An efficient numerical simulation method based on practical 1T1R devices measurement for compute in memory chip design.

Haijun Liu 0003 National University of Defense Technology, College of Electronic Science and Technology, China Shandong University of Technology, Zibo, China https://orcid.org/0000-0002-5094-5411 Haijun Liu Haijun Liu 0001 Chongqing University, School of Microelectronics and Communication Engineering, China University of Electronic Science and Technology of China, School of Information and Communication Engineering, Chengdu, China https://orcid.org/0000-0001-5782-4543 Haijun Liu 0002 Gregor Mendel Institute, Austrian Academy of Sciences, Vienna Biocenter, Austria Huazhong Agricultural University, National Key Laboratory of Crop Genetic Improvement, Wuhan, China https://orcid.org/0000-0001-7717-893X https://www.wikidata.org/entity/Q59194736 Haijun Liu 0004 Hefei University of Technology, School of Mechanical Engineering, China Dalian University of Technology, School of Mechanical Engineering, China https://orcid.org/0000-0002-3587-2234 Haijun Liu 0005 University of Zhengzhou, Department of Mathematics, China

Haodong Hu Jie Peng 0013 Guiqing Liu Shihao Yu Zhongjin Zhao Yufei Zhang Chenxi Zhang Zhiwei Li 0008 Haijun Liu 0003 Hui Xu 0010 Yinan Wang An efficient numerical simulation method based on practical 1T1R devices measurement for compute in memory chip design. 102420 2025 103 Integr. https://doi.org/10.1016/j.vlsi.2025.102420 db/journals/integration/integration103.html#HuPLYZZZLLXW25 streams/journals/integration

Haodong Hu Hui Xu 0010 Jiali Liu Zhiwei Li 0008 Haijun Liu 0003 Yinan Wang Sen Liu 0006 A Timing Complementary Ternary Content-Addressable Memory Based on Memristor. 1-4 2025 ICECS https://doi.org/10.1109/ICECS66544.2025.11270802 conf/icecsys/2025 db/conf/icecsys/icecsys2025.html#HuXLLLWL25 streams/conf/icecsys Tianyi Sun Tuo Ma Jiali Liu Zhiwei Li 0008 Qingjiang Li Yinan Wang Haijun Liu 0003 Sen Liu 0006 Integer Quantization of Nonlinear Operations towards Hardware-Friendly ViTs. 1-4 2025 ICECS https://doi.org/10.1109/ICECS66544.2025.11270824 conf/icecsys/2025 db/conf/icecsys/icecsys2025.html#SunMLLLWLL25 streams/conf/icecsys Yanxu Ji Haodong Hu Xinran Zhang Hui Xu 0010 Zhiwei Li 0008 Haijun Liu 0003 Yinan Wang Qingjiang Li A Timing Complementary 2T1R Analog Content-Addressable Memory Design for Multimodal Medical Diagnosis. 1-5 2024 BioCAS https://doi.org/10.1109/BioCAS61083.2024.10798298 conf/biocas/2024 db/conf/biocas/biocas2024.html#JiHZXL0WL24

Zhiwei Li 0008 Hongchang Long Xi Zhu Yinan Wang Haijun Liu 0003 Qingjiang Li Nuo Xu 0001 Hui Xu 0010 Error Detection and Correction Method Toward Fully Memristive Stateful Logic Design. 2022 4 Adv. Intell. Syst. 5 https://doi.org/10.1002/aisy.202100234 db/journals/aisy/aisy4.html#LiLZWLLXX22

Wei Wang 0003 Sen Liu 0006 Qingjiang Li Tuo Shi Feng Zhang 0014 Haijun Liu 0003 Nan Li 0020 Yongzhou Wang Yi Sun Bing Song Hui Xu 0010 Qi Liu 0010 Fast and Reconfigurable Logic Synthesis in Memristor Crossbar Array. 2022 December 4 Adv. Intell. Syst. 12 https://doi.org/10.1002/aisy.202200207 db/journals/aisy/aisy4.html#WangLLSZLLWSSXL22

Jiwei Li Hui Xu 0010 Shengyang Sun Nan Li 0020 Qingjiang Li Zhiwei Li 0008 Haijun Liu 0003 In Situ Learning in Hardware Compatible Multilayer Memristive Spiking Neural Network. 448-461 2022 14 IEEE Trans. Cogn. Dev. Syst. 2 https://doi.org/10.1109/TCDS.2021.3049487 https://www.wikidata.org/entity/Q113806780 db/journals/tamd/tamd14.html#LiXSLLLL22

Jie Peng 0013 Haijun Liu 0003 Zhongjin Zhao Zhiwei Li 0008 Sen Liu 0006 Qingjiang Li CMQ: Crossbar-Aware Neural Network Mixed-Precision Quantization via Differentiable Architecture Search. 4124-4133 2022 41 IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 11 https://doi.org/10.1109/TCAD.2022.3197495 db/journals/tcad/tcad41.html#PengLZLLL22

Jiwei Li Hui Xu 0010 Shengyang Sun Zhiwei Li 0008 Qingjiang Li Haijun Liu 0003 Nan Li 0020 In-situ learning in multilayer locally-connected memristive spiking neural network. 251-264 2021 463 Neurocomputing https://doi.org/10.1016/j.neucom.2021.08.011 db/journals/ijon/ijon463.html#LiXSLLLL21

Haijun Liu 0003 Shengyang Sun Jianjun Liu Qingjiang Li Jietao Diao Zhiwei Li 0008 Binary Memristive Synapse Based Vector Neural Network Architecture and Its Application. 772-776 2021 68 IEEE Trans. Circuits Syst. II Express Briefs 2 https://doi.org/10.1109/TCSII.2020.3015337 db/journals/tcasII/tcasII68.html#LiuSLLDL21

Hongchang Long Jietao Diao Xi Zhu Zhiwei Li 0008 Haijun Liu 0003 Logic Implementation Based on Double Memristors. 1-5 2021 ISCAS https://doi.org/10.1109/ISCAS51556.2021.9401613 conf/iscas/2021 db/conf/iscas/iscas2021.html#LongDZLL21

Xi Zhu Zhiwei Li 0008 Haijun Liu 0003 Qingjiang Li Sen Liu 0006 Nan Li 0020 Hui Xu 0010 Solution to alleviate the impact of line resistance on the crossbar array. 498-504 2020 14 IET Circuits Devices Syst. 4 https://doi.org/10.1049/iet-cds.2019.0313 db/journals/iet-cds/iet-cds14.html#ZhuLLLLLX20

Jiwei Li Hui Xu 0010 Shengyang Sun Sen Liu 0006 Nan Li 0020 Qingjiang Li Haijun Liu 0003 Zhiwei Li 0008 Enhanced Spiking Neural Network with forgetting phenomenon based on electronic synaptic devices. 21-30 2020 408 Neurocomputing https://doi.org/10.1016/j.neucom.2019.09.030 https://www.wikidata.org/entity/Q126990252 db/journals/ijon/ijon408.html#LiXSLLLLL20

Xi Zhu Hongchang Long Zhiwei Li 0008 Jietao Diao Haijun Liu 0003 Nan Li 0020 Hui Xu 0010 Implication of unsafe writing on the MAGIC NOR gate. 104866 2020 103 Microelectron. J. https://doi.org/10.1016/j.mejo.2020.104866 db/journals/mj/mj103.html#ZhuLLDL0X20

Xi Zhu Zhiwei Li 0008 Hongchang Long Haijun Liu 0003 Yinan Wang Hui Xu 0010 Unsafe Writing Impacts on the Stateful Memristor Gates. 1-5 2020 ISCAS https://doi.org/10.1109/ISCAS45731.2020.9180672 conf/iscas/2020 db/conf/iscas/iscas2020.html#ZhuLLLWX20

Shengyang Sun Hui Xu 0010 Jiwei Li Qingjiang Li Haijun Liu 0003 Cascaded Architecture for Memristor Crossbar Array Based Larger-Scale Neuromorphic Computing. 61679-61688 2019 7 IEEE Access https://doi.org/10.1109/ACCESS.2019.2915787 https://www.wikidata.org/entity/Q127901199 db/journals/access/access7.html#SunXLLL19

Shengyang Sun Hui Xu 0010 Jiwei Li Zhiwei Li 0008 Yi Sun Qingjiang Li Haijun Liu 0003 Cases Study of Inputs Split Based Calibration Method for RRAM Crossbar. 141792-141800 2019 7 IEEE Access https://doi.org/10.1109/ACCESS.2019.2944417 db/journals/access/access7.html#SunXLLSLL19

Sen Liu 0006 Kun Li Yi Sun Xi Zhu Zhiwei Li 0008 Bing Song Haijun Liu 0003 Qingjiang Li A TaOx-Based Electronic Synapse With High Precision for Neuromorphic Computing. 184700-184706 2019 7 IEEE Access https://doi.org/10.1109/ACCESS.2019.2961166 db/journals/access/access7.html#LiuLSZLSLL19

Shengyang Sun Zhiwei Li 0008 Jiwei Li Husheng Liu Haijun Liu 0003 Qingjiang Li A memristor-based convolutional neural network with full parallelization architecture. 20181034 2019 16 IEICE Electron. Express 3 https://doi.org/10.1587/elex.16.20181034 https://www.wikidata.org/entity/Q128555032 db/journals/ieiceee/ieiceee16.html#SunLLLLL19

Shengyang Sun Jiwei Li Zhiwei Li 0008 Husheng Liu Haijun Liu 0003 Qingjiang Li Quaternary synapses network for memristor-based spiking convolutional neural networks. 20190004 2019 16 IEICE Electron. Express 5 https://doi.org/10.1587/elex.16.20190004 https://www.wikidata.org/entity/Q128377679 db/journals/ieiceee/ieiceee16.html#SunLLLLL19a

Shengyang Sun Hui Xu 0010 Jiwei Li Haijun Liu 0003 Qingjiang Li Cascaded Neural Network for Memristor based Neuromorphic Computing. 1-6 2019 IJCNN https://doi.org/10.1109/IJCNN.2019.8851836 conf/ijcnn/2019 db/conf/ijcnn/ijcnn2019.html#SunXLLL19 Shengyang Sun Jiwei Li Zhiwei Li 0008 Haijun Liu 0003 Qingjiang Li Hui Xu 0010 Low-Consumption Neuromorphic Memristor Architecture Based on Convolutional Neural Networks. 1-6 2018 IJCNN https://doi.org/10.1109/IJCNN.2018.8489441 conf/ijcnn/2018 db/conf/ijcnn/ijcnn2018.html#SunLLLLX18

Bing Song Qingjiang Li Husheng Liu Haijun Liu 0003 Exploration of selector characteristic based on electron tunneling for RRAM array application. 20170739 2017 14 IEICE Electron. Express 17 https://doi.org/10.1587/elex.14.20170739 db/journals/ieiceee/ieiceee14.html#SongLLL17

Jinling Xing Qingjiang Li Sen Liu 0006 Haijun Liu 0003 Hui Xu 0010 Impact of electroforming polarity on TiO2 based memristor. 20160613 2016 13 IEICE Electron. Express 15 https://doi.org/10.1587/elex.13.20160613 db/journals/ieiceee/ieiceee13.html#XingLLLX16

Jietao Diao Qingjiang Li Wei Yi Meng Wang Haijun Liu 0003 Hongqi Yu Zhaolin Sun Xin Xu Design and Implementation of the Accumulating Algorithm of Digital Signal Averager. 377-380 2011 ICDMA https://doi.org/10.1109/ICDMA.2011.99 https://doi.ieeecomputersociety.org/10.1109/ICDMA.2011.99 conf/icdma/2011 db/conf/icdma/icdma2011.html#DiaoLYWLYSX11 Nan Li 0020 Hongshan Nie Yinan Wang Haijun Liu 0003 Xin Xu Zhaolin Sun Hui Xu 0010 High Speed Real-Time Data Acquisition System Based on Solid-State Storage Technique. 586-589 2011 ICDMA https://doi.org/10.1109/ICDMA.2011.146 https://doi.ieeecomputersociety.org/10.1109/ICDMA.2011.146 conf/icdma/2011 db/conf/icdma/icdma2011.html#LiNWLXSX11 Jietao Diao Haodong Hu Yanxu Ji Jiwei Li Kun Li Nan Li 0020 Qingjiang Li Zhiwei Li 0008 Guiqing Liu Husheng Liu Jiali Liu Jianjun Liu Qi Liu 0010 Sen Liu 0006 Hongchang Long Tuo Ma Hongshan Nie Jie Peng 0013 Tuo Shi Bing Song Shengyang Sun Tianyi Sun Yi Sun Zhaolin Sun Meng Wang Wei Wang 0003 Yinan Wang Yongzhou Wang Jinling Xing Hui Xu 0010 Nuo Xu 0001 Xin Xu Wei Yi Hongqi Yu Shihao Yu Chenxi Zhang Feng Zhang 0014 Xinran Zhang Yufei Zhang Zhongjin Zhao Xi Zhu