斯坦福评选的全球前2%顶尖科学家。南京信息工程大学人工智能（未来技术）学院教授、博导、国家重大人才计划A类（青年）入选、江苏省特聘教授。兼任国电南自集团首席专家、西安建筑科技大学艺术学院讲席教授（客座）、合肥大学客座教授、德国不来梅大学硕士生导师、葡萄牙新里斯本大学博士生导师。曾被遴选为欧洲伊拉斯谟（Erasmus+）学者（获颁流动教学奖金）、欧洲青年研究型大学网络（YERUN）学者（获颁流动科研奖金）。本科毕业于上海交通大学电子信息与电气工程学院信息工程专业，双硕士毕业于柏林工业大学电子系（平均分满分）和上海交通大学电院通信与信息系统专业（全系第一），博士毕业于不来梅大学数学与计算机系认知系统实验室。曾主研数项德国国家级和横向项目，其间研发了可实时识别人体动作的智能膝盖绷带，获国际生医工会议最佳学生论文奖（一作），另获国际会议最佳论文奖一次、入围最佳论文提名奖两次。发表国际期刊、会议论文、丛书章节和专著共105项，其中SCI期刊论文62篇（一作或通讯56篇）、专著（文献汇编）4本、章节4章。8篇一作或通讯的SCI论文获评热点论文（全球前0.1%）。担任多本国际知名期刊编委会成员、《Ubiquitous Artificial Intelligence》期刊主编、十余个国际会议委员会各类主席职务。《自然—通讯》在内的40余本国际著名期刊审稿人，获Sensors 2023最佳审稿人奖，以及英国物理协会“信赖审稿人”（表彰“极其高水平的同行评审能力”）。以第一贡献者公布两部大数据集：多模态可穿戴式传感器人体动作数据集、心电信号采集伪影数据集；作为主要参与者公布时序信号处理大型开源代码库二个。2019年起担任世界知名无线生理信号传感器公司PLUX（葡萄牙）特聘高级研发总监；2022年以“可穿戴式识别技术”获得德国CAMPUSiDEEN技术转化创业大赛铜奖；2022年担任成都市政府举办的“金熊猫”全球创新创业大赛欧洲区评委及宣传大使；2024年起担任不来梅—北德大数据竞赛青年赛道总负责人；2025获杭州市“创客天下”创业大赛决赛第5名；2025杭州市临平“鼎湖”高层次人才创新创业项目“先锋人才项目”奖。在海外期间曾执教7门英语或德语硕士和本科课程，于不来梅大学带领30余人科研团队；在本校已经或即将任教博士生《人工智能前沿》（合作）、国际硕士生《学科前沿》（英语）、本科《数据结构》、硕士《生物医学传感技术》（英语）等课程。

学术 · 贡献 | 教学 · 招生 | 产业 · 转化 | Orcid | Google Scholar | Clarivate World of Science

【求贤榜】

长期招聘科研骨干·科研助理·师资博士后·全职博士后：请参看本页面下方“团队成员”栏；或阅读详细招聘信息

长期招收博士研究生、硕士研究生：请点击上方“教学和招生”

【发表（105）】

【SCI期刊62篇】

总IF=258.9，其中一作/通讯总IF=224.1

一区Top、IF 11.4、合作：Guoyi Xia*, Zied Ghrairi, Thorsten Wuest, Karl Hribernik, Aaron Heuermann, Furui Liu, Hui Liu, Klaus-Dieter Thoben, “Towards Human Modeling for Human-Robot Collaboration and Digital Twins in Industrial Environments: Research Status, Prospects, and Challenges”, Robot. Comput.-Integr. Manuf., 2025

一区Top、IF 10.9、一作、通讯：Liu, H.*, Wu, Y., Xue, T., Du, Zhe., Xu, J.*, Jiang, T.*, “Machine Learning-Assisted Parametric Analysis and Multi-Criteria Optimization of Building Performance: A Case Study on Indoor Environmental Quality and Energy Efficiency”, Energy Conv. Manag., 2025

一区Top、IF 9.4、一作、通讯：Hui Liu*, Wenbiao Liu, Yanfeng Wu, Zhe Du, Tingting Xue, Afshin Mohammadi Manesh, Jun Xu*, Tao Jiang*, “ANN-Assisted Optimization of a Solar-to-X System for Green Hydrogen Production, CO₂ Capture, and Methanol-Based Energy Storage”, Energy, 2025

一区Top、IF 9.4、通讯（独）、二作（2/2）：Afshin Mohammadi Manesh, Hui Liu*, “Thermo-environ-economic analysis of a novel solar-assisted heat pump system; comparison with conventional single stage and cascaded air source heat pumps”, Energy, 2025

一区Top、IF 7.6、一作、通讯（独）：Hui Liu*, Yanfeng Wu, Wenbiao Liu, Tingting Xue, Jun Xu, “A New Synthesized Framework of Artificial Neural Network-Based Sensitivity Analysis for Building Energy Performance: A Case Study of Shanghai”, Build. Environ., 2025

二区Top、IF 8.2、合作：Lanting Xiang, Jennifer Solarczek, Victor Krajka, Hui Liu, Lina Ahlborn, Anett Schallmey, Iordania Constantinou*, “Evaluating the Potential of Microdroplet Flow in Two-Phase Biocatalysis: A Systematic Study”, ACS Appl. Mater. Interfaces, 2025

二区Top、IF 7.4、一作（独）：Hui Liu, Zhe Du, Tingting Xue, Tao Jiang*, “An Integrated Artificial Intelligence-Driven Approach to Multi-Criteria Optimization of Building Energy Efficiency and Occupants' Comfort: A Case Study”, J. Build. Eng., 2025

二区Top、IF 7.1、一作（独）：Hui Liu, Zhe Du, Tingting Xue, Tao Jiang*, “Enhancing Smart Building Performance with Waste Heat Recovery: Supply-Side Management, Demand Reduction, and Peak Shaving via Advanced Control Systems”, Energ. Buildings, 2025

二区、IF 6.8、通讯、ESI科睿唯安WoS全球工程学领域热点论文（前0.1%）、高被引论文（前1%）：Jia Li, Jiangwei Li, Chenxu Wang, Fons J. Verbeek*, Tanja Schultz, Hui Liu*, “MS2OD: Outlier Detection Using Minimum Spanning Tree and Medoid Selection”, Mach. Learn.: Sci. Technol., 2024

二区（仪器仪表小类）、IF 5.4、一作（共）、通讯：João Rodrigues*, Hui Liu*, Duarte Folgado, David Belo, Tanja Schultz, Hugo Gamboa*, “Feature-Based Information Retrieval of Multimodal Biosignals with a Self-Similarity Matrix: Focus on Automatic Segmentation”, Biosensors, 2022

二区、IF 5.1、通讯：Wenying Shi, Congcong Zhou*, Yiming Zhang, Kaitai Li, Xianglin Ren, Hui Liu*, Xuesong Ye*, “Hybrid Modeling on Reconstitution of Continuous Arterial Blood Pressure Using Finger Photoplethysmography”, BSPC, 2023

二区、IF 4.6、通讯：Xinyi Zhang, Xiankai Cheng*, Hui Liu*, “TPRO-NET: An EEG-Based Emotion Recognition Method Reflecting Subtle Changes in Emotion”, Sci. Rep., 2024

二区、IF 4.3、一作（独）、通讯（独）、ESI全球热点论文、高被引论文：Hui Liu*, Shiyao Zhang, Hugo Gamboa, Tingting Xue, Congcong Zhou, Tanja Schultz, “Taxonomy and Real-Time Classification of Artifacts during Biosignal Acquisition: A Starter Study and Dataset of ECG”, IEEE Sens. J., 2024

二区Top、IF 4.0、通讯、ESI全球热点论文、高被引论文：Liming Cai, Shuhao Yan, Chuanyun Ouyang, Tianxiang Zhang, Jun Zhu, Li Chen, Xin Ma*, Hui Liu*, “Muscle Synergies in Joystick Manipulation”, Front. Physiol., 2023

二区Top、IF 4.0、通讯、ESI全球热点论文、高被引论文：Jia Li, Jiangwei Li, Chenxu Wang, Fons J Verbeek*, Tanja Schultz, Hui Liu*, “Outlier Detection Using Iterative Adaptive Mini-Minimum Spanning Tree Generation with Applications on Medical Data”, Front. Physiol., 2023

二区（生理学小类）、IF 4.0、通讯、ESI全球热点论文、高被引论文：Danyal, Khan, Mohammed Alonazi, Maha Abdelhaq*, Naif Al Mudawi, Asaad Algami, Ahmad Jalal*, Hui Liu*, “Robust Human Locomotion and Localization Activity Recognition over Multisensory”, Front. Physiol., 2024

二区（分析化学小类）、IF 3.9、社论、一作（独）、通讯（独）：Hui Liu*, Hugo Gamboa, Tanja Schultz, “Sensor-Based Human Activity and Behavior Research: Where Advanced Sensing and Recognition Technologies Meet”, Sensors, 2023

二区（分析化学小类）、IF 3.4、通讯、ESI全球热点论文、高被引论文：Nouf Almujally, Danyal Khan, Naif Al Mudawi, Mohammed Alonazi, Abdulwahab Alazeb, Asaad Algarni, Ahmad Jalal*, Hui Liu*, “Biosensor-driven IoT Wearables for Accurate Body Motion Tracking and Localization”, Sensors, 2024

二区（分析化学小类）、IF 3.4、合作：Yifan Bian, Dennis Küster, Hui Liu, Eva G. Krumhuber*, “Understanding Naturalistic Facial Expressions with Deep Learning and Multimodal Large Language Models”, Sensors, 2024

二区（分析化学小类）、IF 3.4、社论、一作（独）、通讯（独）：Hui Liu*, Hugo Gamboa, Tanja Schultz, “Human Activity Recognition, Monitoring, and Analysis Facilitated by Novel and Widespread Applications of Sensors”, Sensors, 2024

二区（分析化学小类）、IF 3.4、通讯：Syed Jalaluddin Hashmi, Bayan Alabdullah, Naif Al Mudawi, Asaad Algarni, Ahmad Jala*, Hui Liu*, “Enhanced Data Mining and Visualization of Sensory-Graph-Modeled Datasets through Summarization”, Sensors, 2024

SCI、IF 4.8、一作（共）、通讯：Abrar Ashraf, Yanfeng Wu, Shaheryar Najam, Mohammed Alshehri, Yahya Alqahtani, Hanan Aljuaid, Ahmad Jalal*, Hui Liu*, “Deep Multimodal Biomechanical Analysis for Lower Back Pain Rehabilitation to Improve Patients Stability”, Front. Bioeng. Biotech., 2025

SCI、IF 4.8、通讯：Saleha Kamal, Mohammed Alshehri, Yahya Alqahtani, Abdulmonem Alshahrani, Nouf Almujally, Ahmad Jalal*, Hui Liu*, “A Novel Multi-Modal Rehabilitation Monitoring Over Human Motion Intention Recognition”, Front. Bioeng. Biotech., 2025

SCI、IF 4.8、通讯：Mehrab Rafiq, Nouf Abdullah Almujally, Asaad Algarni, Ahmad Jalal*, Hui Liu*, “Intelligent Biosensors for Human Movement Rehabilitation and Intention Recognition”, Front. Bioeng. Biotech., 2025

SCI、IF 4.8、通讯：Iqra Aijaz Abro, Shuaa S. Alharbi, Naif S Alshammari, Asaad Algarni, Nouf Abdullah Almujally, Ahmad Jalal*, Hui Liu*, “Multimodal Intelligent Biosensors Framework for Fall Disease Detection and Healthcare Monitoring”, Front. Bioeng. Biotech., 2025

SCI、IF 4.8、通讯：Nouf Abdullah Almujally, Danyal Khan, Naif Al Mudawi, Mohammed Alonazi, Asaad Algarni, Ahmad Jalal*, Hui Liu*, “Wearable Sensors-based Assistive Technologies for Patient Health Monitoring”, Front. Bioeng. Biotech., 2025

SCI、IF 4.8、通讯：Aysha Naseer, Naif Almudawi, Hanan Aljuaid, Abdulwahab Alazeb, Yahay Alqahtani, Asaad Algarni, Ahmad Jalal*, Hui Liu*, “Multi-Modal Remote Sensory Learning for Multi-Objects over Autonomous Devices”, Front. Bioeng. Biotech., 2025

SCI、IF 4.3、通讯：Naif Al Mudawi, Hira Ansar, Abdulwahab Alazeb, Hanan Aljuaid, Yahay Alqahtani, Asaad Algarni, Ahmad Jalal*, Hui Liu*, “Innovative Healthcare Solutions: Robust Hand Gesture Recognition of Daily Life Routines Using 1D CNN”, Front. Bioeng. Biotech., 2024

SCI、IF 4.3、通讯：Naif Al Mudawi, Mouazma Batool, Abdulwahab Alazeb, Yahay Alqahtani, Yahay Alqahtani, Nouf Abdullah Almujally, Asaad Algarni, Ahmad Jalal*, Hui Liu*, “A Robust Multimodal Detection: Physical Exercise Monitoring in Long-Term Care Environments”, Front. Bioeng. Biotech., 2024

SCI、IF 3.9、通讯、ESI全球热点论文、高被引论文：Mir Kanon Ara Jannat, Md Shafiqul Islam, Sung-Hyun Yang*, Hui Liu*, “Efficient Wi-Fi-Based Human Activity Recognition Using Adaptive Antenna Elimination”, IEEE Access, 2023

SCI、IF 3.9、通讯：Naif Al Mudawi, Usman Azmat, Abdulwahab Alazeb, Haifa F. Alhasson, Bayan Alabdullah, Hameedur Rahman*, Hui Liu*, Ahmad Jalal*, “IoT Powered RNN for Improved Human Activity Recognition with Enhanced Localization and Classification”, Sci. Rep., 2025

SCI、IF 3.6、通讯（独）：Bayan Alabdullah, Bisma Batool Fatima, Haifa F. Alhasson, Mohammed Alshehri, Yahya AlQahtani, Nouf Albhassabi, and Hui Liu*, “A Novel Deep Learner for Human Behavior Prediction over Public Video Surveillance”, IEEE Access, 2025

SCI、IF 3.6、通讯：Mehrab Rafiq, Nouf Albhassabi, Haifa F. Alhasson, Dina Abdulaziz AlHammadi, Mohammed Alshehri, Ahmad Jalal*, Hui Liu*, “A Deep Learning Framework for Healthy LifeStyle Monitoring and Outdoor Localization”, IEEE Access, 2025

SCI、IF 3.6、通讯：Sara Mumtaz, Mohammed Alshehri, Yahya AlQahtani, Abdulmonem Alshahrani, Bayan Alabdullah, Haifa F. Alhasson, Ahmad Jalal, Hui Liu*, “Advanced Leaf Classification using Multi-Layer Perceptron for Smart Crop Management”, IEEE Access, 2025

SCI、IF 3.6、通讯：Sara Mumtaz, Shabbab Algamdi, Haifa F. Alhasson, Dina Abdulaziz Alhammadi, Ahmad Jalal*, Hui Liu*, “Leaf Classification for Sustainable Agriculture and In-Depth Species Analysis”, IEEE Access, 2025

SCI、IF 3.6、通讯：Iqra Aijaz Abro, Haifa F. Alhasson, Shuaa S. Alharbi, Mohammed Alatiyyah, Dina Abdulaziz AlHammadi, Ahmad Jalal*, Hui Liu*, “Advanced Biosignal-RGB Fusion with Adaptive Neurofuzzy Classification for High-Precision Action Recognition”, IEEE Access, 2025

SCI、IF 3.6、通讯：Muhammad Hanzla, Naif S. Alshammari, Shuaa S. Alharbi, Wasim Wahid, Nouf Abdullah Almujally, Ahmad Jalal*, Hui Liu*, “Human Pose Estimation and Event Recognition via Feature Extraction and Neuro-Fuzzy Classifier”, IEEE Access, 2025

SCI、IF 3.6、通讯：Laiba Zahoor, Haifa F. Alhasson, Mohammed Alnusayri, Mohammed Alatiyyah, Dina Abdulaziz AlHammadi, Ahmad Jalal*, Hui Liu*, “Remote Sensing Surveillance using Multilevel Feature Fusion and Deep Neural Network”, IEEE Access, 2025

SCI、IF 3.6、通讯：Ghulam Ghous, Shaheryar Najam, Mohammed Alshehri, Abdulmonem Alshahrani,Yahya AlQahtan, Ahmad Jalal*, Hui Liu*, “Attention-Driven Emotion Recognition in EEG: A Transformer-Based Approach with Cross-Dataset Fine-Tuning”, IEEE Access, 2025

SCI、IF 3.5、通讯：Saleha Kamal, Haifa F. Alhasson, Mohammed Alnusayri, Mohammed Alatiyyah, Hanan Aljuaid, Ahmad Jalal*, Hui Liu*, “Vision Sensor for Automatic Recognition of Human Activities via Hybrid Features and Multi-Class Support Vector Machine”, Sensors, 2025

SCI、IF 3.5、通讯：Muhammad Tayyab, Sulaiman Abdullah Alateyah, Mohammed Alnusayrii, Mohammed Alatiyyah, Dina Abdulaziz AlHammadi, Ahmad Jala*, Hui Liu*, “A Hybrid Approach for Sports Activity Recognition using Key Body Descriptors and Hybrid Deep Learning Classifier”, Sensors, 2025

SCI、IF 3.4、合作、21和22全刊最高引文章前三：Marília Barandas*, Duarte Folgado, Letícia Fernandes, Sara Santos, Mariana Abreu, Patrícia Bota, Hui Liu, Tanja Schultz, Hugo Gamboa, “TSFEL: Time Series Feature Extraction Library”, SoftwareX, 2020

SCI、IF 3.4、合作：Duarte Folgado*, Marília Barandas, Margarida Antunes, Maria Lua Nunes, Hui Liu, Yale Hartmann, Tanja Schultz, Hugo Gamboa, “TSSEARCH: Time Series Subsequence Search Library”, SoftwareX, 2022

SCI、IF 2.8、一作（共）、通讯：Nouf Abdullah Almujally, Ting Wu, Haifa F Alhasson, Muhammad Hanzla, Ahmad Jalal*, Hui Liu*, “UAV-Based Intelligent Traffic Surveillance using Recurrent Neural Networks and Swin Transformer for Dynamic Environments”, Front. Neurorobot., 2025

SCI、IF 2.8、一作（共）、通讯：Mohammed Alshehri, Tingting Xue, Ghulam Mujtaba, Yahya Alqahtani, Nouf Almujally, Ahmad Jalal*, Hui Liu*, “Integrated Neural Network Framework for Multi-Object Detection and Recognition Using UAV Imagery”, Front. Neurorobot., 2025

SCI、IF 2.8、通讯：Ishrat Zahra, Yanfeng Wu, Mohammed Alshehri, Yahya Alqahtani, Hanan Aljuaid, Ahmad Jalal*, Hui Liu*, “Dynamic Graph Neural Networks for UAV-Based Group Activity Recognition in Structured Team Sports”, Front. Neurorobot., 2025

SCI、IF 2.8、通讯：Mohammed Alshehri, Laiba Zahoor, Yahya Alqahtani, Abdulmonem Alshahrani, Dina Abdulaziz Al-Hammadi, Ahmad Jalal*, Hui Liu*, “Unmanned Aerial Vehicle based Multi-Person Detection via Deep Neural Network Models”, Front. Neurorobot., 2025

SCI、IF 2.7、合作：Dania Furk*, Luís Silva, Mariana Dias, Carlos Fujão, Phillip Probst, Hui Liu, Hugo Gamboa, “Cardiorespiratory Response to Work Volume and Ergonomic Risk: Automotive Assembly Line Operators’ Adaptations”, Appl. Sci., 2024

SCI、IF 2.7、一作（独）、通讯（独）：Hui Liu*, Kun Jiang, Hugo Gamboa, Tingting Xue, Tanja Schultz, “Bell Shape Embodying Zhongyong: The Pitch Histogram of Traditional Chinese Anhemitonic Pentatonic Folk Songs”, Appl. Sci., 2022

SCI、IF 2.6、通讯、全球热点论文、高被引论文：Abdulwahab Alazeb, Bisma Riaz Chughtai, Naif Al Mudawi, Yahya Alqahtani, Mohammed Alonazi, Hanan Aljuaid, Ahmad Jalal*, Hui Liu*, “Remote Intelligent Perception System for Multi-objects Detection”, Front. Neurorobot., 2024

SCI、IF 2.6、通讯：Nouf A. Almujally, Adnan A. Rafique, Naif Al Mudawi, Abdulwahab Alazeb, Mohammed Alonazi, Asaad Algarni, Ahmad Jalal*, Hui Liu*, “Multi-Modal Remote Perception Learning for Object Sensory Data”, Front. Neurorobot., 2024

SCI、IF 2.6、一作（独）、通讯（独）：Hui Liu*, Yale Hartmann, Tanja Schultz, “CSL-SHARE: A Multimodal Wearable Sensor-Based Human Activity Dataset”, Front. Comput. Sci., 2021

SCI、IF 2.5、通讯：Tanvir Fatima Naik Bukht, Yanfeng Wu, Nouf Abdullah Almujally, Shuoa S. AItarbi, Hameedur Rahman, Ahmad Jalal*, Hui Liu*, “Novel Quantum-Integrated CNN Model for Improved Human Activity Recognition in Smart Surveillance”, CMES, 2025

SCI、IF 2.3、合作：Kaitai Li, Daming Wang, Zuobing Chen, Dazhi Guo, Shuyi Pan, Hui Liu, Congcong Zhou*, Xuesong Ye*, “Template-Based Synergy Extrapolation Analysis for Prediction of Muscle Excitations”, Physiol. Meas., 2024

SCI、IF 2.1、一作（共）、通讯：Muhammad Waqas Ahmed, Yanfeng Wu, Nouf Abdullah Almujally, Haifa F Alhasson, Shuaa S. Alharbi, Ahmad Jalal*, Hui Liu*, “SiWformer: Multi-Scale Feature Fusion via Discrete Wavelet Transformand Vision Transformer”, SIVP, 2025

SCI、IF 2.1、通讯（独）：Asifa Mehmood Qureshi, Abdul Haleem Butt, Abdulwahab Alazeb, Naif Al Mudawi, Mohammad Alonazi, Nouf Abdullah Almujally, Ahmad Jalal, Hui Liu*, “Semantic Segmentation and YOLO Detector over Aerial Vehicle Images”, CMC-Comput. Mater. Con., 2024

SCI、IF 2.1、通讯（独）：Tanvir Fatima Naik Bukht, Abdulwahab Alazeb, Naif Al Mudawi, Bayan Alabdullah, Khaled Alnowaiser, Ahmad Jalal, Hui Liu*, “Robust Human Interaction Recognition using Extended Kalman Filter”, CMC-Comput. Mater. Con., 2024

SCI、IF 1.7、一作（共）、通讯（独）：Muhammad Hamdan Azhar, Yanfeng Wu, Nouf Abdullah Almujally, Shuaa S. Alharbi, Asaad Algarni, Ahmad Jalal, Hui Liu*, “Intelligent Human Interaction Recognition with Multi-Modal Feature Extraction and Bidirectional LSTM”, CMC, 2025

SCI、IF 1.7、通讯（独）：Asaad Algarni, Iqra Aijaz Abro, Mohammed Alshehri, Yahya AlQahtani, Abdulmonem Alshahrani, Hui Liu*, “A Hybrid Deep Learning Pipeline for Wearable Sensors-based Human Activity Recognition”, CMC-Comput. Mater. Con., 2025

SCI、IF 1.7、通讯（独）：Yawar Abbas, Aisha Ahmed Alarfaj, Ebtisam Abdullah Alabdulqader, Asaad Algarni, Ahmad Jalal, Hui Liu*, “Drone-based Public Surveillance using 3D Point Clouds and Neuro-Fuzzy Classifier”, CMC-Comput. Mater. Con., 2025

SCI、IF 1.7、通讯（独）：Ghulam Mujtaba, Wenbiao Liu, Mohammed Alshehri, Yahya AlQahtani, Nouf Abdullah Almujally, Hui Liu*, “Aerial Images for Intelligent Vehicle Detection and Classification via YOLOv11 and Deep Learner”, CMC, 2025

SCI、IF 1.7、通讯：Amn Aman Ullah, Yanfeng Wu, Shaheryar Najam, Nouf Abdullah Almujally, Ahmad Jalal*, Hui Liu*, “Transformer-Driven Multimodal for Human-Object Detection and Recognition for Intelligent Robotic Surveillance”, CMC, 2025

 

【专著5部】

共同第一主编（排名并列）：Hui Liu, Giovanni Saggio, Ana Fred, Hugo Gamboa, et al. (eds), “Biomedical Engineering Systems and Technologies”, Springer Nature Switzerland, 2025

第一主编（编著）：Hui Liu, Hugo Gamboa, Tanja Schultz (eds), “Sensors for Human Activity Recognition Vol. II”, MDPI, 2025

第一主编（编著）：Hui Liu, Hugo Gamboa, Tanja Schultz (eds), “Sensors for Human Activity Recognition”, MDPI, 2023

共同第一主编（排名并列）：Maria Pedro Guarino, Kazuhiro Hotta, Malik Yousef, Hui Liu, Giovanni Saggio, Ana Fred, Hugo Gamboa (eds), “Proceedings of the 17th International Joint Conference on Biomedical Engineering Systems and Technologies – (Volume 1)”, INSTICC, 2024

电子出版的博士论文：Hui Liu, “Biosignal Processing and Activity Modeling for Multimodal Human Activity Recognition”, University of Bremen, 2021

 

【书籍章节4章】

Springer丛书章节、合作、待出版：Dennis Küster*, Rathi Adarshi, Rammonhan, Hui Liu, Tanja Schultz, Rainer Koschke, “EMG-based Action Unit Recognition of Subtle and Intense Expressions: Towards Single-Trial Classification Models”, Biomedical Engineering Systems and Technologies, Springer Nature Switzerland, 2026

Springer丛书章节、一作（独）、通讯、待出版：Hui Liu*, Abhinav Veldanda, Rainer Koschke, Tanja Schultz, Dennis Küster*, “EMG-Based Action Unit Recognition: Feature Engineering, Machine Learning, and Real-Time Classification”, Biomedical Engineering Systems and Technologies, Springer Nature Switzerland, 2025

Springer丛书章节、通讯、待出版：Chuanyun Ouyang, Liming Cai*, Shuhao Yan, Tianxiang Zhang, Jun Zhu, Li Chen, Hui Liu*, “Muscle Synergy and Co-Contraction Effects on Joystick Manipulation”, Biomedical Engineering Systems and Technologies, Springer Nature Switzerland, 2025

Springer丛书章节、二作：Yale Hartmann, Hui Liu, Tanja Schultz, “High-Level Features for Human Activity Recognition and Modeling”, Biomedical Engineering Systems and Technologies, Springer Nature Switzerland, 2023

 

【检索会议34篇】

一作、最佳论文 （Student Author）：Hui Liu, Tanja Schultz, “Wearable Real-Time Human Activity Recognition System using Biosensors Integrated into a Knee Bandage”, In Proceedings of the 12^th International Joint Conference on Biomedical Engineering Systems and Technologies – Volume 1: BIODEVICES, 2019

合作、最佳论文：Dennis Küster, Rathi Adarshi Rammohan, Hui Liu, Tanja Schultz, Rainer Koschke, “The Bigger the Better? Towards EMG-Based Single-Trial Action Unit Recognition of Subtle Expressions”, In Proceedings of the 18^th International Joint Conference on Biomedical Engineering Systems and Technologies – Volume 1: BIODEVICES, 2025

一作、最佳论文提名：Hui Liu, Tingting Xue, Tanja Schultz, “Merged Pitch Histogram and Pitch-Duration Histogram”, In SIGMAP 2022 – 19^th International Conference on Signal Processing and Multimedia Applications, 2022

二作、最佳论文提名：Yale Hartmann, Hui Liu, Steffen Lahrberg, Tanja Schultz, “Interpretable High-Level Features for Human Activity Recognition”, In Proceedings of the 15^th International Joint Conference on Biomedical Engineering Systems and Technologies – Volume 4: BIOSIGNALS, 2022

CCF B类、一作：Hui Liu, Yale Hartmann, Tanja Schultz, “Motion Units: Generalized Sequence Modeling of Human Activities for Sensor-Based Activity Recognition”, In EUSIPCO 2021 – 29^th European Signal Processing Conference, IEEE, 2021

CCF C类、一作：Hui Liu, Xin-bing Wang, “Capacity of Cooperative Ad Hoc Networks with Heterogeneous Traffic Patterns”, In ICC 2011 – IEEE International Conference on Communications, IEEE, 2011

CCF B类、二作：Yale Hartmann, Hui Liu, Tanja Schultz, “Interactive and Interpretable Online Human Activity Recognition”, In IEEE PERCOM 2022 – 20th International Conference on Pervasive Computing and Communications, IEEE, 2022

一作、通讯：Hui Liu, Leon Flaack, Shiyao Zhang, Tanja Schultz, “LSTM-MorA: Melody-Accompaniment Classification of MIDI Tracks”, In ICANN 2024 - 33rd International Conference on Artificial Neural Networks, Springer Cham, 2024

一作、通讯：Hui Liu*, Wenbiao Liu, Shiyao Zhang, Yanfeng Wu, Jian Shi, Hao Li, QiYin Dai, Kuan Wang, “Anomaly Discrimination Technique Combining Small Sample Reliability Improvement and Combination Strategy Optimization”, In International Conference on Digital Twins and Applications (DTA APAC), 2026

一作： Hui Liu, Tingting Xue, Tanja Schultz, “On a Real Real-Time Wearable Human Activity Recognition System”, In Proceedings of the 16^th International Joint Conference on Biomedical Engineering Systems and Technologies – Volume 5: HEALTHINF, 2023

一作： Hui Liu, Yale Hartmann, Tanja Schultz, “A Practical Wearable Sensor-Based Human Activity Recognition Research Pipeline”, In Proceedings of the 15^th International Joint Conference on Biomedical Engineering Systems and Technologies – Volume 5: HEALTHINF, 2022

一作：Hui Liu, Tanja Schultz, “How long Are Various Types of Daily Activities? Statistical Analysis of a Multimodal Wearable Sensor-Based Human Activity Dataset”, In Proceedings of the 15^th International Joint Conference on Biomedical Engineering Systems and Technologies – Volume 5: HEALTHINF, 2022

一作：Hui Liu, Tanja Schultz, “ASK: A Framework for Data Acquisition and Activity Recognition”, In Proceedings of the 11^th International Joint Conference on Biomedical Engineering Systems and Technologies – Volume 3: BIOSIGNALS, 2018

二作、通讯：Yuhao Li, Hui Liu*, Krisdahim Kogoya, Javed Hossain, Lalit Awasthi, Jian Shi, Changsong Qin, Yanfeng Wu, Bing Hu, “Real-Time Fault Detection in Power Systems Using Custom Anomaly Detection”, Taihu Forum on New Power Systems, 2025

二作、通讯：Yuhao Li, Hui Liu*, Krisdahim Kogoya, Javed Hossain, Lalit Awasthi, Jian Shi, Changsong Qin, Yanfeng Wu, Bing Hu, “Signal-Driven Fault Detection in Electrical Systems via Adaptive Machine Learning”, Taihu Forum on New Power Systems, 2025

二作、通讯：Md Nur Alam, Hui Liu*, Javed Hossain, Tefera Ephrem Markos, Jian Shi, Yanfeng Wu, “Exploring Time-Series Machine Learning for Voltage Prediction in Air Conditioning Systems”, Taihu Forum on New Power Systems, 2025

二作：Abhinav Veldanda, Hui Liu, Rainer Koschke, Tanja Schultz, Dennis Küster, “Can Electromyography Alone Reveal Facial Action Units? A Pilot EMG-Based Action Unit Recognition Study with Real-Time Validation”, In Proceedings of the 17^th International Joint Conference on Biomedical Engineering Systems and Technologies – Volume 1, 2024

二作：Tingting Xue, Hui Liu, “Hidden Markov Model and Its Application in Human Activity Recognition and Fall Detection: A Review”, Communications, Signal Processing, and Systems. CSPS 2021, Lecture Notes in Electrical Engineering, vol 878, Springer Singapore, 2022

二作：Yale Hartmann, Hui Liu, Tanja Schultz, “Feature Space Reduction for Human Activity Recognition Based on Multi-Channel Biosignals”, In Proceedings of the 14^th International Joint Conference on Biomedical Engineering Systems and Technologies – Volume 4: BIOSIGNALS, 2021

二作：Yale Hartmann, Hui Liu, Tanja Schultz, “Feature Space Reduction for Multimodal Human Activity Recognition”, In Proceedings of the 13^th International Joint Conference on Biomedical Engineering Systems and Technologies – Volume 4: BIOSIGNALS, 2020

一作（共）、通讯： Wenbiao Liu, Shiyao Zhang, Yanfeng Wu, Jian Shi, Hao Li, QiYin Dai, Kuan Wang, Hui Liu*, “An Improved Defect Detection System for Substation Equipment Based on Lightweight YOLOv5”, In International Conference on Digital Twins and Applications (DTA APAC), 2026

通讯：Peter Mweetwa, Ezzegraoui Chorouk, Hui Liu*, Yafeng Wu, Xiaofeng Zhao, Yiqian Xu, Xuhao Yan, “A Review of Wearable Detectors for Toxic Environments: Devices, Mechanisms, Integration, and Application Scenarios”, Taihu Forum on New Power Systems, 2025

通讯：Javed Hossain, Taharimul Islam, Hui Liu*, Jian Shi, Yanfeng Wu, Changsong Qin, Bing Hu, “Fault Detection in Power Systems Using Convolutional Neural Networks: A Review of Voltage and Current Data Visualization Techniques”, Taihu Forum on New Power Systems, 2025

通讯：Eric Obeng Akese Danso, Rathnayaka Pathiranage Ravindi Kawushini, Tchepseu Pateng Uriche Cabrel, Hui Liu*, Changsong Qin, Jian Shi, Yanfeng Wu, Bing Hu, “Time Series vs. Statistial Methods for Small Current Fault Detection: A Comparative Review of Accuracy and Efficiency”, Taihu Forum on New Power Systems, 2025

通讯：Benbrahim Khalil, Maloba Abraham, Hui Liu*, Yanfeng Wu, Xiaofeng Zhao, Yiqian Xu, Xuhao Yan, “A Review on Wearable Proximity Sensing Technologies for Live Electrical Object Detection”, Taihu Forum on New Power Systems, 2025

末作、通讯：Liming Cai, Shuhao Yan, Chuanyun Ouyang, Tianxiang Zhang, Jun Zhu, Li Chen*, Hui Liu*, “Associating Endpoint Accuracy and Similarity of Muscle Synergies”, In Proceedings of the 17^th International Joint Conference on Biomedical Engineering Systems and Technologies – Volume 1, 2024

末作：Shiyao Zhang, Omar Faruk, Robert Porzel, Dennis Küster, Tanja Schultz, Hui Liu*, “Examining the Effects of Human-Likeness of Avatars on Emotion Perception and Emotion Elicitation”, In 6^th International Conference on Activity and Behavior Computing (ABC), IEEE, 2024

末作：Shiyao Zhang, Sergei Kolensnikov, Till Rennspieß, Robert Porzel, Tanja Schultz, Hui Liu, “Really Can't Hold On Anymore? Physiological Indicators Versus Self-Reported Motivation Drop During Jogging”, In Proceedings of the 17^th International Joint Conference on Biomedical Engineering Systems and Technologies – Volume 1, 2024

末作：Guoyi Xia, Zied Ghrairi, Aaron Heuermann, Klaus-Dieter Thoben, Wenbiao Liu, Yanfeng Wu, Hui Liu, “A Hierarchical Model for Digital Twin Enabled Human-Robot Collaboration in Industrial Assembly”, In International Conference on Digital Twins and Applications (DTA APAC 2026).

合作：Heyuan Wang, Kaitai Li, Hui Liu, Xuesong Ye, Congcong Zhou, “Comfort Assessment Method of EEG-Based Exoskeleton Walking-Assistive Device”, In Proceedings of the 17^th International Joint Conference on Biomedical Engineering Systems and Technologies – Volume 1, 2024

合作：Xiao Cao, Wei Hu, Hui Liu, “Integrated Driver Pose Estimation for Autonomous Driving”, In Proceedings of the 17^th International Joint Conference on Biomedical Engineering Systems and Technologies – Volume 1, 2024

合作：Jochen Weiner, Lorenz Diener, Simon Stelter, Eike Externest, Sebastian Kühl, Christian Herff, Felix Putze, Timo Schulze, Mazen Salous, Hui Liu, Dennis Küster, Tanja Schultz, “Bremen Big Data Challenge 2017: Predicting University Cafeteria Load”, In Proceedings of the 40^th Annual German Conference on AI, Dortmund, Germany (KI 2017). Springer, 2017

合作：Rinu Elizabeth Paul, Pantea Kock, Eckhard Ball, Kathrin Seibert, Hui Liu, Tanja Schultz, “Longitudinal Data Acquisition for AI Services in Long-Term Care Facilities for Older Adults”, In Proceedings of the 18^th International Joint Conference on Biomedical Engineering Systems and Technologies – Workshop, 2025

合作：Mirza Niaz Morshed, Md Masudul Islam, Galib Muhammad Shahriar Himel, Hui Liu, Md. Shafiqul Islam, “A Lightweight Deep Learning Approach for Smooth Luffa Leaf Disease Classification Using ROI”, In ICCIT 2026 – 28^th International Joint Conference on Computer and Information Technology, 2026

2004.9 -- 2009.7
上海交通大学       信息工程       本科学历       工学学士学位

2007.10 -- 2009.11
柏林工业大学       电子系       硕士研究生（德制Diplom）学历       工学硕士学位       平均课程成绩：1.0（满分）

2008.9 -- 2011.1
上海交通大学       通信与信息系统       硕士研究生学历       工学硕士学位       全系（102名毕业生）GPA第一

2016.5 -- 2021.12
不来梅大学       认知系统实验室       博士研究生学历       工学博士学位

2016.5 -- 至今

德国      不来梅大学认知系统实验室      研究员、硕士生导师（目前任指导若干研究生毕设，待答辩）      德国公务员

2018.9 -- 2018.10

葡萄牙      新里斯本大学      访问讲席      欧盟伊拉斯谟（Erasmus+）学者，获颁流动教学奖金

2022.9 -- 2023.12

葡萄牙      新里斯本大学物理系      访问学者      欧洲青年研究型大学网络（YERUN）学者，获颁YRMA流动科研奖金

2024.11 -- 至今

华电集团      国电南京自动化股份有限公司      首席专家

2016.5 -- 至今

德国曲艺家协会：主席

2018.1 -- 至今

德国中华文化促进会：副会长

2019.4 -- 至今

葡萄牙PLUX无线可穿戴式生物信号传感器有限公司：特聘高级研发总监

2019.10 -- 至今

国际说唱艺术联盟（总部设在卢森堡）：理事

2025.8 -- 至今

南京市欧美同学会：会员

2025.11 -- 至今

江苏省电工技术学会人工智能专业委员会：委员

生物医学工程：人体动作识别、体域网、生理信号采集和分析、可穿戴式传感器、元宇宙

机器学习基础和可解释方法：时序信号处理、离群点检测、特征工程、隐马尔可夫模型、人工智能跨领域广泛应用

电网和新能源产业升级：人工智能和大数据驱动的能效提升、智慧建筑、智能电网、自动化运维

音乐和计算机：音乐学机器建模、音乐信号处理、符号音乐分析、民族音乐、中国五声、业余演唱辅助技术

琉球艺术学：琉球音乐、文化和反殖民史