CV

Education

• Ph.D in University of Chinese Academy of Science, 2019-2024
• B.S. in China University of Geosciences, Beijing, 2015-2019

Work experience

• Spring 2024: lecturer
  • School of Microelectronics, Hubei University
• Spring 2025: lecturer
  • School of Integrated Circuit, Hubei University

Honors & Awards

• Merit Student by University of Chinese Academy of Sciences, 2020 & 2023
• Excellent Student Cadre by University of Chinese Academy of Sciences, 2020
• Outstanding Graduates by the Ministry of Education, Beijing, 2019
• Merit Student by the Ministry of Education, Beijing, 2019
• May Fourth Advanced Individual by China University of Geosciences, Beijing, 2019
• Top Ten Undergraduate Students by China University of Geosciences, Beijing, 2019
• Excellent undergraduate student by China University of Geosciences, Beijing, 2019
• Excellent Student Cadre by China University of Geosciences, Beijing, 2018
• Merit Student by China University of Geosciences, Beijing, 2016 & 2017 & 2018

Selected Publications

An IO-Efficient SC PUF Used for Protecting Chips from PCB-level Attacks

Zhang M, Song M, Zhang Z, et al. An IO-Efficient SC PUF Used for Protecting Chips From PCB-Level Attacks[J]. IEEE Transactions on Circuits and Systems I: Regular Papers, Early Access.

Enhancing infant cry recognition using lightweight CNN with hybrid feature augmentation

Zhang M, Lu J, Cheng L, et al. Enhancing infant cry recognition using lightweight CNN with hybrid feature augmentation[J]. Biomedical Signal Processing and Control, 2026: 110367.

A High-Precision Reference-Free Relaxation Oscillator with Supply-Tracking Switching Threshold

Shao C, Song M, Zhang Z, et al. A High-Precision Reference-Free Relaxation Oscillator With Supply-Tracking Switching Threshold[J]. IEEE Transactions on Very Large Scale Integration (VLSI) Systems, 2026.

LAES: A Local Adaptive Edge-enhanced Spectrogram Method for Unsupervised Anomalous Sound Detection

J. Lu, W. Guan, M. Zhang, et al. LAES: A Local Adaptive Edge-enhanced Spectrogram Method for Unsupervised Anomalous Sound Detection[J]. Signal Processing, 2026: 110584.

Custom Design of Full Pipeline SHA-256 Algorithm Based on Dynamic Pulsed Latch

Z. Zhang, M. Song, C. Shao, et al. Custom Design of Full Pipeline SHA-256 Algorithm Based on Dynamic Pulsed Latch[J]. IEEE Transactions on Consumer Electronics, Early Access, doi: 10.1109/TCE.2026.3659576.

Graph Neural Network-Enhanced Feature Learning for Unsupervised Anomalous Sound Detection

J. Lu, W. Guan, M. Zhang, et al. Graph Neural Network-Enhanced Feature Learning for Unsupervised Anomalous Sound Detection[C]. IEEE International Conference on Systems, Man, and Cybernetics (SMC), Vienna, Austria, 2025, pp. 1511-1517, doi: 10.1109/SMC58881.2025.11342493.

Towards curriculum learning of multi-document summarization using difficulty-aware mixture-of-experts

Zhang M, Cheng L, Guan W, et al. Towards curriculum learning of multi-document summarization using difficulty-aware mixture-of-experts[J]. Applied Soft Computing, 2026, 186: 114088.

MFPPG: Multi-feature fusion and patch-wise perturbation generation for anomalous sound detection

Lu J, Guan W, Zhang M, et al. MFPPG: Multi-feature fusion and patch-wise perturbation generation for anomalous sound detection[J]. Measurement, 2026, 257: 118915.

A Digital Compatible Offset Canceled Latch-Styled Sense Amplifier Used for PUF Sensing

Zhang Z, Zhang M, Zhang Y, et al. A Digital Compatible Offset Canceled Latch-Styled Sense Amplifier Used for PUF Sensing[J]. IEEE Transactions on Circuits and Systems I: Regular Papers, Early Access, doi: 10.1109/TCSI.2025.3603286.

Cross-Path Planning of UAV Cluster Low-Altitude Flight Based on Inertial Navigation Combined with GPS Localization

Yang X, Zhang M, Yan P, et al. Cross-Path Planning of UAV Cluster Low-Altitude Flight Based on Inertial Navigation Combined with GPS Localization[J]. Electronics, 2025, 14(14): 2877.

Anomalous sound detection using sound image and CTF-bilateral filter

Lu J, Zhang M, Li T. Anomalous sound detection using sound image and CTF-bilateral filter[J]. Neurocomputing, 2025, 637: 130151.

A Featureless Dual-Mode Latch-Based PUF

Liu R, Song M, Yu C, et al. A Featureless Dual-Mode Latch-Based PUF[J]. IEEE Transactions on Very Large Scale Integration (VLSI) Systems, vol. 33, no. 8, pp. 2312-2323, Aug. 2025, doi: 10.1109/TVLSI.2025.3565644.

An Efficient deep learning model to Predict Stock Price Movement Based on Limit Order Book

Yang J, Fang R, Zhang M, et al. An Efficient deep learning model to Predict Stock Price Movement Based on Limit Order Book[J]. arXiv preprint arXiv:2505.22678, 2025.

Enhancing stock ranking forecasting by modeling returns with heteroscedastic Gaussian Distribution

Yang J, Fang R, Zhang M, et al. Enhancing stock ranking forecasting by modeling returns with heteroscedastic Gaussian Distribution[J]. Physica A: Statistical Mechanics and its Applications, 2025, 664: 130442.

Negative Input Protection Design of Power Switch

Wan M, Wang Z, Ma Y, et al. Negative Input Protection Design of Power Switch[J]. IEEE Transactions on Circuits and Systems I: Regular Papers, vol. 72, no. 10, pp. 6237-6250, Oct. 2025, doi: 10.1109/TCSI.2025.3547728.

Separating the predictable part of returns with CNN-GRU-attention from inputs to predict stock returns

Yang J, Zhang M, Fang R, et al. Separating the predictable part of returns with CNN-GRU-attention from inputs to predict stock returns[J]. Applied Soft Computing, 2024, 165: 112116.

A Low Power Capacitive Sensor Readout Circuit

Z. Zhang, Y. Ma, Z. Wang, et al. A Low Power Capacitive Sensor Readout Circuit[C]. International Conference on Circuits and Systems (ICCS), Chengdu, China, 2024, pp. 85-90.

A hierarchical deep model integrating economic facts for stock movement prediction

Yang J, Zhang M, Feng S, et al. A hierarchical deep model integrating economic facts for stock movement prediction[J]. Engineering Applications of Artificial Intelligence, 2024, 133: 108320.

From coarse to fine: Enhancing multi-document summarization with multi-granularity relationship-based extractor

Zhang M, Lu J, Yang J, et al. From coarse to fine: Enhancing multi-document summarization with multi-granularity relationship-based extractor[J]. Information Processing & Management, 2024, 61(3): 103696.

MCRSpell: A metric learning of correct representation for Chinese spelling correction

Li C, Zhang M, Zhang X, et al. MCRSpell: A metric learning of correct representation for Chinese spelling correction[J]. Expert Systems with Applications, 2024, 237: 121513.

ROUGE-SEM: Better evaluation of summarization using ROUGE combined with semantics

Zhang M, Li C, Wan M, et al. ROUGE-SEM: Better evaluation of summarization using ROUGE combined with semantics[J]. Expert Systems with Applications, 2024, 237: 121364.

An efficient loss function and deep learning approach for ranking stock returns in the absence of prior knowledge

Yang J, Feng S, Zhang W, et al. An efficient loss function and deep learning approach for ranking stock returns in the absence of prior knowledge[J]. Information Processing & Management, 2024, 61(1): 103579.

Enhancing the Reliability of SC PUF Through Optimal Capacitor Configuration

Wang Z, Zhang Y, Ma Y, et al. Enhancing the Reliability of SC PUF Through Optimal Capacitor Configuration[J]. IEEE Transactions on Circuits and Systems I: Regular Papers, 2023, 71(1): 85-98.

Predicting long-term stock movements with fused textual features of Chinese research reports

Zhang M, Yang J, Wan M, et al. Predicting long-term stock movements with fused textual features of Chinese research reports[J]. Expert Systems with Applications, 2022, 210: 118312.

A New Message Expansion Structure for Full Pipeline SHA-2

Zhang Y, He Z, Wan M, et al. A new message expansion structure for full pipeline SHA-2[J]. IEEE Transactions on Circuits and Systems I: Regular Papers, 2021, 68(4): 1553-1566.

An on-chip digital monostable multivibrator using inverter-based delay chains

Wan M, Zhang Y, Zhang M, et al. An on-chip digital monostable multivibrator using inverter-based delay chains[J]. Journal of Circuits, Systems and Computers, 2019, 28(04): 1920001.

Teaching

Embedded Systems Courses

Microcontroller Courses

Service

• Editorial Board Member of Scientific Reports.
• Editorial Board Member of PLoS ONE.
• Editorial Review Member of Journal of Algorithms & Computational Technology.

• Youth Editorial Board Member of Al & Innovation (Al2).

• Referees for Biomedical signal processing and control. (3)
• Referees for Engineering applications of artificial intelligence. (2)
• Referees for IEEE transactions on circuits and systems. (1)
• Referees for Information processing and management. (5)
• Referees for Intelligent systems with applications. (2)
• Referees for Measurement. (1)
• Referees for Discover Computing. (3)
• Referees for Discover Artificial Intelligence. (1)
• Referees for IEEE Access. (1)
• Referees for Complex & Intelligent Systems. (1)
• Referees for Scientific Reports. (2)
• Referees for Natural Language Processing Journal. (1)
• Referees for IEEE SMC 2025. (1)
• Referees for IEEE IJCNN 2026. (6)