个人简介：
赵晓锦，我校射频异质异构集成全国重点实验室教授、博士生导师，入选国家高层次人才特殊支持计划青年拔尖人才和斯坦福全球前2%顶尖科学家榜单。长期从事CMOS图像传感SOC芯片、MEMS-CMOS气体传感SOC芯片和集成电路硬件安全方向的研究。近5年主持国家重点研发计划、国家特支计划、国家自然科学基金、军科委XXX工程重点项目、华为海思技术开发重点项目等11项科研项目，经费累计接近1800万元。迄今为止在一系列国际期刊和会议上发表113篇文章（SCI国际期刊论文56篇，EI国际会议论文57篇），撰写书籍章节2章，获授权发明专利16项，其中论文的谷歌学术引用次数为1730次，h因子为23，i10因子为49。曾获IEEE MEMS’2020杰出论文奖（全球仅三篇，系该国际顶级会议举办30余届以来，内地高校第二次荣获此奖项），IEEE EDL’2020封面论文，IEEE EDSSC’2018最佳学生论文奖，AsianHOST’2019最佳论文奖提名。现任IEEE高级会员，IEEE Sensors Journal编委（Associate Editor），IEEE TCAS-I客座编辑（Guest Editor），IEEE电路与系统学会（CASS）专家委员会委员，IEEE电路与系统学会深圳分会主席以及深圳市半导体异质集成技术重点实验室副主任，并担任包括DAC、ISCAS、APCCAS、PrimeAsia、AsianHOST等多个权威国际会议的TPC委员、大会主席、技术委员会共同主席和分会场主席等。
学术主页：
Google: https://scholar.google.com/citations?user=tcqS0GcAAAAJ&hl=en
ResearchGate: https://www.researchgate.net/profile/Xiaojin_Zhao2
主要研究方向：
1. CMOS图像传感SOC芯片，包括可信图像传感芯片、偏振图像传感芯片、感算融合图像传感芯片等；
2. MEMS-CMOS气体传感SOC芯片，包括MEMS-CMOS异质集成技术、气体传感接口电路、气体识别AI算法及其轻量化ASIC实现等；
3. 集成电路硬件安全芯片，包括物理不可克隆函数PUF芯片、真随机数发生器TRNG芯片等。
教育经历：
2005-2010，香港科技大学，电机及电子工程学（哲学博士PhD）
2001-2005，北京大学，微电子学（理学学士），数学与应用数学（双学士）
研究工作经历：
2011-至今，我校，澳门3044永利，讲师、副教授、教授
2014，欧洲微电子研究中心（IMEC），访问学者
2010-2011，香港科技大学，电子与计算机工程学系，副研究员（Research Associate）
学术兼职：
2020-至今，IEEE高级会员
2021-至今，IEEE Sensors Journal编委（Associate Editor）
2023，IEEE TCAS-I客座编辑（Guest Editor）
2023-至今，IEEE Circuits and Systems Society (CASS), Hardware Security Standards Committee Member
2019-至今，IEEE Circuits and Systems Society (CASS), Technical Committee Member on Sensory Systems
2021-至今，IEEE Circuits and Systems Society (CASS), Technical Committee Member on VLSI Systems & Applications
2019-至今，IEEE International Symposium on Circuits and Systems (ISCAS), Review Committee Member
2023-至今，IEEE Asia Pacific Conference on Circuits and Systems (APCCAS), Steering Committee Member
2021-至今，Design Automation Conference (DAC), TPC Member
2019-至今，Asian Hardware-Oriented Security and Trust Symposium (AsianHOST), TPC Member
2020-2023，IEEE电路与系统深圳分会主席
2015-2019，IEEE电子器件与固态电路深圳联合分会副主席、主席
2023-至今，深圳市半导体异质集成技术重点实验室副主任
所获荣誉：
2023，入选国家特支计划青年拔尖人才
2023，入选斯坦福全球前2%顶尖科学家榜单
2020，IEEE MEMS杰出论文奖（全球仅三篇，系该国际顶级会议举办30余届以来，内地高校第二次荣获此奖项）
2020，IEEE EDL封面论文
2020，我校百篇优秀本科毕业论文指导教师
2019，AsianHOST最佳论文奖提名
2019，第三届全国大学生集成电路创新创业大赛-优秀指导教师奖
2018，IEEE EDSSC最佳学生论文奖
2017，AsianHOST最佳论文奖提名
2016，深圳市南山区“领航人才”B类
2013，深圳市海外高层次人才“孔雀计划”B类
近5年主持科研项目：
1. 国家重点研发计划课题（2023YFB4402403），“三维RRAM器件电路异质集成技术研究”，2023.12-2027.11，326万元；
2. 国家高层次人才特殊支持计划—青年拔尖人才项目，2024.1-2026.12，140万元；
3. 中央军委科技委XXX工程重点项目课题，“XX式XX探测技术及样机验证”，2023.12-2025.10，500万元；
4. 国家自然科学基金面上项目（62174111），“集成微偏振光栅型非线性强PUF的可信CMOS偏振图像传感芯片研究”，2022.1-2025.12，78万元；
5. 华为海思技术开发重点项目，“高性能XXX研究”，2021.8-2023.12，452.8万元；
6. 教育部港澳与内地项目，“深澳物联网硬件安全芯片交流研究项目”，2021.1-2021.12，10.7万元；
7. 教育部港澳与内地项目，“深澳物理不可克隆函数芯片交流研究项目”，2018.1-2018.12，19.3万元；
8. 广东省自然科学基金面上项目（2021A1515011488），“基于CMOS互连金属层微偏振光栅的新型物理不可克隆函数芯片研究”，2021.1-2023.12，10万元；
9. 深圳市高校稳定支持计划重点项目（20220809125959001），“基于类脑神经形态像素单元的可信视觉传感芯片关键技术研发”，2022.12-2025.11，100万元；
10. 深圳市孔雀计划技术创新项目（KQJSCX20170727101037551），“基于物理不可克隆函数的物联网硬件安全芯片关键技术研发”，2018.3-2020.8，100万元；
11. 深圳市基础研究项目（JCYJ20190808151819049），“基于片上光栅型PUF安全认证的新型CMOS偏振图像传感芯片研究”，2020.6-2023.5，30万元
近5年代表性研究成果（*表示通讯作者）：
期刊论文（遴选）：
J1. W. Xu, Z. Li, Z. Fang, B. Wang, L. Hong, G. Yang, S. T. Han, X. Zhao* and X. Wang*, “A Sub-5mW Monolithic CMOS-MEMS Thermal Flow Sensing SoC with ±6m/s Linear Range”, IEEE Journal of Solid-State Circuits (JSSC), early access, 2023.
J2. W. Xu, L. Hong, J. Zheng, M. Li, Y. Hua and X. Zhao*, “Wearable Smart Sensor System for Monitoring and Intelligent Prediction of Sodium Ions in Human Perspiration”, IEEE Internet of Things Journal, early access, 2023.
J3. Y. Luo, J. Zhang, J. Hao and X. Zhao*, “A 2.5 pJ/bit PVT-Tolerant True Random Number Generator Based on Native-NMOS-Regulated Ring Oscillator,” IEEE Transactions on Circuits and Systems II: Express Briefs (TCAS-II), vol. 70, no. 10, pp. 3927-3931, 2023.
J4. H. Zuo, J. Hao, H. Lin, X. Zhao*, Y. Yang and L. Huang, “A 3.02 pJ/Bit 3T-APS-Based In-Sensor Strong PUF Featuring Near-100% Hardware Reuse Ratio and High Resilience to Machine Learning Attacks”, IEEE Transactions on Circuits and Systems II: Express Briefs (TCAS-II), vol. 70, no. 11, pp. 4206-4210, 2023.
J5. C. Xu, L. Zhang, M. K. Law, X. Zhao, P. I. Mak and R. P. Martins, “Modeling-Attack-Resistant Strong PUF Exploiting Stagewise Obfuscated Interconnections With Improved Reliability,” IEEE Internet of Things Journal, vol. 10, no. 18, pp. 16300-16315, 2023.
J6. C. Xu, J. Zhang, M. K. Law, X. Zhao, P. I. Mak and R. P. Martins, “Transfer-Path-Based Hardware-Reuse Strong PUF Achieving Modeling Attack Resilience With >200 Million Training CRPs”, IEEE Transactions on Information Forensics and Security (TIFS), vol. 18, pp. 2188-2203, 2023.
J7. X. Pan, J. Chen, X. Wen, J. Hao, W. Xu, W. Ye and X. Zhao*, “A comprehensive gas recognition algorithm with label-free drift compensation based on domain adversarial network”, Sensors and Actuators: B. Chemical, vol. 387, 133709, 2023.
J8. H. Zheng, H. Zuo, X. Zhao*, Y. Yang and C. H. Chang, “A Dual-Mode Polarization Image Sensor Design Based on In-Pixel Dual-Band Metal Wire Grid for Trustworthy Sensing,” IEEE Sensors Journal, vol. 22, no. 24, pp. 23844-23855, 2022.
J9. H. Zuo, Q. Li, H. Zheng, Y. Yang and X. Zhao*, “An Optically-Reconfigurable PUF Based on Logarithmic Photoreceptor of CMOS Dynamic Vision Sensors”, IEEE Transactions on Electron Devices (TED), vol. 69, no. 9, pp. 5395-5398, 2022.
J10. X. Pan, X. Zhao*, W. Xu, Z. Fan and A. Bermak, “Programmable Nanoarchitectonics of Pore Array for Electronic-Nose-Based Early Disease Diagnose”, IEEE Transactions on Electron Devices (TED), vol. 69, no. 8, pp. 4514-4520, 2022.
J11. Z. Huang, J. Zhong, C. Xie, R. Wu and X. Zhao*, “A Highly Reliable and Energy-Efficient Schmitt Trigger PUF Featuring Ultra-Wide Supply Voltage Range”, IEEE Transactions on Circuits and Systems II: Express Briefs (TCAS-II), vol. 69, no. 5, pp. 2428-2432, 2022.
J12. X. Zhao, C. Xie, Q. Zhao and X. Pan*, “A Dual-Entropy-Superposed PUF with In-Cell Entropy Sign Based Stabilization”, IEEE Transactions on Circuits and Systems I: Regular Papers (TCAS-I), vol. 69, no. 1, pp. 284-296, 2022.
J13. J. Zhang, C. Xu, M. K. Law*, Y. Jiang, X. Zhao*, P. I. Mak and R. P. Martins, “A 4T/Cell Amplifier-Chain-Based XOR PUF With Strong Machine Learning Attack Resilience”, IEEE Transactions on Circuits and Systems I: Regular Papers (TCAS-I), vol. 69, no. 1, pp. 366-377, 2022.
J14. Y. Cao, X. Zhao*, W. Zheng, Y. Zheng and C. H. Chang*, “A New Energy-Efficient and High Throughput Two-Phase Multi-Bit Per Cycle Ring Oscillator-based True Random Number Generator”, IEEE Transactions on Circuits and Systems I: Regular Papers (TCAS-I), vol. 69, no. 1, pp. 272-283, 2022.
J15. X. Zhao, T. Xu, C. Xie, X. Pan*, W. He and F. Zhang, “A CRP-Space-Extended RRAM PUF with In-Cell Zero-Overhead Salicide-Blocked Contact”, IEEE Transactions on Electron Devices (TED), vol. 68, no. 7, pp. 3702-3705, 2021.
J16. P. Gan, X. Zhao* and Y. Cao, “An All-MOSFET Voltage Reference Based PUF Featuring Low BER Sensitivity to VT Variations and 163 fJ/Bit in 180 nm CMOS”, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), vol. 40, no. 6, pp. 1172-1182, 2021.
J17. Y. Wang, Q. Huo, X. Xu, F. Tan, R. Gao, Q. Luo, Y. Yang, Q. Ren, X. Zhao, X. Wang, D. Lei and F. Zhang, “A Homogeneous, Reconfigurable, and Efficient Implementation of PUF in 3-D Selector-Free RRAM”, IEEE Transactions on Electron Devices (TED), vol. 68. no.5, pp. 2577-2581, 2021.
J18. W. Xu, X. Wang, X. Zhao, Y. Yang and Y. K. Lee, “Determination of Thermal Conductivities for Thin-Film Materials in CMOS MEMS Process,” IEEE Transactions on Instrumentation and Measurement (TIM), vol. 70, no. 6001309, pp. 1-9, 2021.
J19. X. Pan, Z. Zhang, H. Zhang, Z. Wen, W. Ye, Y. Yang, J. Ma and X. Zhao*, “A fast and robust mixture gases identification and concentration detection algorithm based on attention mechanism equipped recurrent neural network with double loss function”, Sensors and Actuators: B. Chemical, vol. 342, 129982, 2021.
J20. Q. Zhao, W. Zheng, X. Zhao*, Y. Cao, F. Zhang* and M. K. Law, “A 108 F2/bit Fully Reconfigurable RRAM PUF Based on Truly Random Dynamic Entropy of Jitter Noise”, IEEE Transactions on Circuits and Systems I: Regular Papers (TCAS-I), vol. 67, no. 11, pp. 3866-3879, 2020.
J21. S. Liu, J. Chen, Y. Xun, X. Zhao and C. H. Chang, “A New Polarization Image Demosaicking Algorithm by Exploiting Inter-channel Correlations with Guided Filtering”, IEEE Transactions on Image Processing (TIP), vol. 29, pp. 7076-7089, 2020.
J22. X. Zhao, Q. Zhao, Y. Liu and F. Zhang, “An Ultracompact Switching-Voltage-Based Fully Reconfigurable RRAM PUF with Low Native Instability”, IEEE Transactions on Electron Devices (TED), vol. 67, no. 7, pp. 3010-3013, 2020.
J23. X. Lu, M. K. Law, Y. Jiang, X. Zhao, P. I. Mak and R. P. Martins, “A 4-μm Diameter SPAD Using Less-doped N-Well Guard Ring in Baseline 65-nm CMOS”, IEEE Transactions on Electron Devices (TED), vol. 67, no. 5, pp. 2223-2225, 2020.
J24. Q. Zhao, Y. Wu, X. Zhao*, Y. Cao and C. H. Chang, “A 1036 F2/bit High Reliability Temperature Compensated Cross-Coupled Comparator Based PUF”, IEEE Transactions on Very Large Scale Integration (VLSI) Systems, vol. 28, no. 6, pp. 1449-1460, 2020.
J25. Y. Zheng, X. Zhao*, T. Sato, Y. Cao and C. H. Chang*, “Ed-PUF: Event-driven Physical Unclonable Function for Camera Authentication in Reactive Monitoring System”, IEEE Transactions on Information Forensics & Security (TIFS), vol. 15, no. 1, pp. 2824-2839, 2020.
J26. Q. Huo, R. Song, D. Lei, Q. Luo, Z. Wu, Z. Wu, X. Zhao, F. Zhang, L. Li and M. Liu, “Demonstration of 3D Convolution Kernel Function Based on 8-layer 3D Vertical Resistive Random Access Memory”, IEEE Electron Device Letters (EDL), vol. 41, no. 3, pp. 497-500, 2020. (封面论文)
J27. X. Zhao, P. Gan, D. Liang, Q. Zhao, Y. Cao, X. Pan and A. Bermak, “A 124 fJ/bit Cascode Current Mirror Array Based PUF with 1.50% Native Unstable Bit Ratio”, IEEE Transactions on Circuits and Systems I: Regular Papers (TCAS-I), vol. 66, no. 9, pp. 3494-3503, 2019.
J28. X. Zeng, Y. Luo, X. Zhao and W. Ye, “An end-to-end fully-convolutional neural network for division of focal plane sensors to reconstruct S0, DoLP and AoP”, Optics Express, vol. 27, no. 6, pp. 8566-8577, 2019.
J29. W. Ye, S. Li, X. Zhao*, A. Abubakar and A. Bermak, “A K Times Singular Value Decomposition Based Image Denoising Algorithm for DoFP Polarization Image Sensors with Gaussian Noise”, IEEE Sensors Journal, vol. 18, no. 15, pp. 6138-6144, 2018.
J30. A. Ahmed, X. Zhao*, J. Chang, H. Ma, V. Gruev and A. Bermak, “Four-Directional Adaptive Residual Interpolation Technique for DoFP Polarimeters with Different Micro-polarizer Patterns”, IEEE Sensors Journal, vol. 18, no. 19, pp. 7990-7997, 2018.
J31. A. Abubakar, X. Zhao*, S. Li, M. Takruri, E. Bastaki and A. Bermak, “A Block-Matching and 3D Filtering Algorithm for Gaussian Noise in DoFP Polarization Images”, IEEE Sensors Journal, vol. 18, no. 18, pp. 7429-7435, 2018.
国际会议论文（遴选）：
C1. H. Lin, H. Zuo, Q. Peng and X. Zhao*, “A 690fJ/bit ML-Attack-Resilient Strong PUF Based on Subthreshold Voltage Attenuator Ring with Closed-Loop Feedback”, IEEE European Solid-State Circuits Conference (ESSCIRC), pp. 113-116, Lisbon, Portugal, 2023.
C2. H. Zuo, J. Hao, J. Zhong and X. Zhao*, “A 166F2/bit 0.0136%-Native-BER Physically Unclonable Function Based on Gate-Overhang-Shortened Transistor”, IEEE Custom Integrated Circuits Conference (CICC), pp. 1-2, San Antonio, USA, 2023.
C3. Q. Peng, H. Zuo, J. Hao and X. Zhao*, “A Subthreshold-Inverter-Based Strong PUF with High Reliability and Energy Efficiency”, IEEE International Symposium on Circuits and Systems (ISCAS), pp. 1-5, Monterey, USA, 2023.
C4. Z. Li, Z. Fang, B. Wang, M. Ahmed, X. Pan, S. T. Han, X. Zhao, W. Xu*, “System-Level Modeling and Design of a Temperature Compensated CMOS MEMS Thermal Flow Sensor”, IEEE International Symposium on Circuits and Systems (ISCAS), pp. 2072-2076, Austin, USA, 2022.
C5. C. Xu, J. Zhang, M. K. Law, Y. Jiang, X. Zhao, P. I. Mak and R. P. Martins, “Modeling Attack Resistant Strong PUF Exploiting Obfuscated Interconnections with <0.83% Bit-Error Rate”, IEEE Asian Solid-State Circuits Conference (ASSCC), pp. 1-3, 2021.
C6. F. U. Khan, S. Mehmood, X. Zhao, Y. Yang and X. Pan, “Ultra-Sensitive Bimetallic Alloy Loaded with Porous Architecture MOF for Ammonia Detection at Room Temperature”, IEEE International Symposium on Circuits and Systems (ISCAS), Daegu, Korea, 2021.
C7. W. Xu, X. Wang, X. Zhao, Z. Ke and Y. K. Lee, “An Integrated CMOS MEMS Gas Flow Sensor with Detection Limit Towards Micrometer Per Second”, IEEE International Conference on Micro Electro Mechanical Systems (MEMS), pp. 200-203, Vancouver, Canada, 2020. (杰出论文奖)
C8. S. Liang, W. Zheng, Y. Cao and X. Zhao*, “A 30fJ/b Current-Biased Inverter Based RO TRNG with High Temperature and Supply Voltage Stabilities”, IEEE International Symposium on Circuits and Systems (ISCAS), Seville, Spain, 2020.
C9. J. Zhang, X. Zhao*, M. K. Law, C. Xu, J. Liu, P. I. Mak and R. P. Martins, “A 6.4pJ/bit Strong Physical Unclonable Function Based on Multiple-stage Amplifier Chain”, IEEE International Symposium on Circuits and Systems (ISCAS), Seville, Spain, 2020.
C10. C. Xu, J. Zhang, M. K. Law, X. Zhao, P. I. Mak and R. P. Martins, “An N × N Multiplier-Based Multi-Bit Strong PUF Using Path Delay Extraction”, IEEE International Symposium on Circuits and Systems (ISCAS), Seville, Spain, 2020.
C11. P. Gan, Y. Wu, Y. Cao and X. Zhao*, “A Highly-Reliable and Energy-Efficient Physical Unclonable Function Based on 4T All-MOSFET Subthreshold Voltage Reference”, IEEE Asian Hardware-Oriented Security and Trust Symposium (AsianHOST), Xi’an, China, Dec. 16-17, 2019.
C12. P. Chin, Y. Cao, X. Zhao, L. Zhang and F. Zhang, “Locking Secret Data in the Vault Leveraging Fuzzy PUFs”, IEEE Asian Hardware-Oriented Security and Trust Symposium (AsianHOST), Xi’an, China, Dec. 16-17, 2019. (最佳论文奖提名)
C13. Q. Zhao, X. Zhao* and Y. Cao, “A Highly Reliable Physical Unclonable Function Based on 2T Voltage Reference and Diode-Clamped Comparator”, IEEE International Symposium on Circuits and Systems (ISCAS), Sapporo, Japan, 2019.
C14. W. Zheng, X. Pan and X. Zhao*, “A Low Power Current Mode PUF Based on Winner-Take-All Scheme”, IEEE International Symposium on Circuits and Systems (ISCAS), Sapporo, Japan, 2019.
C15. B. Wang, X. Zhao*, Y. Zheng and C. H. Chang, “An In-Pixel Gain Amplifier Based Event-Driven Physical Unclonable Function for CMOS Dynamic Vision Sensors”, IEEE International Symposium on Circuits and Systems (ISCAS), Sapporo, Japan, 2019.
C16. H. Zhang, W. Ye, X. Zhao, R. K. F. Teng and X. Pan, “A Novel Convolutional Recurrent Neural Network Based Algorithm for Fast Gas Recognition in Electronic Nose System”, IEEE International Conference on Electron Devices and Solid State Circuits (EDSSC), Shenzhen, China, 2018. (最佳学生论文奖)
C17. Y. Cao, C. H. Chang, W. Zheng and X. Zhao, “A Sub-pico Joules Per Bit Robust Physical Unclonable Function Based on Subthreshold Voltage References”, IEEE International Symposium on Circuits and Systems (ISCAS), pp. 1-5, Florence, Italy, 2018.
C18. S. Li, W. Ye, H. Liang, X. Pan, X. Lou and X. Zhao*, “K-SVD Based Denoising Algorithm for DoFP Polarization Image Sensors”, IEEE International Symposium on Circuits and Systems (ISCAS), pp. 1-5, Florence, Italy, 2018.
