研究方向：1. 基于新型器件的机器学习算法及智能感知芯片设计，如SPAD\忆阻器\铁电器件\MEMS等；2. 非线性动力学/复杂网络与人工神经网络的交叉问题，尤其是复杂时间信号序列、临界态预测等问题。
一些代表性工作：
1. Leisheng jin et al., Highly efficient
ferroelectric capacitor reservoir computing through the study of its nonlinear
polarization dynamics, Physical review E, 110, 4,2024;
2. Leisheng Jin, Zhuo Liu, Lijie Li, Prediction
and identification of nonlinear dynamical systems using machine learning
approaches, JOURNAL OF INDUSTRIAL INFORMATION INTEGRATION 35, 100503, 2023；
3. Leisheng Jin, Zhuo Liu, Lijie Li, A
Novel Reservoir Computing Platform Constructed by Laser Controlled GaAs
Resonator, IEEE Electrons devices Letters, 43 (9), pp.1563-1566, 2022;
4. Leisheng Jin, Zhuo Liu, Lijie Li, A high
efficient next generation reservoir computing to predict and generate chaos
with application for secure communication, IET COMMUNICATIONS, 17 (4) ,
pp.489-496, 2023;
5. Leisheng Jin, Zhuo Liu, Lijie Li, Chain-structure
time-delay reservoir computing for synchronizing chaotic signal and an
application to secure communication, EURASIP JOURNAL ON ADVANCES IN SIGNAL
PROCESSING, 1, 2022;
6. Leisheng Jin, Zhao Hao, Li Zhi, Jiang
Zongqing, Lijie Li and Yan Xiaohong, Nonlinear dynamic control of GaAs
nanomechanical resonators using lasers, Nanotechnology, 32(29),295502,2021；
7. Leisheng Jin, Li Zhi, Jiang Zongqing,
Lijie Li, Dynamical characteristics of the piezotronic ZnO nanowire device in
ballistic transport and its MEMS/NEMS resonator hybrid, Journal of Applied
Physics 129, 194501 (2021)；
8. Jin, Leisheng*, Li, Lijie, Zhao, Jiang,
Wang, Debo, Optical sensing interface based on nano-opto-electro-mechanical
systems, SENSORS AND ACTUATORS A-PHYSICAL, 295,pp: 374-379 (2019);
9. Leisheng Jin, Xiaohong Yan, Xiangfu
Wang, Weijun Hu, Yan Zhang, and Lijie Li，Dynamic model
for piezotronic and piezo-phototronic devices under low and high frequency
external compressive stresses, Journal of Applied Physics 123, 025709 (2018); （featured）
10. Leisheng Jin, Lei Ying, Xiaohong Yan,
An Optical-Driven Quantum Shuttle: Modeling, Dynamics and Controllability, IEEE
Journal of Quantum Electronics 54, 1 (2018);
11. Jin Leisheng; Li, Lijie, Quantum
simulation of ZnO nanowire piezotronics, Nano Energy 15, 776-781 (2015)；
12. Jin Leisheng, Li Lijie, Optical driven
electromechanical transistor based on tunneling effect, Optics Letters 40, 8,
pp. 1798-1801 (2015)；
13. Jin Leisheng; Li Lijie, A Novel Mass
Sensor Based on Nanomechanical Transistor, IEEE Electron Device Letters 36, 1,
pp. 68-70 (2015)；
14. Jin Leisheng; Li Lijie, Surface stress
on three-terminal vibrational nanomechanical transistor, Applied Physics
Letters 105, 18, 183507 (2014)；
15. Jin Leisheng; Mei Jie; Li Lijie, Chaos
control of parametric driven Duffing oscillators, Applied Physics Letters 104,
13, 134101 (2014)；
16. Jin Leisheng, Zhang Yan, Li Lijie,
One-to-Many Chaotic Synchronization with Application in Wireless Sensor
Network, IEEE Communications Letters 17， 9, pp.
1782-1785 (2013)；
