danial, Yang Li, Eric Herbelin, Evgeny Pikhay, Yakov Roizin, Barak Hoffer, Zhongrui Wang, Shahar Kvatinsky*. A memristive deep belief neural network based on silicon synapses, Nature Electronics, 5, 870 (2022). DOI:10.1038/s41928-022-00878-9
  10. Yixuan Chen, Xinyue Wu, Junhao Shen, Zepeng Huang, Zhongrui Wang, Liangjian Lyu, Hengchang Bi, Xing Wu*, Guozhen Shen*, Review of the Intelligent Sensor-Memory-Control Fusion Systems, Advanced Sensor Research, Early Access. DOI: 10.1002/adsr.202200034
  11. Yang Jiang, Fangzhou Du, Jiaqi He, Zepeng Qiao, Chuying Tang, Xinyi Tang, Zhongrui Wang, Qing Wang*, Hongyu Yu*, Microscopic formation mechanism of Si/Ti5Al1/TiN ohmic contact on non-recessed i-InAlN/GaN heterostructures with ultra-low resistance, Applied Physics Letters, 121, 212105 (2022). DOI: 10.1063/5.0117205
  12. Bo Xu, Yuhao Huang, Yuetong Fang, Zhongrui Wang, Shaoliang Yu, Renjing Xu*, Recent Progress of Neuromorphic Computing Based on Silicon Photonics: Electronic–Photonic Co-Design, Device, and Architecture, Photonics, 9, 698 (2022). DOI: 10.3390/photonics9100698
  13. Zirui Zhang, Dongliang Yang, Huihan Li, Ce Li, Zhongrui Wang, Linfeng Sun, Heejun Yang, 2D materials and van der Waals heterojunctions for neuromorphic computing, Neuromorphic Computing and Engineering, 2, 032004 (2022). DOI: 10.1088/2634-4386/ac8a6a
  14. Yi Zhang, Yi Deng, Yinan Lin, Yang Jiang, Yujiao Dong, Xi Chen, Guangyi Wang, Dashan Shang, Qing Wang*, Hongyu Yu*, Zhongrui Wang*, Oscillator-Network-Based Ising Machine, Micromachines, 13, 1016 (2022). DOI: 10.3390/mi13071016
  15. Qunsong Zeng, Jiawei Liu, Jun Lan, Yi Gong, Zhongrui Wang, Yida Li, Kaibin Huang, Realizing Ultra-Fast and Energy-Efficient Baseband Processing Using Analogue Resistive Switching Memory, arXiv preprint arXiv:2112.15270 (2021).
  16. Shaocong Wang, Hegan Chen, Woyu Zhang, Yi Li, Dingchen Wang, Shuhui Shi, Yaping Zhao, Kam Chi Loong, Xi Chen, Yujiao Dong, Yi Zhang, Yang Jiang, Chaudhry Furqan, Jia Chen, Qing Wang, Xiaoxin Xu, Guangyi Wang, Hongyu Yu, Dashan Shang*, Zhongrui Wang*, Convolutional Echo-State Network with Random Memristors for Spatiotemporal Signal Classification, Advanced Intelligent Systems, 4, 2200027 (2022). DOI: 10.1002/aisy.202200027
  17. Yi Li, Woyu Zhang, Xiaoxin Xu, Yifan He, Danian Dong, Nanjia Jiang, Fei Wang, Zeyu Guo, Shaocong Wang, Chunmeng Dou, Yongpan Liu, Zhongrui Wang*, Dashan Shang*, Mixed-Precision Continual Learning Based on Computational Resistance Random Access Memory, Advanced Intelligent Systems, 4, 2200026 (2022). DOI: 10.1002/aisy.202200026
  18. Yujiao Dong, Guangyi Wang*, Zhongrui Wang, Herbert Ho-Ching Iu, and Long Chen, Neuromorphic Behaviors of the 4-Lobe Chua Corsage Memristor, International Journal of Bifurcation and Chaos, 32, 2250058 (2022). DOI: 10.1142/S0218127422500584
  19. Huihan Li, Xiaolu Xiong, Fei Hui, Dongliang Yang, Jinbao Jiang, Wanxiang Feng, Junfeng Han, Junxi Duan, Zhongrui Wang*, and Linfeng Sun*, Constructing van der Waals heterostructures by dry-transfer assembly for novel optoelectronic device, Nanotechnology, 33, 465601 (2022). DOI: 10.1088/1361-6528/ac5f96
  20. Qiming Shao, Zhongrui Wang*, and J. Joshua Yang*, Efficient AI with MRAM, Nature Electronics, 5, 67-68 (2022). DOI: 10.1038/s41928-022-00725-x
  21. Guangdong Zhou*, Zhongrui Wang*, Bai Sun, Feichi Zhou, Linfeng Sun, Hongbin Zhao, Xiaofang Hu, Xiaoyan Peng, Jia Yan, Huamin Wang, Wenhua Wang, Jie Li, Bingtao Yan, Dalong Kuang, Yuchen Wang, Lidan Wang, and Shukai Duan*, Volatile and Nonvolatile Memristive Devices for Neuromorphic Computing, Advanced Electronic Materials, 8, 2101127 (2022). DOI: 10.1002/aelm.202101127
  22. Jikai Lu, Yue Li, Zihao Xuan, Han Xu, Shuyu Wu, Zhongrui Wang, Shibing Long, Qi Liu, and Dashan Shang*, One Transistor One Electrolyte-Gated Transistor for Supervised Learning in Spiking Neural Networks, IEEE Electron Device Letters, 43, 296-99 (2021). DOI: 10.1109/LED.2021.3138907
  23. Qiming Shao*, Zhongrui Wang*, Yan Zhou*, Shunsuke Fukami, Damien Querlioz, J Joshua Yang, Yiran Chen, and Leon O Chua. "Spintronic Memristors for Computing." arXiv preprint arXiv:2112.02879 (2021).
  24. Brian Aguado, Laura J.Bray, Sabina Caneva, Juan-Pablo Correa-Baena, Giuliana Di Martino, Chengcheng Fang, Yin Fang, Pascal Gehring, Gabriele Grosso, Xiaodan Gu, Peijun Guo, Yu He, Thomas J. Kempa, Matthew Kutys, Jinxing Li, Tian Li, Bolin Liao, Fang Liu, Francisco Molina-Lopez, Andrea Pickel, Ana M. Porras, Ritu Raman, Ellen M. Sletten, Quinton Smith, Chaoliang Tan, Haotian Wang, Huiliang Wang, Sihong Wang, Zhongrui Wang, Geoffrey Wehmeyer, Lu Wei, Yuan Yang, Lauren D. Zarzar, Meiting Zhao, Yuqing Zheng, Steve Cranford*, 35 challenges in materials science being tackled by PIs under 35(ish) in 2021, Matter, 4, 3804-3810 (2021). DOI: 10.1016/j.matt.2021.11.003
  25. Fatemeh Kiani, Jun Yin, Zhongrui Wang, J. Joshua Yang, Qiangfei Xia*, A fully hardware-based memristive multilayer neural network, Science Advances, 7, eabj4801 (2021). DOI: 10.1126/sciadv.abj4801
  26. Ye Zhuo, Rivu Midya, Wenhao Song, Zhongrui Wang, Shiva Asapu, Mingyi Rao, Peng Lin, Hao Jiang, Qiangfei Xia, R. Stanley Williams, J. Joshua Yang*, A Dynamical Compact Model of Diffusive and Drift Memristors for Neuromorphic Computing, Advanced Electronic Materials, 8, 2100696 (2021). DOI: 10.1002/aelm.202100696
  27. Mingyi Rao, Wenhao Song, Fatemeh Kiani, Shiva Asapu, Ye Zhuo, Rivu Midya, Navnidhi Upadhyay, Qing Wu, Mark Barnell, Peng Lin, Can Li, Zhongrui Wang*, Qiangfei Xia, J. Joshua Yang*, Timing Selector: Using Transient Switching Dynamics to Solve the Sneak Path Issue of Crossbar Arrays, Small Science, 2, 2100072 (2022). DOI: 10.1002/smsc.202100072
  28. Houji Zhou, Jia Chen, Yinan Wang, Sen Liu, Yi Li*, Qingjiang Li*, Qi Liu, Zhongrui Wang, Yuhui He, Hui Xu, Xiangshui Miao, Energy-Efficient Memristive Euclidean Distance Engine for Brain-Inspired Competitive Learning, Advanced Intelligent Systems, 3, 2100114 (2021). DOI: 10.1002/aisy.202100114
  29. Huihan Li, Shaocong Wang, Xumeng Zhang, Wei Wang, Rui Yang, Zhong Sun, Wanxiang Feng, Peng Lin, Zhongrui Wang*, Linfeng Sun*, Yugui Yao, Memristive Crossbar Arrays for Storage and Computing Applications, Advanced Intelligent Systems, 3, 2100017 (2021). DOI: 10.1002/aisy.202100017
  30. Linfeng Sun, Zhongrui Wang, Jinbao Jiang, Yeji Kim, Bomin Joo, Shoujun Zheng, Seungyeon Lee, Woo Jong Yu, Bai-Sun Kong, Heejun Yang*, In-sensor reservoir computing for language learning via two-dimensional memristors, Science Advances, 7, eabg1455 (2021). DOI: 10.1126/sciadv.abg1455
  31. Yue Li, Zihao Xuan, Jikai Lu, Zhongrui Wang, Xumeng Zhang, Zuheng Wu, Yongzhou Wang, Han Xu, Chunmeng Dou, Yi Kang, Qi Liu, Hangbing Lv, Dashan Shang*, One Transistor One Electrolyte-Gated Transistor Based Spiking Neural Network for Power-Efficient Neuromorphic Computing System, Advanced Functional Materials, 2100042 (2021). DOI: 10.1002/adfm.202100042
  32. Xumeng Zhang, Jian Lu, Zhongrui Wang, Rui Wang, Jinsong Wei, Tuo Shi, Chunmeng Dou, Zuheng Wu, Jiaxue Zhu, Dashan Shang, Guozhong Xing, Mansun Chan, Qi Liu*, Ming Liu, Hybrid memristor-CMOS neurons for in-situ learning in fully hardware memristive spiking neural networks, Science Bulletin, 66, 1624-1633 (2021). DOI: 10.1016/j.scib.2021.04.014
  33. Yue Li, Jikai Lu, Dashan Shang*, Qi Liu, Shuyu Wu, Zuheng Wu, Xumeng Zhang, Jianguo Yang, Zhongrui Wang, Hangbing Lv, and Ming Liu, Oxide-Based Electrolyte-Gated Transistors for Spatiotemporal Information Processing, Advanced Materials, 32, 2003018 (2020). DOI: 10.1002/adma.202003018
  34. Chen-Yu Wang, Shi-Jun Liang, Shuang Wang, Pengfei Wang, Zhu’an Li, Zhongrui Wang, Anyuan Gao, Chen Pan, Chuan Liu, Jian Liu, Huafeng Yang, Xiaowei Liu, Wenhao Song, Cong Wang, Bin Cheng, Xiaomu Wang, Kunji Chen, Zhenlin Wang, Kenji Watanabe, Takashi Taniguchi, J. Joshua Yang*, and Feng Miao*, Gate-tunable van der Waals heterostructure for reconfigurable neural network vision sensor, Science Advances, 6, eaba6173 (2020). DOI: 10.1126/sciadv.aba6173
  35. Navnidhi K. Upadhyay, Wen Sun, Peng Lin, Saumil Joshi, Rivu Midya, Xumeng Zhang, Zhongrui Wang, Hao Jiang, Jung Ho Yoon, Mingyi Rao, Miaofang Chi, Qiangfei Xia, and J. Joshua Yang*, A Memristor with Low Switching Current and Voltage for 1S1R Integration and Array Operation, Advanced Electronic Materials, 6, 1901411 (2020). DOI: 10.1002/aelm.201901411
  36. Tianda Fu, Xiaomeng Liu, Hongyan Gao, Joy Ward, Xiaorong Liu, Bing Yin, Zhongrui Wang, Ye Zhuo, David Walker, J. Joshua Yang, Jianhan Chen, Derek R. Lovely*, and Jun Yao*, Bioinspired Bio-Voltage Memristors, Nature Communications, 11, 1861 (2020). DOI: 10.1038/s41467-020-15759-y
  37. Peng Lin, Can Li, Zhongrui Wang, Yunning Li, Hao Jiang, Wenhao Song, Mingyi Rao, Ye Zhuo, Navnidhi Kumar Upadhyay, Mark Barnell, Qing Wu, J. Joshua Yang*, and Qiangfei Xia*, Three-Dimensional Memristor Circuits as Complex Neural Networks, Nature Electronics, 3, 225 (2020). DOI: 10.1038/s41928-020-0397-9
  38. Xumeng Zhang, Ye Zhuo, Qing Luo, Zuheng Wu, Rivu Midya, Zhongrui Wang, Wenhao Song, Rui Wang, Navinidhi Kumar Upadhyay, Yilin Fang, Fatemeh Kiani, Mingyi Rao, Yang Yang, Qiangfei Xia, Qi Liu*, Ming Liu*, J. Joshua Yang*, An artificial spiking afferent nerve based on Mott memristors for neuro-robotics, Nature Communications, 11, 51 (2020). DOI: 10.1038/s41467-019-13827-6
  39. Yang Zhang, Zhongrui Wang, Yuchao Yang, Mingyi Rao, Wenhao Song, Ye Zhuo, Xumeng Zhang, Menglin Cui, Linlin Shen, Ru Huang, and J. Joshua Yang*, Brain-inspired computing with memristors: Challenges in devices, circuits and systems, Applied Physics Reviews, 7, 011308 (2020). DOI: 10.1063/1.5124027
  40. Zhongrui Wang, Huaqiang Wu, Geoffrey W. Burr, Cheol Seong Hwang, Kang L. Wang, Qiangfei Xia*, and J. Joshua Yang*, Resistive Switching Materials for Computing, Nature Review Materials, 5, 173-195 (2020). DOI: 10.1038/s41578-019-0159-3
  41. Rivu Midya†, Zhongrui Wang†(†equally contributed), Shiva Asapu, Xumeng Zhang, Mingyi Rao, Wenhao Song, Ye Zhuo, Navnidhi Kumar Upadhay, Qiangfei Xia, and J. Joshua Yang*, Reservoir Computing using Diffusive Memristors, Advanced Intelligent Systems, 1, 1900084 (2019). DOI: 10.1002/aisy.201900084
  42. Jianshi Tang†, Fang Yuan†, Xinke Shen†(†equally contributed), Zhongrui Wang, Mingyi Rao, Yuanyuan He, Yuhao Sun, Xinyi Li, Wenbin Zhang, Yijun Li, Bin Gao, He Qian, Guoqiang Bi, Sen Song, J. Joshua Yang, and Huaqiang Wu, Bridging Biological and Artificial Neural Networks with Emerging Neuromorphic Devices: Fundamentals, Progress, and Challenges, Advanced Materials, 31, 1902761 (2019). DOI: 10.1002/adma.201902761
  43. Zhongrui Wang†, Can Li†, Peng Lin†(†equally contributed), Mingyi Rao, Yongyang Nie, Wenhao Song, Qinru Qiu, Yunning Li, Peng Yan, John Paul Strachan, Ning Ge, Nathan McDonald, Qing Wu, Miao Hu, Huaqiang Wu, R. Stanley Williams, Qiangfei Xia*, and J. Joshua Yang*, In situ training of feedforward and recurrent convolutional memristor networks, Nature Machine Intelligence, 1, 434-442 (2019). DOI: 10.1038/s42256-019-0089-1
  44. Elliot J. Fuller, Scott T. Keene, Armantas Melianas, Zhongrui Wang, Sapan Agarwal, Yiyang Li, Yaakov Tuchman, Conrad D. James, Matthew J. Marinella, J. Joshua Yang, Alberto Salleo, and A. Alec Talin*, Parallel programming of an ionic floating-gate memory array for scalable neuromorphic computing, Science, 364, 570-574 (2019). DOI: 10.1126/science.aaw5581
  45. Rivu Midya, Zhongrui Wang, Shiva Asapu, Saumil Joshi, Yunning Li, Ye Zhuo, Wenhao Song, Hao Jiang, Navnidhi Kumar Upadhay, Mingyi Rao, Peng Lin, Can Li, Qiangfei Xia, and J. Joshua Yang*, Artificial Neural Network (ANN) to Spiking Neural Network (SNN) converters based on diffusive memristors, Advanced Electronic Materials, 5, 1900060 (2019). DOI: 10.1002/aelm.201900060
  46. Zhongrui Wang†, Can Li†(†equally contributed), Wenhao Song, Mingyi Rao, Daniel Belkin, Yunning Li, Peng Yan, Hao Jiang, Peng Lin, Miao Hu, John Paul Strachan, Ning Ge, Mark Barnell, Qing Wu, Andrew G. Barto, Qinru Qiu, R. Stanley Williams, Qiangfei Xia*, and J. Joshua Yang*, Reinforcement learning with analogue memristor arrays, Nature Electronics, 2, 115-124 (2019). DOI: 10.1038/s41928-019-0221-6
  47. Navnidhi Kumar Upadhyay, Hao Jiang, Zhongrui Wang, Shiva Asapu, Qiangfei Xia, and J. Joshua Yang*, Emerging Memory Devices for Neuromorphic Computing, Advanced Materials Technologies, 4, 1800589 (2019). DOI: 10.1002/admt.201800589
  48. Can Li, Zhongrui Wang, Mingyi Rao, Daniel Belkin, Wenhao Song, Hao Jiang, Peng Yan, Yunning Li, Peng Lin, Miao Hu, Ning Ge, John Paul Strachan, Mark Barnell, Qing Wu, R. Stanley Williams, Jianhua Yang*, and Qiangfei Xia*, Long short-term memory networks in memristor crossbars, Nature Machine Intelligence, 1, 49-57 (2019). DOI: 10.1038/s42256-018-0001-4
  49. Yibo Li, Zhongrui Wang, Rivu Midya, Qiangfei Xia*, J. Joshua Yang*, Review of memristor devices in neuromorphic computing: materials sciences and device challenges, Journal of Physics D: Applied Physics, 51, 503002 (2018). DOI: 10.1088/1361-6463/aade3f
  50. Zhongrui Wang†, Mingyi Rao†(†equally contributed), Jin-Woo Han, Jiaming Zhang, Peng Lin, Yunning Li, Can Li, Wenhao Song, Shiva Asapu, Rivu Midya, Ye Zhuo, Hao Jiang, Jung Ho Yoon, Navnidhi Kumar Upadhyay, Saumil Joshi, Miao Hu, John Paul Strachan, Mark Barnell, Qing Wu, Huaqiang Wu, R. Stanley Williams*, Qiangfei Xia*, and J. Joshua Yang*, Capacitive neural network with neuro-transistors, Nature Communications, 9, 3208 (2018). DOI: 10.1038/s41467-018-05677-5
  51. Can Li, Daniel Belkin, Yunning Li, Peng Yan, Miao Hu, Ning Ge, Hao Jiang, Eric Montgomery, Peng Lin, Zhongrui Wang, John Paul Strachan, Mark Barnell, Qing Wu, R. Stanley Williams, J. Joshua Yang*, and Qiangfei Xia*, Efficient and self-adaptive in-situ learning in multilayer memristor neural networks, Nature Communications, 9, 2385 (2018). DOI: 10.1038/s41467-018-04484-2
  52. Zhongrui Wang†, Saumil Joshi†(†equally contributed), Sergey Saveliev, Wenhao Song, Rivu Midya, Mingyi Rao, Yunning Li, Peng Yan, Shiva Asapu, Ye Zhuo, Hao Jiang, Peng Lin, Can Li, Jung Ho Yoon, Navnidhi K. Upadhyay, Jiaming Zhang, Miao Hu, John Paul Strachan, Mark Barnell, Qing Wu, Huaqiang Wu, R. Stanley Williams, Qiangfei Xia, and J. Joshua Yang, Fully memristive neural networks for pattern classification with unsupervised learning, Nature Electronics, 1, 137-145 (2018). DOI: 10.1038/s41928-018-0023-2
  53. Jung Ho Yoon, Zhongrui Wang, Kyungmin Kim, Huaqiang Wu, Vignesh Ravichandran, Qiangfei Xia*, Cheol Seong Hwang, and J. Joshua Yang*, An Artificial Nociceptor Based on a Diffusive Memristor, Nature Communications, 9, 417(2018). DOI: 10.1038/s41467-017-02572-3
  54. Rui Zhang†, Hao Jiang†(†equally contributed), Zhongrui Wang, Peng Lin, Ye Zhuo, Dan Holcomb, Daihua Zhang, J. Joshua Yang*, and Qiangfei Xia*, Nanoscale Diffusive Memristor Crossbars as Physical Unclonable Functions, Nanoscale, 10, 2721-2726 (2018). DOI: 10.1039/c7nr06561b
  55. Zhongrui Wang, Mingyi Rao, Rivu Midya, Saumil Joshi, Hao Jiang, Peng Lin, Wenhao Song, Shiva Asapu, Ye Zhuo, Can Li, Huaqiang Wu, Qiangfei Xia*, J. Joshua Yang*, Threshold Switching of Ag or Cu in Dielectrics: Materials, Mechanism, and Applications, Advanced Functional Materials, 28, 1704862 (2018). DOI: 10.1002/adfm.201704862
  56. Can Li, Miao Hu, Yunning Li, Hao Jiang, Ning Ge, Eric Montgomery, Jiaming Zhang, Wenhao Song, Noraica Dávila, Catherine E Graves, Zhiyong Li, John Paul Strachan, Peng Lin, Zhongrui Wang, Mark Barnell, Qing Wu, R. Stanley Williams, J Joshua Yang*, Qiangfei Xia*, Analogue signal and image processing with large memristor crossbars, Nature Electronics, 1, 52-59 (2018). DOI: 10.1038/s41928-017-0002-z
  57. Hao Jiang†, Daniel Belkin†, Sergey E. Savel’ev†(†equally contributed), Siyan Lin, Zhongrui Wang, Yunning Li, Saumil Joshi, Rivu Midya, Can Li, Mingyi Rao, Mark Barnell, Qing Wu, J. Joshua Yang*, Qiangfei Xia*, A novel true random number generator based on a stochastic diffusive memristor, Nature Communications, 8, 882 (2017). DOI: 10.1038/s41467-017-00869-x
  58. Jung Ho Yoon, Jiaming Zhang, Xiaochen Ren, Zhongrui Wang, Huaqiang Wu, Zhiyong Li, Mark Barnell, Qing Wu, Lincoln J. Lauhon, Qiangfei Xia, J. Joshua Yang*, Truly Electroforming‐Free and Low‐Energy Memristors with Preconditioned Conductive Tunneling Paths, Advanced Functional Materials, 27, 1702010 (2017). DOI: 10.1002/adfm.201702010
  59. Rivu Midya†, Zhongrui Wang†*(†equally contributed), Jiaming Zhang, Sergey E. Savel’ev, Can Li, Mingyi Rao, Moon Hyung Jang, Saumil Joshi, Hao Jiang, Peng Lin, Kate Norris, Ning Ge, Qing Wu, Mark Barnell, Zhiyong Li, Huolin L. Xin, R. Stanley Williams, Qiangfei Xia*, and J. Joshua Yang*, Anatomy of Ag/hafnia based selector with 1010 nonlinearity, Advanced Materials, 29, 1604457 (2017). DOI: 10.1002/adma.201604457
  60. Zhongrui Wang†, Saumil Joshi†(†equally contributed), Sergey E Savel’ev, Hao Jiang, Rivu Midya, Peng Lin, Miao Hu, Ning Ge, John Paul Strachan, Zhiyong Li, Qing Wu, Mark Barnell, Geng-Lin Li, Huolin L Xin, R Stanley Williams, Qiangfei Xia, J. Joshua Yang*, Memristors with diffusive dynamics as synaptic emulators for neuromorphic computing, Nature Materials, 16, 101-108 (2017). DOI: 10.1038/NMAT4756
  61. Hao Jiang, Lili Han, Peng Lin, Zhongrui Wang, Moon Hyung Jang, Qing Wu, Mark Barnell, J. Joshua Yang, Huolin L. Xin, and Qiangfei Xia*, Sub-10 nm Ta Channel Responsible for Superior Performance of a HfO2 Memristor, Scientific Reports, 6, 28525 (2016). DOI: 10.1038/srep28525
  62. Zhongrui Wang, Hao Jiang, Moon Hyung Jang, Peng Lin, Alexander Ribbe, Qiangfei Xia*, J. Joshua Yang*, Electrochemical metallization switching with a platinum group metal in different oxides, Nanoscale, 8, 14023-14030 (2016). DOI: 10.1039/c6nr01085g
  63. Kalya Shubhakar, Nagarajan Raghavan, Sunil Singh Kushvaha, Michel Bosman, Zhongrui Wang, Sean Joseph O’Shea, and Kin Leong Pey*, Impact of local structural and electrical properties of grain boundaries in polycrystalline HfO2 on reliability of SiOx interfacial layer, Microelectronics Reliability, 54, 1712-1717 (2014). DOI: 10.1016/j.microrel.2014.07.154
  64. Zhongrui Wang, Hongyu Yu*, and Haibin Su*, The transport properties of oxygen vacancy-related polaron-like bound state in HfOx, Scientific Reports, 3, 3246 (2013). DOI: 10.1038/srep03246
  65. Kalya Shubhakar, Kin Leong Pey*, Nagarajan Raghavan, Sunil Singh Kushvaha, Michel Bosman, Zhongrui Wang, and Sean Joseph O’Shea, Study of preferential localized degradation and breakdown of HfO2/SiOx dielectric stacks at grain boundary sites of polycrystalline HfO2 dielectrics, Microelectronic Engineering, 109, 364-369 (2013). DOI: 10.1016/j.mee.2013.03.021
  66. Wenjun Liu, Xiaowei Sun, Xuan Anh. Tran, Zheng Fang, Zhongrui Wang, Fei Wang, Ling Wu, Jian Fu Zhang, Jun Wei, Huilong Zhu, and Hongyu Yu*, Observation of the Ambient Effect in BTI Characteristics of Back-Gated Single Layer Graphene Field Effect Transistors, IEEE Transactions on Electronic Devices, 60, 2682-2686 (2013). DOI: 10.1109/TED.2013.2267541
  67. Wenjun Liu, Xiaowei Sun, Xuan Anh Tran, Zheng Fang, Zhongrui Wang, Fei Wang, Ling Wu, Jian Fu Zhang, Jun Wei, Huilong Zhu, and Hongyu Yu*, Vth shift in single-layer graphene field-effect transistors and its correlation with Raman inspection, IEEE Transactions on Device and Materials Reliability, 12, 478-481 (2012). DOI: 10.1109/TDMR.2012.2190414
  68. Zhongrui Wang, Hongyu Yu, Xuan Anh Tran, Zheng Fang, Jinghao Wang, and Haibin Su*, Transport properties of HfO2-x based resistive-switching memories, Physical Review B, 85, 195322 (2012). DOI: 10.1103/PhysRevB.85.195322
  69. Zhongrui Wang, Verawati Tjoa, Ling Wu, Wenjun Liu, Zheng Fang, Xuan Anh Tran, Jun Wei, Weiguang Zhu and Hongyu Yu*, Mechanism of different switching directions in graphene oxide based RRAM, Journal of the Electrochemical Society, 159, K177-K182 (2012). DOI: 10.1149/2.068206jes
  70. Zhongrui Wang, Anyan Du, Ling Wu, Zheng Fang, Xuan Anh Tran, Wenjun Liu, Weiguang Zhu and Hongyu Yu*, Highly uniform, self-compliance and forming free ALD HfO2 based RRAM with Ge Doping, IEEE Transactions on Electronic Devices, 59, 1203-1208 (2012). DOI: 10.1109/TED.2012.2182770
  71. Xuan Anh Tran, Weiguang Zhu, Bin Gao, Jinfeng Kang, Wenjun Liu, Zheng Fang, Zhongrui Wang, Yee-Chia Yeo, Bich-Yen Nguyen, Ming-Fu Li, and Hongyu Yu*, A Self-Rectifying HfOx Based Unipolar RRAM with NiSi Electrode, IEEE Electron Device Letters, 33, 585-587 (2012). DOI: 10.1109/LED.2011.2181971
  72. Wenjun Liu, Xiaowei Sun, Zheng Fang, Zhongrui Wang, Xuan Anh Tran, Fei Wang, Ling Wu, Geok Ing Ng, Jian Fu Zhang, Jun Wei, Huilong Zhu, and Hongyu Yu*, Positive Bias Induced Vth Instability in Graphene Field Effect Transistors, IEEE Electron Device Letters, 33, 339-341 (2012). DOI: 10.1109/LED.2011.2181150
  73. Tianli Duan, Hongyu Yu*, Ling Wu, Zhongrui Wang, Yong Lim Foo, and Jisheng Pan*, Investigation of HfO2 high-k dielectrics electronic structure on SiO2/Si substrate by x-ray photoelectron spectroscopy, Applied Physics Letters, 99, 012902 (2011). DOI: 10.1063/1.3609233
  74. Xuan Anh Tran, Hongyu Yu*, Yee-Chia Yeo, Ling Wu, Wenjun Liu, Zhongrui Wang, Zheng Fang, Kin Leong Pey, Xiao Wei Sun, Anyan Du, Bich-Yen Nguyen, and Ming-Fu Li, A High-Yield HfOx-Based Unipolar Resistive RAM Employing Ni Electrode compatible with Si-Diode Selector for Crossbar Integration, IEEE Electron Device Letters, 32, 396-398 (2011). DOI: 10.1109/LED.2010.2099205
  75. Zheng Fang, Hongyu Yu*, Wenjun Liu, Zhongrui Wang, Xuan Anh Tran, Bin Gao, and Jinfeng Kang, Temperature Instability of Resistive Switching on HfOx-Based RRAM Devices, IEEE Electron Device Letters, 31, 476-478 (2010). DOI: 10.1109/LED.2010.2041893
  76. Zhongrui Wang, Gang Zhang*, Kin Leong Pey, Chih Hang Tung, and Guo Qiang Lo, Schottky-Ohmic transition in metal-all-around electrical contacts to silicon nanowires, Journal of Applied Physics, 105, 094508 (2009). DOI: 10.1063/1.3117490
  77. Yi Ching Ong, Diing Sheng Ang*, Kin Leong Pey, Zhongrui Wang,Sean Joseph O’Shea, Chih Hang Tung, Takamasa Kawanago, Kuniyuki Kakushima, and Hiroshi Iwai, Electronic trap characterization of the Sc2O3/La2O3 high-κ gate stack by scanning tunneling microscopy, Applied Physics Letters, 92, 022904 (2008). DOI: 10.1063/1.2831907

Conference papers / talks

  1. (Seminar) Zhongrui Wang, 基于忆阻器的回声状态网络, 复旦大学芯片与系统前沿技术论坛, Fudan University, Dec, 2022, Shanghai, China.
  2. Zhihua Xiao, Vinayak Bharat Naik, Shun Kong Cheung, Jia Hao Lim, Jae-Hyun Kwon, Zheyu Ren, Zhongrui Wang, Qiming Shao*, Device Variation-Aware Adaptive Quantization for MRAM-based Accurate In-Memory Computing Without On-chip Training. International Electron Devices Meeting (IEDM), 2022, San Francisco, USA. DOI:???
  3. (Invited) Zhongrui Wang, Memristor-based echo state networks, The 5th International Conference on Memristive Materials, Devices & Systems (Memrisys), Nov, 2022, Boston, USA.
  4. (Seminar) Zhongrui Wang, Memristor-based echo state networks, 17th D2T Symposium, Tokyo University, Sep, 2022, Tokyo, Japan.
  5. (Seminar) Zhongrui Wang, Bioinspired computing with memristors, 喻园·育芯谢列主题讲座, Huazhong University of Science and Technology, July, 2022, Wuhan, China.
  6. (Seminar) Zhongrui Wang, Memristor-based Echo State Networks, ACCESS Technology Symposium on Frontier of AI Accelerators: Technologies, Circuits and Applications II, June, 2022, Hong Kong, China.
  7. Woyu Zhang, Shaocong Wang, Yi Li, Xiaoxin Xu, Danian Dong, Nanjia Jiang, Fei Wang, Zeyu Guo, Renrui Fang, Chunmeng Dou, Kai Ni, Zhongrui Wang*, Dashan Shang*, Ming Liu, Few-shot graph learning with robust and energy-efficient memory-augmented graph neural network (MAGNN) based on homogeneous computing-in-memory, IEEE Symposium on VLSI Technology and Circuits (VLSI),2022, Honolulu, USA. DOI: 10.1109/VLSITechnologyandCir46769.2022.9830418
  8. Fatemeh Kiani, Jun Yin, Zhongrui Wang, J. Joshua Yang, Qiangfei Xia*, All Hardware-Based Two-Layer Perceptron Implemented in Memristor Crossbar Array, IEEE International Symposium on Circuits and Systems (ISCAS), 2021, Daegu, Korea. DOI: 10.1109/ISCAS51556.2021.9401793
  9. (Seminar) Zhongrui Wang, Bio-inspired Computing with Memristors, HK IEEE EDSSC and HKUST-ACE Seminar, Jan, 2021, Hong Kong, China.
  10. (Invited) Mingyi Rao, Zhongrui Wang, Can Li, Hao Jiang, Rivu Midya, Peng Lin, Daniel Belkin, Wenhao Song, Shiva Asapu, Qiangfei Xia, J. Joshua Yang*, Learning with Resistive Switching Neural Networks, International Electron Devices Meeting (IEDM), 2019, San Francisco, USA. DOI: 10.1109/IEDM19573.2019.8993465
  11. Xumeng Zhang, Zhongrui Wang, Wenhao Song, Rivu Midya, Ye Zhuo, Rui Wang, Mingyi Rao, Navnidhi Kumar Upadhyay, Qiangfei Xia, J. Joshua Yang*, Qi Liu*, Ming Liu*, Experimental Demonstration of Conversion-Based SNNs with 1T1R Mott Neurons for Neuromorphic Inference, International Electron Devices Meeting (IEDM), 2019, San Francisco, USA. DOI: 10.1109/IEDM19573.2019.8993519
  12. Zhongrui Wang, Can Li, Peng Lin, Mingyi Rao, Wenhao Song, Daniel Belkin, Yunning Li, Peng Yan, Qiangfei Xia*, J. Joshua Yang*, In situ supervised and reinforcement learning on memristive CNN, ConvLSTM, and MLP, Non-Volatile Memory Technology Symposium (NVMTS), 2019, Durham, USA.
  13. Zhongrui Wang, Can Li, Wenhao Song, Mingyi Rao, Daniel Belkin, Yunning Li, Peng Yan, Hao Jiang, Peng Lin, Miao Hu, John Paul Strachan, Ning Ge, Mark Barnell, Qinru Qiu, R. Stanley Williams, Qiangfei Xia*, J. Joshua Yang*, Reinforcement learning with analog memristor arrays, 7th Annual Neuro-Inspired Computational Elements Workshop (NICE), 2019, Albany, USA.
  14. Mingyi Rao, Zhongrui Wang, Jin-Woo Han, Miao Hu, John Paul Strachan, Mark Barnell, Qing Wu, Qinru Qiu, R. Stanley Williams, Qiangfei Xia*, J. Joshua Yang*, Capacitive neural network with neuro-transistors, 7th Annual Neuro-Inspired Computational Elements Workshop (NICE), 2019, Albany, USA.
  15. (Invited Talk) Zhongrui Wang, Mingyi Rao, Jin-Woo Han, Jiaming Zhang, Huaqiang Wu, Qinru Qiu, R. Stanley Williams, Qiangfei Xia*, and J. Joshua Yang*, Pseudo-memcapacitive Neuro-transistor Based Capacitive Neural Network, IEEE Nanotechnology Materials and Devices Conference (NMDC), 2018, Portland, USA.
  16. (Invited Talk) Can Li, Zhongrui Wang, Saumil Joshi, Navnidhi K. Upadhyay, Rivu Midya, Mingyi Rao, Qiangfei Xia*, and J. Joshua Yang*, Unconventional Computing with Memristive Devices and Arrays, AiMES Meeting, 2018, Cancun, Mexico.
  17. (Plenary Talk) Zhongrui Wang, Saumil Joshi, Jung Ho Yoon, Can Li, Yunning Li, Mingyi Rao, Rivu Midya, Shiva Asapu, Wenhao Song, Qiangfei Xia*, and J. Joshua Yang*, Analog Memristors for Computing, 16th International Workshop on Cellular Nanoscale Networks and their Applications and 6th Memristor and Memristive Symposium (CNNA and MMS), 2018, Budapest, Hungary.
  18. Zhongrui Wang, Saumil Joshi, Qiangfei Xia*, J. Joshua Yang*, Diffusive memristor based synapses and neurons, Electron, Ion, and Photon Beam Technology and Nanofabrication (EIPBN), 2018, Puerto Rico.
  19. (Invited Talk) Can Li, Miao Hu, Yunning Li, Daniel Belkin, Hao Jiang, Ning Ge, Eric Montgomery, Noraica Dávila, Catherine E Graves, Zhiyong Li, John Paul Strachan, Peng Lin, Wenhao Song, Zhongrui Wang, Mark Barnell, Qing Wu, R. Stanley Williams, Joshua J. Yang*, Qiangfei Xia*, Analog and Neuromorphic Computing with Memristor Arrays, Electron, Ion, and Photon Beam Technology and Nanofabrication (EIPBN), 2018, Puerto Rico.
  20. Can Li, Daniel Belkin, Yunning Li, Peng Yan, Miao Hu, Ning Ge, Hao Jiang, Eric Montgomery, Peng Lin, Zhongrui Wang, John Paul Stracan, Mark Barnell, Qing Wu, R. Stanley Williams, J. Joshua Yang*, Qiangfei Xia*, In-Memory Computing with Memristor Arrays, IEEE International Memory Workshop (IMW), 2018, Kyoto, Japan. DOI: 10.1109/IMW.2018.8388838
  21. Zhongrui Wang, Rivu Midya, Saumil Joshi, Hao Jiang, Can Li, Peng Lin, Wenhao Song, Mingyi Rao, Yunning Li, Mark Barnell, Qing Wu, Qiangfei Xia*, J. Joshua Yang*, Unconventional computing with diffusive memristors, IEEE International Symposium on Circuits and Systems (ISCAS), 2018, Florence, Italy. DOI: 10.1109/ISCAS.2018.8351882
  22. Can Li, Yunning Li, Hao Jiang, Wenhao Song, Peng Lin, Zhongrui Wang, J. Joshua Yang*, Qiangfei Xia*, Miao Hu, Eric Montgomery, Jiaming Zhang, Norica Dávila, Catherine E. Graves, Zhiyong Li, John Paul Strachan, R Stanley Williams, Ning Ge, Mark Barnell, Qing Wu, Large Memristor Crossbars for Analog Computing,IEEE International Symposium on Circuits and Systems (ISCAS), 2018, Florence, Italy. DOI: 10.1109/ISCAS.2018.8351877
  23. (Seminar) Zhongrui Wang, Memory Device for Analog Neuromorphic Computing, EEE Departmental Seminar, South University of Science and Technology of China, May, 2018, Shenzhen, China.
  24. Elliot Fuller, Scott Keene, Zhongrui Wang, Sapan Agarwal, Matthew Marinella, J. Joshua Yang, Alberto Salleo, A. Alex Talin*, Floating Gate Memory-Based on Ion Insertion Electrodes for Low-Voltage Analog Computing, MRS Spring Meeting and Exhibit, 2018, Phoenix, USA.
  25. Elliot J. Fuller, Scott T. Keene, Zhongrui Wang, Sapan Agarwal, Matthew J. Marinella, J. Joshua Yang, Alberto Salleo, A. Alec Talin*, Floating gate memory based on ion insertion electrodes for low-voltage analog computing, APS March Meeting, 2018, Los Angeles, USA.
  26. J. Joshua Yang*, Zhongrui Wang, Saumil Joshi, Two-Terminal Selectors Enables Non-Volatile Memory and Neuromorphic Computing Applications, 230th Meeting of Electrochemical Society (PRiME), 2016, Honolulu, USA.
  27. Jinfeng Kang*, Bin Gao, Bing Chen, Lifeng Liu, Xiaoyan Liu, Hongyu Yu, Zhongrui Wang, Bin Yu, Oxide-Based RRAM: A Novel Defect- Engineering-Based Implementation For Multilevel Data Storage, 4th IEEE International Memory Workshop (IMW), 2012, Milan, Italy. DOI: 10.1109/IMW.2012.6213664
  28. Kalya Shubhakar, Kin Leong Pey*, Sunil Singh Kushvaha, Michel Bosman, Sean J O’Shea, Nagarajan Raghavan, Miyuki Kouda, Kuniyuki Kakushima, Zhongrui Wang, Hongyu Yu, Hiroshi Iwai, Nanoscale electrical and physical study of polycrystalline high-κ dielectrics and proposed reliability enhancement techniques, International Reliability Physics Symposium (IRPS), 2011, Monterey, USA. DOI: 10.1109/IRPS.2011.5784578
  29. Zheng Fang, Zhongrui Wang, Hongyu Yu*, Device Uniformity Improvement of Oxide-based RRAM with Multilayer Switching Dielectrics, ChinaNANO, 2011, Beijing, China.
  30. Bin Gao, Jinfeng Kang*, Yuan Sha Chen, Feifei Zhang, Bing Chen, Peng Huang, Lifeng Liu, Xiaoyan Liu, Yangyuan Wang, Xuan Anh Tran, Zhongrui Wang, Hongyu Yu, Albert Chin, Oxide-Based RRAM: Unified Microscopic Principle for both Unipolar and Bipolar Switching, International Electron Devices Meeting (IEDM), 2011, Washington DC, USA. DOI: 10.1109/IEDM.2011.6131573
  31. Xuan Anh Tran, Bin Gao, Jinfeng Kang, Xing Wu, Ling Wu, Zheng Fang, Zhongrui Wang, Kin Leong Pey, Yee-Chia Yeo, Anyan Du, Ming Liu, Bich-Yen Nguyen, Ming-Fu Li, Hongyu Yu*, Self-Rectifying and Forming- Free Unipolar HfOx Based High Performance RRAM Built by Fab-Available Materials, International Electron Devices Meeting (IEDM), 2011, Washington DC, USA. DOI: 10.1109/IEDM.2011.6131648
  32. Xuan Anh Tran, Bin Gao, Jinfeng Kang, Ling Wu, Zhongrui Wang, Zheng Fang, Kin Leong Pey, Yee-Chia Yeo, Anyan Du, Bich-Yen Nguyen, Ming-Fu Li, Hongyu Yu*, High performance unipolar AlOy/HfOx/Ni based RRAM compatible with Si diodes for 3D application, Symposium on VLSI Technology, 2011, Kyoto, Japan.
  33. Zheng Fang, Hongyu Yu*, Wenjun Liu, Kin Leong Pey, Xiang Li, Ling Wu, Zhongrui Wang, Guo Qiang Lo, Bin Gao, and Jinfeng Kang, Bias temperature instability of binary oxide based ReRAM, International Reliability Physics Symposium (IRPS), 2010, Garden Grove, USA. DOI: 10.1109/IRPS.2010.5488697

Patents

  1. Jianhua Yang, Qiangfei Xia, Zhongrui Wang, Qing Wu, Mark R. McLean, Capacitative artificial neural networks, US 10,740,672 B2 (Granted on 2020/08/11)