Publications

2024

Pan, L., Zuo, P., Luo, Y., Sun, Z. & Huang, R. BlockAMC: Scalable In-Memory Analog Matrix Computing for Solving Linear Systems. DATE (2024). Link

Luo, Y., Zuo, P., Wang, S., Sun, Z. & Huang, R. Smaller, Faster, Lower-Power Analog RRAM Matrix Computing Circuits Without Performance Compromise. Sci. China. Inf. Sci. (2024). Link

2023

Wang, S., Luo, Y., Zuo, P., Pan, L., Li, Y. & Sun, Z. In-memory analog solution of compressed sensing recovery in one step. Sci. Adv. (2023). Link

Sun, Z., Kvatinsky, S., Si, X., Mehonic, A., Cai, Y. & Huang, R. A full spectrum of computing-in-memory technologies. Nat. Electron. (2023). Link

Mannocci, P., Farronato, M., Lepri, N., Cattaneo, L., Glukhov, A., Sun, Z. &  Ielmini, D. In-memory computing with emerging memory devices: Status and outlook. APL Mach. Learn.  (2023). Link

Zuo, P., Sun, Z. & Huang, R. Extremely-Fast, Energy-Efficient Massive MIMO Precoding with Analog RRAM Matrix Computing. IEEE Trans. Circuits Syst. II, Exp. Brief (2023). Link

Tan, H., Sun, Z. & Zhu, X. Neuro-inspired Sensing and Computing: Novel Materials, Devices, and Systems. Front. Comput. Neurosci. (2023). Link

2022

Luo, Y., Wang, S., Zuo, P., Sun, Z. & Huang, R. Modeling and Mitigating the Interconnect Resistance Issue in Analog RRAM Matrix Computing Circuits. IEEE Trans. Circuits Syst. I: Regul. Pap. (2022). Link

Sun, Z. & Ielmini, D. Invited Tutorial: Analog Matrix Computing with Crosspoint Resistive Memory Arrays. IEEE Trans. Circuits Syst. II, Exp. Brief (2022). Link

Sun, Z. Analog Matrix Computing with Resistive Memory: Circuits and Theory. VLSI-TSA (2022). Link

2021

Wang, S., Sun, Z., Liu, Y., Bao, S., Cai, Y., Ielmini, D. & Huang, R. Optimization Schemes for In-Memory Linear Regression Circuit With Memristor ArraysIEEE Trans. Circuits Syst. I: Regul. Pap. (2021). Link

Mannocci, P., Pedretti, G., Giannone, E., Melacarne, E., Sun, Z. & Ielmini, D. A Universal, Analog, In-Memory Computing Primitive for Linear Algebra Using MemristorsIEEE Trans. Circuits Syst. I: Regul. Pap. (2021). Link

Pedretti, G., Mannocci, P., Li, C., Sun, Z., Strachan, J. P. & Ielmini, D. Redundancy and Analog Slicing for Precise in-Memory Machine Learning--Part II: Applications and BenchmarkIEEE Transactions on Electron Devices (2021). Link

Pedretti, G., Mannocci, P., Li, C., Sun, Z., Strachan, J. P. & Ielmini, D. Redundancy and Analog Slicing for Precise in-Memory Machine Learning--Part I: Programming Techniques. IEEE Transactions on Electron Devices (2021). Link

Li, H., Wang, S., Zhang, X., Wang, W., Yang, R., Sun, Z., Feng, W., Lin, P., Wang, Z., Sun, L. & Yao, Y. Memristive Crossbar Arrays for Storage and Computing Applications. Advanced Intelligent Systems (2021). Link

Sun, Z. & Huang, R. Time Complexity of In Memory Matrix-Vector Multiplication. IEEE Trans. Circuits Syst. II, Exp. Brief (2021). Link

2020

Ielmini, D., Pedretti, G., Mannocci, P. & Sun, Z. Regression and Optimization by Analogue In-memory Computing in Crosspoint Arrays. ECS Meeting Abstracts (2020). Link

Sun, Z., Pedretti, G., Ambrosi, E., Bricalli, A. & Ielmini, D. In-Memory Eigenvector Computation in Time O(1). Advanced Intelligent Systems (2020). Link

Sun, Z., Ambrosi, E., Pedretti, G., Bricalli, A. & Ielmini, D. In-Memory PageRank Accelerator With a Cross-Point Array of Resistive Memories. IEEE Transactions on Electron Devices 67, 1466-1470 (2020). Link

Sun, Z., Pedretti, G., Ambrosi, E., Bricalli, A. & Ielmini, D. In-Memory PageRank Using a Crosspoint Array of Resistive Switching Memory (RRAM) Devices. 2020 2nd IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS) (2020). Link

Sun, Z., Pedretti, G., Bricalli, A. & Ielmini, D. One-step regression and classification with cross-point resistive memory arrays. Science Advances 6, eaay2378 (2020). Link

Sun, Z., et al. Time Complexity of In-Memory Solution of Linear Systems. IEEE Transactions on Electron Devices 67, 2945-2951 (2020). Link

2019

Sun, Z., Pedretti, G. & Ielmini, D. Fast Solution of Linear Systems with Analog Resistive Switching Memory (RRAM). 2019 IEEE International Conference on Rebooting Computing (ICRC) (2019). Link

Sun, Z., et al. In-memory solution of linear systems with crosspoint arrays without iterations. 2019 Device Research Conference (DRC) (2019). Link

Sun, Z., et al. Solving matrix equations in one step with cross-point resistive arrays. Proceedings of the National Academy of Sciences 116, 4123-4128 (2019). Link

Wang, W., et al. Surface diffusion-limited lifetime of silver and copper nanofilaments in resistive switching devices. Nature Communications 10, 81 (2019). Link

2018

Sun, Z., Ambrosi, E., Bricalli, A. & Ielmini, D. Logic Computing with Stateful Neural Networks of Resistive Switches. Advanced Materials 30, 1802554 (2018). Link

2017

Sun, Z., et al. Built-In-Homojunction-Dominated Intrinsically Rectifying-Resistive Switching in NiO Nanodots for Selection-Device-Free Memory Application. Advanced Electronic Materials 3, 1600361 (2017). Link

Zhao, D., et al. Magnetoresistance Behavior of Conducting Filaments in Resistive-Switching NiO with Different Resistance States. ACS Applied Materials & Interfaces 9, 10835-10846 (2017). Link

2016

Sun, Z., et al. Deterministic Role of Concentration Surplus of Cation Vacancy Over Anion Vacancy in Bipolar Memristive NiO. ACS Applied Materials & Interfaces 8, 11583-11591 (2016). Link

2015

Miao, P., et al. Ferroelectricity and Self-Polarization in Ultrathin Relaxor Ferroelectric Films. Scientific Reports 6, 19965 (2015). Link

2013

Jiang, X., et al. Characteristics of different types of filaments in resistive switching memories investigated by complex impedance spectroscopy. Applied Physics Letters 102, 253507 (2013). Link