
- 朱瑞,男,硕士在读于燕山大学电气工程学院
- 研究兴趣是光谱分析、光学(气体)传感器、呼出气体超痕量检测以及深度学习技术的应用
- 以第一作者发表SCI论文7篇,其中,中科院一区Top论文5篇、二区Top论文1篇
- 申请国家发明专利4项,登记软件著作权11项
- 荣获2023年、2024年研究生国家奖学金
- 精通Python编程,熟悉TensorFlow、Pytorch、PaddlePaddle框架
- 被百度飞桨授予“飞桨开发者技术专家”,被CSDN授予“人工智能领域新星创作者”
- 国际光学工程学会学生会员、中国光学学会、中国仪器仪表学会、中国光学工程学会学生会员
My name is Zhu Rui, male, master degree in Yanshan University School of Electrical Engineering. My research interests are spectral analysis, optical (gas) sensor, exhaled gas ultrattrace detection, and the application of deep learning techniques. I have published 7 SCI papers as the first author, including 5 Top papers in the first district of the Chinese Academy of Sciences and 1 Top paper in the second district of the Chinese Academy of Sciences. And applied for 4 national invention patents, registered software copyright 11. And I won the national Scholarship for graduate students in 2023 and 2024. I am proficient in Python programming and familiar with TensorFlow, Pytorch, PaddlePaddle frameworks. Therefore, I was awarded "PaddlePaddle Developers Expert" by Baidu PaddlePaddle and "New Star Creator in AI" by CSDN. At the same time, I am a student member of the International Society of Optical Engineering, a student member of the Chinese Optical Society, a student member of the Chinese Society of Instrumentation, and a student member of the Chinese Society of Optical Engineering.
🔥 News
- 2025.04 🎉 I won the “Excellent Poster Award(优秀海报奖)” in the Poster Competition of the 2025 National Doctoral Academic League on Optics and Optical Engineering.
- 2025.04 🎉 I won the “Honor Graduate of Hebei University(河北省优秀毕业生)”.
- 2025.03 🎉 I won the “Merit student of Hebei Province(河北省三好学生)”.
- 2025.03 🎉 One paper “Wide Range Concentration Measurement of Sulfur Dioxide Based on Adaptive Sliding Window Absorption Spectroscopy” is accepted by Spectroscopy and Spectral Analysis.
- 2025.01 🎉 One paper “Detection of Breath Nitric Oxide at Ppb Level Based on Multiperiodic Spectral Reconstruction Neural Network” is accepted by Analytical Chemistry.
- 2024.12 🎉 I won the “Star Arrow Science and Technology Star Young Research Scholarship(星箭科技星青年科研奖学金)”sponsored by Star Arrow Science and Technology.
- 2024.12 🎉 I was awarded the “Star Community AI Developer of the Year(飞桨星河社区年度AI开发者)” by Baidu PaddlePaddle.
- 2024.11 🎉 I won the “Model Merit Student of Yanshan University(燕山大学三好学生标兵)”.
- 2024.11 🎉 I won the “Haitian Fund Scholarship(海天基金奖学金)” sponsored by Haitian Group.
- 2024.11 🎉 I won the “National Scholarship(国家奖学金)”.
- 2024.09 🎉 One paper “Optical chemical gas sensor based on spectral autocorrelation: A method for online detection of nitric oxide and ammonia in exhaled breath” is accepted by Sensors and Actuators B: Chemical.
- 2024.07 🎉 One paper “Ppb-Level Ammonia Sensor for Exhaled Breath Diagnosis Based on UV-DOAS Combined with Spectral Reconstruction Fitting Neural Network” is accepted by ACS Sensors.
- 2024.04 🎉 One paper “Multiparameter gas sensor based on UV-SFR combined with wavelet transform-neural network at ppb level” is accepted by Optics & Laser Technology.
- 2024.03 🎉 I won the “Merit student of Hebei Province(河北省三好学生)”.
- 2024.01 🎉 One paper “Ultrasensitive Online NO Sensor Based on a Distributed Parallel Self-Regulating Neural Network and Ultraviolet Differential Optical Absorption Spectroscopy for Exhaled Breath Diagnosis” is accepted by ACS Sensors.
- 2023.10 🎉 I won the “National Scholarship(国家奖学金)”.
- 2023.08 🎉 I won the “PaddlePaddle Developers Expert(飞桨开发者技术专家)” by Baidu PaddlePaddle.
- 2023.07 🎉 One paper “A ppb-level online detection system for gas concentrations in CS2/SO2 mixtures based on UV-DOAS combined with VMD-CNN-TL model” is accepted by Sensors and Actuators B: Chemical.
- 2022.06 🎉 I won the “Honor Graduate of Liaoning University(辽宁省优秀毕业生)”.
📝 Publications
🎯 Research Article

Rui Zhu, Jie Gao, Qi Tian, Mu Li, Fei Xie, Changyin Li, Shufeng Xu, Yungang Zhang*
- This work proposes a multiperiodic spectral reconstruction technique.
- This work enables the detection of nitric oxide in exhaled breath.

Rui Zhu, Jie Gao, Qi Tian, Mu Li, Qiang Gao, Xijun Wu, Shufeng Xu, Yungang Zhang*
- This work proposes a spectral cyclic autocorrelation technique.
- This work enables simultaneous detection of nitric oxide and ammonia in exhaled breath.

Rui Zhu, Qiwen Zhou, Qi Tian, Shuo Zhao, Wanyi Qin, Xijun Wu, Shufeng Xu, Yungang Zhang*
- This work brings forward the idea of spectral reconstruction.
- This work enables the detection of ammonia in exhaled breath.

Rui Zhu, Jie Gao, Mu Li, Yongqi Wu, Qiang Gao, Xijun Wu, Yungang Zhang*
- This work takes into account the absorption characteristics of nitric oxide itself to construct the neural network model structure.
- This work enables simultaneous detection of nitric oxide and ammonia in exhaled breath.

Rui Zhu, Jie Gao, Mu Li, Qiang Gao, Xijun Wu, Yungang Zhang*
- This work introduces transfer learning to solve the problem of small sample size mixed gas spectral data.
- This work enables simultaneous measurement of carbon disulfide and sulfur dioxide in GAS Insulated switchgear (GIS).
First Author
- 2025 Wide Range Concentration Measurement of Sulfur Dioxide Based on Adaptive Sliding Window Absorption Spectroscopy, Rui Zhu, Jie Gao, Yaodong Da*, Yongqiang Chang, Jie Gao, Tengda Shi, Yungang Zhang*, Spectroscopy and Spectral Analysis, 2025, 45, 8, xxxx–xxxx. Spectroscopy and Spectral Analysis 中科院四区
- 2025 Detection of Breath Nitric Oxide at Ppb Level Based on Multiperiodic Spectral Reconstruction Neural Network, Rui Zhu, Jie Gao, Qi Tian, Mu Li, Fei Xie, Changyin Li, Shufeng Xu, Yungang Zhang*, Analytical Chemistry, 2025, 97, 5, 3190–3197. Analytical Chemistry 中科院一区Top
- 2024 Optical chemical gas sensor based on spectral autocorrelation: A method for online detection of nitric oxide and ammonia in exhaled breath, Rui Zhu, Jie Gao, Qi Tian, Mu Li, Qiang Gao, Xijun Wu, Shufeng Xu, Yungang Zhang*, Sensors and Actuators B: Chemical, 2025, 422, 136694. Sensors and Actuators B: Chemical 中科院一区Top
- 2024 Ppb-Level Ammonia Sensor for Exhaled Breath Diagnosis Based on UV-DOAS Combined with Spectral Reconstruction Fitting Neural Network, Rui Zhu, Qiwen Zhou, Qi Tian, Shuo Zhao, Wanyi Qin, Xijun Wu, Shufeng Xu, Yungang Zhang*, ACS Sensors, 2024, 9, 8, 4286–4294. ACS Sensors 中科院一区Top
- 2024 Ultrasensitive Online NO Sensor Based on a Distributed Parallel Self-Regulating Neural Network and Ultraviolet Differential Optical Absorption Spectroscopy for Exhaled Breath Diagnosis, Rui Zhu, Jie Gao, Mu Li, Yongqi Wu, Qiang Gao, Xijun Wu, Yungang Zhang*, ACS Sensors, 2024, 9, 3, 1499–1507. ACS Sensors 中科院一区Top
- 2024 Multiparameter gas sensor based on UV-SFR combined with wavelet transform-neural network at ppb level, Rui Zhu, Jie Gao, Mu Li, Yongqi Wu, Xijun Wu, Yungang Zhang*,Optics & Laser Technology, 2024, 176, 110960. Optics & Laser Technology 中科院二区Top
- 2023 A ppb-level online detection system for gas concentrations in CS2/SO2 mixtures based on UV-DOAS combined with VMD-CNN-TL model, Rui Zhu, Jie Gao, Mu Li, Qiang Gao, Xijun Wu, Yungang Zhang*, Sensors and Actuators B: Chemical, 2023, 394, 134440. Sensors and Actuators B: Chemical 中科院一区Top
Non-first Author
- 2025 Optical Sensing System Based on Bidirectional Self-Correction Technology: An Online Detection Method for Carbon Disulfide and Sulfur Dioxide in Gas-Insulated Switchgear, Jie Gao, Yucun Zhang, Rui Zhu, Mu Li, Fei Xie, Changyin Li, Bingqian Li, Yungang Zhang*, Analytical Chemistry, 2025, 97, 13, 7536–7545. Analytical Chemistry 中科院一区Top
- 2025 A dual sensor for SO2 concentration and temperature based on ultraviolet differential optical absorption spectroscopy combined with convolutional neural network, Bingqian Li, Hongbin Lin, Mu Li, Rui Zhu, Jie Gao, Fei Xie, Changyin Li, Yungang Zhang*, Measurement, 2025, 252, 117397. Measurement 中科院二区
- 2025 An optical sensor for ppb-level exhaled acetone detection based on UV-DOAS and spectral upscaling,Fei Xie, Jie Gao, Tian Qi, Changyin Li, Rui Zhu, Shufeng Xu, Mu Li, Yungang Zhang*, Talanta, 2025, 292, 127965. Talanta 中科院二区Top
- 2025 A method for three-dimensional morphology reconstruction of forings based on non-view domain mapping combined with laser laminar scanning, Qiwen Zhou, Mu Li, Jie Gao, Rui Zhu, Yungang Zhang*, Measurement, 2025, 251, 117298. Measurement 中科院二区
- 2025 A radial section morphology reconstruction method for high-temperature forgings based on mirror mapping of non-view domain, Qiwen Zhou, Bin Liu*, Mu Li, Jie Gao, Rui Zhu, Yungang Zhang, Measurement, 2025, 250, 117041. Measurement 中科院二区
- 2024 An ultrafast optical sensor for simultaneous detection of NH3 temperature and concentration based on ultraviolet absorption spectral redshift combined with spectral reconstruction, Mu Li, Qiwen Zhou, Yongqi Wu, Jie Gao, Rui Zhu, Qiang Gao, Xijun Wu, Yungang Zhang*, Sensors and Actuators B: Chemical, 2025, 422, 136631. Sensors and Actuators B: Chemical 中科院一区Top
- 2024 Measurement of O2 and O3 absorption cross-sections in the 180–270 nm by controlling the conversion of O2 to O3 in the linear-absorption region, Shuo Zhao, Jie Gao, Yongqi Wu, Rui Zhu, Mu Li, Wanyi Qin, Xijun Wu, Yungang Zhang*, Journal of Molecular Spectroscopy, 2025, 407, 111984. Journal of Molecular Spectroscopy 中科院四区
- 2024 Ultratrace CO/SF6 detection system based on differential fourier transform infrared spectroscopy combined with the weighted sine spectral reconstruction convolutional neural network model, Jie Gao, Yucun Zhang, Rui Zhu, Mu Li, Fei Xie, Yongqi Wu, Xijun Wu, Yungang Zhang*, Analytical Chemistry, 2024, 96, 45, 18086–18095. Analytical Chemistry 中科院一区Top
- 2024 An ultra-sensitive optical H2S sensor based on thermal conversion combined with UV-DOAS: Dynamic detection from ppm to ppb level, Mu Li, Jie Gao, Rui Zhu, Xinhui Li, Xijun Wu, Qiang Gao, Yungang Zhang*, Sensors and Actuators B: Chemical, 2024, 414, 135946. Sensors and Actuators B: Chemical 中科院一区Top
- 2024 A new optical analysis system for online measurement of NO temperature and concentration in combustion processes, Mu Li, Qiwen Zhou, Jie gao, Rui Zhu, Fei Xie, Qiang Gao, Yungang Zhang*, Analytical Chemistry, 2024, 96, 52, 20543–20551. Analytical Chemistry 中科院一区Top
- 2024 Detection of ultra-low concentration NH3, SO2, and NO using UV-DOAS combined with multidimensional spectral fusion, Fei Xie, Yongqi Wu, Jie Gao, Mu Li, Rui Zhu, Xijun Wu, Yungang Zhang*, Fuel, 2024, 378, 132965. Fuel 中科院二区Top
- 2024 Measurement of the absorption cross-sections of sulfur compounds in the 180-270 nm region considering nonlinear effects, Jie Gao, Yongqi Wu, Shuo Zhao, Rui Zhu, Mu Li, Wanyi Qin, Yucun Zhang, Yungang Zhang*, Physical Chemistry Chemical Physics, 2024, 378, 132965. Physical Chemistry Chemical Physics 中科院三区
- 2023 An adaptive absorption spectroscopy with adjustable moving window width for suppressing nonlinear effects in absorbance measurements, Jie Gao, Rui Zhu, Linying Li, Qiang Gao, Xijun Wu, Yucun Zhang, Yungang Zhang*, Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy, 2023, 294, 122550. Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy 中科院二区
- 2023 Study on temperature effects of broadband absorption spectroscopy based on Doppler broadening combined with a multilinear shape superposition, Mu Li, Jie Gao, Yongqi Wu, Rui Zhu, Qiang Gao, Yungang Zhang*, Optics Letters, 2023, 48, 22, 5923-5926. Optics Letters 中科院二区Top
📚 Patent
- 2024 A device and method for detecting the concentration of mixed gases based on the autocorrelation of absorption spectra, Yungang Zhang, Rui Zhu, et al. CN118130412A.
- 2024 A device and method for measuring the absorption cross section of oxygen and ozone, Yungang Zhang, Shuo Zhao, Rui Zhu, et al. CN118758885A.
- 2024 Device and method for detecting high temperature aluminum rolling oil concentration based on multi-peak correlation analysis, Yungang Zhang, Wanyi Qin, Jie Gao, Rui Zhu, et al. CN118624556A.
- 2024 A system and method for reconstructing radial morphology of high-temperature forgings based on non-field-of-view mirror mapping, Yungang Zhang, Qiwen Zhou, Bin Liu, Mu Li, Rui Zhu, et al. CN118463863A.
📖 Software Copyright
- 2024 Carbon monoxide gas spectral processing and analysis software, Rui Zhu. 2024SR1036904.
- 2024 Acetone gas spectral processing and analysis software, Rui Zhu. 2024SR0981596.
- 2024 Nitrogen dioxide gas spectral processing and analysis software, Rui Zhu. 2024SR0746974.
- 2024 Carbon dioxide spectral processing and analysis software, Yungang Zhang, Rui Zhu. 2024SR1127245.
- 2024 Hydrogen spectral processing and analysis software, Yungang Zhang, Rui Zhu. 2024SR1029287.
- 2024 Ethanol gas spectral processing and analysis software, Yungang Zhang, Rui Zhu. 2024SR1001217.
- 2024 Carbon disulfide spectral processing and analysis software, Yungang Zhang, Rui Zhu. 2024SR0230291.
- 2024 Ammonia spectroscopy processing and analysis software, Yungang Zhang, Rui Zhu. 2024SR0172926.
- 2023 Nitric oxide gas spectroscopy processing and analysis software, Yungang Zhang, Rui Zhu. 2023SR1539717.
- 2023 Gas spectral visualization analysis software, Yungang Zhang, Rui Zhu. 2023SR0937567.
🎖 Honors and Awards
- 2025.03 Merit student of Hebei Province(河北省三好学生)
- 2025.01 Star Arrow Science and Technology Star Young Research Scholarship(星箭科技星青年科研奖学金)
- 2024.12 Star Community AI Developer of the Year (飞桨星河社区年度AI创作者)
- 2024.12 Model Merit Student of Yanshan University(燕山大学三好学生标兵)
- 2024.12 Merit Student of Yanshan University(燕山大学三好学生)
- 2024.11 National Scholarship(国家奖学金)
- 2024.11 Haitian Fund Scholarship(海天基金奖学金)
- 2024.10 First-class Scholarship for postgraduate students of Yanshan University(燕山大学一等学业奖学金)
- 2024.03 Merit student of Hebei Province(河北省三好学生)
- 2023.11 Merit Student of Yanshan University(燕山大学三好学生)
- 2023.11 National Scholarship(国家奖学金)
- 2023.10 First-class Scholarship for postgraduate students of Yanshan University(燕山大学一等学业奖学金)
- 2023.08 PaddlePaddle Developers Expert(飞桨开发者技术专家)
- 2022.10 Second-class Scholarship for postgraduate students of Yanshan University(燕山大学二等学业奖学金)
- 2022.06 Honor Graduate of Liaoning University(辽宁省优秀毕业生)
- 2022.06 Honor Graduate of Shenyang University of Technology(沈阳工业大学优秀毕业生)
- 2021.09 Outstanding Student Cadre of Shenyang University of Technology(沈阳工业大学优秀学生干部)
- 2021.09 New Star Creator in AI(人工智能领域新星创作者)
📖 Educations
- 2022.09 - 2025.06 (now), Master, Yanshan Univerity, Qinhuangdao.
- 2018.09 - 2022.06, Undergraduate, Shenyang University of Technology, Shenyang.
💬 Invited Talks
- 2024.12 Graduate Innovation Forum, School of Electrical Engineering, Yanshan University.
- 2024.11 Hosted “Knowledge Sharing, Academic Progress Together” Academic Salon, School of Electrical Engineering, Yanshan University.
- 2023.12 Graduate Innovation Forum, School of Electrical Engineering, Yanshan University.
💻 Internships
- NO