趙曉錦，深圳大學射頻異質異構集成全國重點實驗室特聘教授、博士生導師，入選國家級青年人才計畫和斯坦福全球前2%頂尖科學家榜單。長期從事CMOS圖像感測SOC晶片、MEMS-CMOS氣體感測SOC晶片和積體電路硬體安全方向的研究。近5年主持國家重點研發計畫、國家特支計畫、國家自然科學基金、JKW重點項目、華為海思技術開發重點項目、廣汽研究院技術開發重點項目等縱向和橫向科研項目，總經費超過2000萬元。迄今為止在IEEE JSSC、TCAS-I/II、TIFS、TVLSI、TCAD、VLSI Symposium、CICC、ESSCIRC、ASSCC、MEMS、ISCAS等一系列國際期刊和會議上發表115篇文章（SCI國際期刊論文56篇，EI國際會議論文59篇），撰寫書籍章節2章，獲授權發明專利16項，其中論文的谷歌學術引用次數為1830次，h因子為23，i10因子為49。曾獲IEEE MEMS’2020傑出論文獎（全球僅三篇，系該國際頂級會議舉辦30餘屆以來，內地高校第二次榮獲此獎項），IEEE EDL’2020封面論文，IEEE EDSSC’2018最佳學生論文獎，AsianHOST’2019最佳論文獎提名。現任IEEE高級會員，IEEE Sensors Journal編委（Associate Editor），IEEE TCAS-I客座編輯（Guest Editor），IEEE電路與系統學會（CASS）專家委員會委員，IEEE電路與系統學會深圳分會主席（2020-2023）以及深圳市半導體異質集成技術重點實驗室副主任，並擔任包括DAC、ISCAS、APCCAS、PrimeAsia、AsianHOST等多個權威國際會議的TPC委員、大會主席、技術委員會共同主席和分會場主席等。
基本介紹
- 中文名：趙曉錦
- 國籍：中國
- 民族：漢
- 畢業院校：香港科技大學 、北京大學
- 學位/學歷：博士
主要研究方向,教育經歷,研究工作經歷,學術兼職,所獲榮譽,近5年主持科研項目,近5年代表性研究成果,期刊論文（遴選）,國際會議論文（遴選）,
主要研究方向
1. CMOS圖像感測SOC晶片，包括可信圖像感測晶片、偏振圖像感測晶片、感算融合圖像感測晶片等；
2. MEMS-CMOS氣體感測SOC晶片，包括MEMS-CMOS異質集成技術、氣體感測接口電路、氣體識別AI算法及其輕量化ASIC實現等；
3. 積體電路硬體安全晶片，包括物理不可克隆函式PUF晶片、真隨機數發生器TRNG晶片等。
教育經歷
2005-2010，香港科技大學，電機及電子工程學（哲學博士PhD）
2001-2005，北京大學，微電子學（理學學士），數學與套用數學（雙學士）
研究工作經歷
2011-至今，深圳大學，電子與信息工程學院，講師、副教授、教授、特聘教授
2014，歐洲微電子研究中心（IMEC），訪問學者
2010-2011，香港科技大學，電子與計算機工程學系，副研究員（Research Associate）
學術兼職
2020-至今，IEEE高級會員
2021-至今，IEEE Sensors Journal編委（Associate Editor）
2023，IEEE TCAS-I客座編輯（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電路與系統深圳分會主席
2015-2019，IEEE電子器件與固態電路深圳聯合分會副主席、主席
2023-至今，深圳市半導體異質集成技術重點實驗室副主任
所獲榮譽
2024，射頻異質異構集成全國重點實驗室科研成就主任獎
2024，深圳大學電信學院科研傑出貢獻獎
2023，入選國家級青年人才計畫
2023，入選斯坦福全球前2%頂尖科學家榜單
2020，IEEE MEMS傑出論文獎（全球僅三篇，系該國際頂級會議舉辦30餘屆以來，內地高校第二次榮獲此獎項）
2020，IEEE EDL封面論文
2020，深圳大學百篇優秀本科畢業論文指導教師
2019，AsianHOST最佳論文獎提名
2019，第三屆全國大學生積體電路創新創業大賽-優秀指導教師獎
2018，IEEE EDSSC最佳學生論文獎
2017，AsianHOST最佳論文獎提名
2016，深圳市南山區“領航人才”B類
2013，深圳市海外高層次人才“孔雀計畫”B類
近5年主持科研項目
1. 國家重點研發計畫課題，“三維RRAM器件電路異質集成技術研究”，2023.12-2027.11，326萬元，PI；
2. 國家級青年人才項目，“硬體安全與可信感測”，2024.1-2026.12，140萬元，PI；
3. 國家級重點項目課題，“XX式XX探測技術及樣機驗證”，2023.12-2025.10，450萬元，PI；
4. 國家自然科學基金面上項目，“集成微偏振光柵型非線性強PUF的可信CMOS偏振圖像感測晶片研究”，2022.1-2025.12，78萬元，PI；
5. 華為海思技術開發重點項目，“高性能XXX研究”，2021.8-2023.12，452.8萬元，PI；
6. 廣東省自然科學基金卓越青年團隊項目，“面向智慧型感知的低功耗憶阻器及集成”，2024.1-2027.12，300萬元，co-PI；
7. 教育部港澳與內地“****” 項目，“深澳物聯網硬體安全晶片交流研究項目”，2021.1-2021.12，10.7萬元，PI；
8. 廣東省自然科學基金面上項目，“基於CMOS互連金屬層微偏振光柵的新型物理不可克隆函式晶片研究”，2021.1-2023.12，10萬元，PI；
9. 廣汽研究院技術開發重點項目，“XXX高效識別技術研究”，2024.1-2024.8，180萬元，co-PI；
10. 深圳市高校穩定支持計畫重點項目，“基於類腦神經形態像素單元的可信視覺感測晶片關鍵技術研發”，2022.12-2025.11，100萬元，PI；
11. 深圳市孔雀計畫技術創新項目，“基於物理不可克隆函式的物聯網硬體安全晶片關鍵技術研發”，2018.3-2020.8，100萬元，PI；
12. 深圳大學科研團隊培育項目，2024.1-2025.12，100萬元，PI
近5年代表性研究成果
期刊論文（遴選）
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, vol. 11, no. 5, pp. 8146-8155, 2024.
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 F/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 F/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. (封面論文)
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.
國際會議論文（遴選）
C1. H. Zuo, X. Huang, S. Zhang, C. H. Chang and X. Zhao*, “An In-Sensor PUF Featuring Optical Reconfigurability and Near-100% Hardware Reuse Ratio for Trustworthy Sensing”, IEEE Symposium on VLSI Technology and Circuits, accepted, Honolulu, USA, 2024.
C2. J. Hao, Q. Zhuang, J. Zhang and X. Zhao*, “A 98fJ/Bit Current-Starved-Ring-Oscillator-Based TRNG with High PVT Tolerance and Resilience to Frequency Injection Attack up to 1V”, IEEE Custom Integrated Circuits Conference (CICC), pp. 1-2, Denver, USA, 2024.
C3. 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.
C4. H. Zuo, J. Hao, J. Zhong and X. Zhao*, “A 166F/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.
C5. 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.
C6. 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.
C7. 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.
C8. 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.
C9. 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. (傑出論文獎)
C10. 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.
C11. 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.
C12. 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.
C13. 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.
C14. 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. (最佳論文獎提名)
C15. 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.
C16. 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.
C17. 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.
C18. 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. (最佳學生論文獎)
C19. 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.
C20. 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.
