Jian Liu
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Researcher
Also affiliated: Changchun University of Science and Technology (2016); Stevens Institute of Technology (2018); University of Akron (2013); Xi'an University of Science and Technology (2004–2019); Shanghai University (2004); University of Science and Technology Liaoning (2011); Tongji University (2010–2014); Commonwealth Scientific and Industrial Research Organisation (2017); University of Minnesota (1999); Commercial Aircraft Corporation of China (China) (2013); Electric Power Research Institute (2014); Nanjing Tech University (2023–2024); Shanghai Polytechnic University (2001); Tianjin University of Technology (2015); Nanjing University of Finance and Economics (2020–2023); Central South University (2012); East China Jiaotong University (2025); Shanghai University of Engineering Science (2004); Southwest University (2017); Guiyang Medical University (2025); University of Electronic Science and Technology of China (2019); Qilu University of Technology (2024); North China Electric Power University (2017); Shandong University (2025); University of Illinois Urbana-Champaign (2003); Sun Yat-sen University (2024); Chongqing University (2012–2020); COMSATS University Islamabad (2008); Tianjin University (2010–2014); Hohai University (2021); Hefei University of Technology (2025); University of Georgia (2023); Southwest Petroleum University (2015); Hunan University (2004–2025); National University of Defense Technology (2008); Liaoning Technical University (2022–2023); Guizhou University (2015); Donghua University (2010–2017); Zunyi Medical University (2025); Shanghai Jiao Tong University (2014); Hebei University of Technology (2010); Jilin University (2023); China Academy of Space Technology (2017); Wuhan University of Technology (2009); Chinese Academy of Sciences (2025); Missouri University of Science and Technology (2025); China University of Petroleum, Beijing (2020); Harbin Institute of Technology (2007–2022); Nankai University (2025); Chengdu Medical College (2024); Beijing Jiaotong University (2021); Sichuan University (2015–2025); Beijing Normal University (2020–2025); Heritage Christian University (2005); Dalian University of Technology (1993–2014); University of Michigan (2006); State Administration of Foreign Experts Affairs (2002); Naval University of Engineering (2022–2025); University of Illinois System (2003); China Aerospace Science and Technology Corporation (2019); Nanjing University of Science and Technology (2014–2025); Beijing University of Technology (2021); Guilin University of Technology (2019); Nanjing University of Posts and Telecommunications (2015); ETC International (2011); Twin Cities Orthopedics (1999); TianjinSino-German University of Applied Sciences (2024); Beijing Emergency Medical Center (2024); Research Institute of Petroleum Exploration and Development (2021–2025); Henan University of Urban Construction (2009); Hexi University (2015); Institute of Microelectronics (2025); Wuhan Textile University (2011–2014); Shengli Oilfield Central Hospital (2024); Thermal Power Research Institute (2011); Chengdu Surveying Geotechnical Research Institute (2024); Kelun Group (China) (2023); Zhongshan Hospital (2000); Institute of Remote Sensing and Digital Earth (2013); Guangdong Hiway Integrated Circuit Technology (China) (2022); Hangzhou Seventh Peoples Hospital (2015); Sinochem Group (China) (2025); Southerners on New Ground (2003); Shandong Academy of Sciences (2024); AviChina Industry & Technology (China) (2013); Jiangsu Maritime Institute (2016); Tianjin Metallurgical Vocational Technical College (2012); Qilu Hospital of Shandong University (2023); China University of Petroleum, East China (2013–2024); Jinling Institute of Technology (2012); Anhui Jiyuan Software (2024); Guangdong Greater Bay Area Institute of Integrated Circuit and System (2022); PetroChina Southwest Oil and Gas Field Company (China) (2024); Chengdu Technological University (2024); Shandong Jianzhu University (2013); University of Houston (2012); Qingdao University of Technology (2024); Huazhong University of Science and Technology (2002–2007); Southwest Jiaotong University (2012–2020); Hangzhou Dianzi University (2021); Shaanxi University of Science and Technology (2021); China Agricultural University (2025); Jiangxi University of Finance and Economics (2018); Lanzhou University (2023); Renmin University of China (2011); Beihang University (2009); Shenyang Jianzhu University (2010–2025); Virginia Tech (2023–2024); Xi'an Jiaotong University (2012); Dalian Polytechnic University (2010); Marshall University (2014); CAE (Canada) (2002); China Earthquake Administration (2012); Northeastern University (2006–2015); Nanjing University of Aeronautics and Astronautics (2016)
Faculty Researcher
Research Areas
Biomedical Subjects
Links
Biography and Research Information
OverviewAI-generated summary
Jian Liu's research encompasses a range of engineering and computational topics, with a recent focus on advanced machine learning applications and materials science. Liu has investigated novel algorithms for image segmentation, such as a fuzzy clustering algorithm incorporating variable multi-pixel fitting spatial information. In the area of robotics, Liu has worked on structured light-based recognition and positioning for robot welding, and has developed systems for license plate recognition that include image correction and improved recurrent neural network (CRNN) architectures.
Further research interests include the development of robust adaptive current control for permanent magnet synchronous motors (PMSM) used in traction drives, and machine vision-based defect detection systems for industrial components like nuclear-fuel rods. Liu's work also extends to agrivoltaics, examining the impact of photovoltaic systems on crops, soil ecology, and climate, and the engineering of acoustic metamaterials for sound suppression. Liu's scholarship metrics include an h-index of 27, with 336 total publications and 2,800 citations.
Metrics
- h-index: 27
- Publications: 336
- Citations: 2,800
Selected Publications
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RailSegNet: real-time semantic segmentation for rail-scene understanding with structure-aware training (2026)
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Machine learning in peak demand forecasting: foundations, trends, and insights (2025)
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Prediction of the Minimum Miscibility Pressure of the CO <sub>2</sub> -Crude Oil System in the Ordos Basin (2025)
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Analysis of the Influence of Structural Defects on the Insulation of GIL Basin Insulator Under AC Electric Field (2025)
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Transportation Infrastructure Health Monitoring (2025)
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HAF-YOLO: Dynamic Feature Aggregation Network for Object Detection in Remote-Sensing Images (2025)
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MD‐YOLOv8: A Multi‐Object Detection Algorithm for Remote Sensing Satellite Images (2025)
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Three-way interactions of self-efficacy, intrinsic value, utility value, and gender on foreign language achievement: A moderated moderation model (2025)
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Soil myxomycete community in temperate cropland and influence of straw turnover (2025)
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Preparation, Properties, and Interaction Mechanism of High-Ratio DCLR-Modified Asphalt (2025)
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Jugular Vein Evans Blue Injection for Blood–Brain Barrier Assessment Following Hemorrhagic Stroke in a Mouse Model (2025)
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The influence of strain rates on the microstructural characteristics of CoCrFeNiMn high-entropy alloys during compression at elevated temperature (2025)
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LIEnet: Local information enhancement network for multi-scale defect segmentation of optical module base cavity (2025)
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Latent profiles of team resilience and their relationship with team performance and turnover intentions among nurses (2025)
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A Preprocessing Method to Improve Edge Crack Detection from Railway Tunnel Lining Images (2025)
Collaboration Network
Top Collaborators
- Universal fillet weld joint recognition and positioning for robot welding using structured light
- A machine vision-based defect detection system for nuclear-fuel rod groove
- An efficient defect detection method for nuclear-fuel rod grooves through weakly supervised learning
- Application of PSO-BPNN-PID Controller in Nutrient Solution EC Precise Control System: Applied Research
- FLSSnet: Few labeled samples segmentation network for coated fuel particle segmentation
Showing 5 of 8 shared publications
- Novel fuzzy clustering algorithm with variable multi-pixel fitting spatial information for image segmentation
- License plate recognition system in unconstrained scenes via a new image correction scheme and improved CRNN
- An automatic defect detection method for TO56 semiconductor laser using deep convolutional neural network
- A global feature interaction network (GFINet) for image segmentation of GaN chips
- An efficient defect detection method for nuclear-fuel rod grooves through weakly supervised learning
Showing 5 of 6 shared publications
- License plate recognition system in unconstrained scenes via a new image correction scheme and improved CRNN
- FLSSnet: Few labeled samples segmentation network for coated fuel particle segmentation
- Research on defect detection of toy sets based on an improved U-Net
- A robust positioning method based on semantic segmentation network for DIE chips
- Development of a nuclear fuel rod element positioning measurement equipment based on spacers retrieval network
Showing 5 of 6 shared publications
- Universal fillet weld joint recognition and positioning for robot welding using structured light
- Novel fuzzy clustering algorithm with variable multi-pixel fitting spatial information for image segmentation
- Flatness Measurement of Platform Screen System Welding Assembly Using Stereo Vision and Grid Pattern Projector
- Accurate and robust sub-pixel refinement for fillet weld joint based on directional maximum projection
- A global feature interaction network (GFINet) for image segmentation of GaN chips
- A high-precision detection method for coated fuel particles based on improved faster region-based convolutional neural network
- Design of a deep learning visual system for the thickness measurement of each coating layer of TRISO-coated fuel particles
- A context-ensembled refinement network for image segmentation of coated fuel particles
- A high-precision detection method for coated fuel particles based on improved faster region-based convolutional neural network
- Design of a deep learning visual system for the thickness measurement of each coating layer of TRISO-coated fuel particles
- A context-ensembled refinement network for image segmentation of coated fuel particles
- A high-precision detection method for coated fuel particles based on improved faster region-based convolutional neural network
- Design of a deep learning visual system for the thickness measurement of each coating layer of TRISO-coated fuel particles
- A context-ensembled refinement network for image segmentation of coated fuel particles
- A high-precision detection method for coated fuel particles based on improved faster region-based convolutional neural network
- Design of a deep learning visual system for the thickness measurement of each coating layer of TRISO-coated fuel particles
- A context-ensembled refinement network for image segmentation of coated fuel particles
- Pipeline Leak AE Signal Denoising Based on Improved SSA-<i>K</i>-α Index-VMD-MD
- Study on Continuous Flow Nitration of Naphthalene
- Process Hazard Assessment and Exothermic Mechanism of Propylene Glycol Butyl Ether Synthesis from Propylene Oxide
- A global feature interaction network (GFINet) for image segmentation of GaN chips
- An efficient defect detection method for nuclear-fuel rod grooves through weakly supervised learning
- A robust positioning method based on semantic segmentation network for DIE chips
- A machine vision-based defect detection system for nuclear-fuel rod groove
- Application of PSO-BPNN-PID Controller in Nutrient Solution EC Precise Control System: Applied Research
- A machine vision-based defect detection system for nuclear-fuel rod groove
- LIEnet: Local information enhancement network for multi-scale defect segmentation of optical module base cavity
- FLSSnet: Few labeled samples segmentation network for coated fuel particle segmentation
- Development of a nuclear fuel rod element positioning measurement equipment based on spacers retrieval network
- Patterns of motivational beliefs among high-, medium-, and low-achieving English learners in China
- Perceived formative assessment practices in homework and creativity competence: The mediating effects of self-confidence in learning and intrinsic motivation
- The association between team resilience and team performance in nurses during COVID-19 pandemic: a network analysis
- Latent profiles of team resilience and their relationship with team performance and turnover intentions among nurses
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