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Miao Gao

Associate Professor(Associate Researcher)  

Tel:+86-15604394566

E-mail:gaomiao@tju.edu.cn

Location: Room 116, Building 8, Weijin Road Campus, Tianjin University

  • Academic Advising

    Doctoral Advisor (Research Group of Professor Anmin Zhang): Marine Environment Science and Technology Master Advisor: Marine Technology

  • Research Interests

  • Education

    Ph.D. in Navigational Science and Technology, Dalian Maritime University, 2017-2021

    Master in Traffic Information Engineering and Control, Dalian Maritime University, 2015-2017

    Bachelor in Navigation Technology, Dalian Maritime University, 2011-2015

  • Positions Held

    Associate Researcher, School of Marine Science and Technology, Tianjin University, 2023-Present

    Visiting Scholar, Centre Maritime Study, National University of Singapore, 2023-2024

    Assistant Researcher & Postdoctoral, School of Marine Science and Technology, 2021-2023

  • Teaching

    For Undergraduates:

    Autonomous Ship Navigation Technology - New Engineering Project-Based Course;

    Introduction to Navigation System Guarantee;

    Introduction to Navigation

  • Research Projects

    [1] National Natural Science Foundation (52201414), Intelligent Collision Avoidance Decision Making of Multi-Ship Based on Spatio-Temporal Graph Neural Network Under the Hybrid Human-Machine Conditions,Project Leader(under research)

    [2] Independent Innovation Fund of Tianjin University (2023XJS-0001), Research on Chaos-Steganography Communication Technology via MASS Remote Handling Video Channel, Project Leader(under research)

    [3] Independent Innovation Fund of Tianjin University-Preliminary Research on Tackling Problems (2021XYF-0095), Research on Maritime Navigation Safety Guarantee of Heterogeneous Unmanned Ship Cluster Formation, Project Leader

    [4] National Key R & D Plan Project (2023V3-0042), High-Performance Convenience, Light, Low-Weight Inflatable Rescue Boat Key Technology Research, Primary Participant (under research)

    [5] Guangdong Province Promoting Economic Development Special Fund (2022e2-0036), Land-Sea Integrated Multi-Factor Remote Sensing System Research and Development and Industrialization, Primary Participant (under research)

    [6] National Key R&D Program Project (2018YFC1407400), Integration and Application Demonstration of Maritime Silk Road Transportation Environmental Security Service System, Primary Participant

    [7] Longitudinal Project of Maritime Safety Administration of the Ministry of Transport (0701-184110120264), Overall Planning and Application of China's Coastal Navigation Functional Zone, Primary Participant

  • Papers and Books

    [1] Miao Gao, Maohan Liang*, Anmin Zhang, Yingjun Hu, Jixiang Zhu. Multi-ship encounter situation graph structure learning for ship collision avoidance based on AIS big data with spatio-temporal edge and node attention graph convolutional networks. Ocean Engineering 301 (2024) 117605. (TOP)

    [2] Xi Zeng, Miao Gao*, Anmin Zhang, Jixiang Zhu, Yingjun Hu, Pengxu Chen,Shuai Chen, Taoning Dong, Shenwen Zhang and Peiru Shi. Trajectories Prediction in Multi-ship encounters: Utilizing Graph Convolutional Neural Networks with GRU and Self-Attention Mechanism. Computers and Electrical Engineering 120 (2024) 109679

    [3] Jinqiang Bi, Miao Gao*,Kexin Bao,Wenjia Zhang, Xuefeng Zhang, Hongen Cheng. (2024). A CNNGRU-MHA method for ship trajectory prediction based on marine fusion data. Ocean Engineering 310 (2024) 118701 (TOP)

    [4] X. Y. Chen, M. Gao*, M.Y. Wu, W. T. Guan, H. X. Sun, A. M. Zhang. Collision avoidance for formation of Autonomous Ships using separation and recovery mechanism combine Artificial potential field method. Ships and Offshore Structures. 2024. 1–21. https://doi.org/10.1080/17445302.2024.2356479

    [5] Xu, L.; Gao, M.*; Zhang, Y.;Guo, J.; Lv, X.; Zhang, A. Oceanic Mesoscale Eddies Identification Using B-Spline Surface Fitting Model Based on Along-Track SLA Data [J]. Remote Sens. 2022, 14, 5713. (TOP)

    [6] Miao Gao, Zhen Kang, Anmin Zhang, Jingxian Liu, Fenglong Zhao. MASS Autonomous Navigation System based on AIS Big Data with Dueling Deep Q Networks Prioritized Replay Reinforcement Learning [J]. Ocean Engineering 2022, 249:110834. (TOP)

    [7] Miao Gao,Guoyou Shi*. Ship-handling behavior pattern recognition using AIS sub-trajectory clustering analysis based on the T-SNE and spectral clustering algorithms [J]. Ocean Engineering, 2020, 205:106919. (TOP)

    [8] Miao Gao,Guoyou Shi* and Jiao Liu. Ship Encounter Azimuth Map Division Based on Automatic Identification System Data and Support Vector Classification [J]. Ocean Engineering 2020, 213:107636. (TOP)

    [9] Miao Gao,Guoyou Shi*. Ship Collision Avoidance Anthropomorphic Decision-making for Structured Learning based on AIS with Seq-CGAN [J]. Ocean Engineering 2020, 217:107922. (TOP)

    [10] Miao Gao,Guoyou Shi* and Shuang Li. Online Prediction of Ship Behavior with Automatic Identification System Sensor Data Using Bidirectional Long Short-Term Memory Recurrent Neural Network [J]. Sensors 2018, 18(12), 4211; (Q1)

    [11] Miao Gao,Guoyou Shi*. Ship Spatiotemporal Key Feature Point Online Extraction Based on AIS Multi-Sensor Data Using an Improved Sliding Window Algorithm [J]. Sensors 2019, 19(12), 2706; (Q1)

    [12] Miao Gao,Guoyou Shi*. Ship collision Avoidance Decision-Making learning of Unmanned Surface Vehicles with Automatic Identification System Data Based on Encoder – Decoder Automatic-response Neural Networks [J]. Journal of marine science and Engineering 2020,8(10),754;(Q2)

  • Honor and Awards

    Honor:

    [1] Young Elite Scientist Sponsorship Program by China Association for Science and Technology (National Honor), 2024

    [2] Young Elite Scientist Sponsorship Program by China Institute of Navigation (Provincial and Ministerial Honor), 2023

    [3] Tianjin Challenge Cup, Served as Excellent Advisor, 2023

    [4] Award of Excellent Teacher and Friend Mentor, 2023

    [5] Third Prize of Scientific and Technological Progress of China Intelligent Transportation Association, 2023

    [6] Second Prize of China Society of Surveying and Mapping Science and Technology Award, 2022

    Award:

    [1] Gold Award of the 14th "Challenge Cup" QinChuangYuan Platform National College Students' Entrepreneurship Competition, 2024

    [2] Third Prize of the 19th National Competition of Transport Science and Technology for Students, 2024

    [3] Bronze Award of the 9th Bauhaus Award International Design Competition

    [4] Third Prize of the 10th Academic Award National Art and Design Competition

    [5] First Prize of the 17th National “Challenge Cup” Extracurricular Academic and Scientific and Technological Works for College Students, 2023

    [6] Gold Prize of the 9th China International "Internet Plus" College Students' Innovation and Entrepreneurship Competition (Tianjin Section) ,2023

    [7] Silver Award of the 10th “Bank of China Cup” Tianjin Youth Innovation and Entrepreneurship Competition/ “Creating Youth”China Youth Innovation and Entrepreneurship Competition (Tianjin Section), 2023

    [8] Third Prize of the 3rd China Intelligent Unmanned Search and Rescue Competition, ProjectⅠ, 2023

    [9] ESG Evaluation Criteria in the Category of “Hi-Tech R & D ”, Rated as Five Stars, 2002

    [10] Second Prize of the 2nd Project-Based Curriculum Design Competition of New Engineering, 2002

    [11] Second Prize of the 17th National Competition of Transport Science and Technology for Students, 2022

    [12] Third Prize of the 2nd China Intelligent Unmanned Boat Search and Rescue Competition, ProjectⅠ, 2022

    [13] Second Prize of the 10th National Competition of Designing and Building Marine Vehicles, 2022

    [14] Two Bronze Awards of the 8th China International "Internet Plus" College Students' Innovation and Entrepreneurship Competition, Track of Higher Education (Tianjin Section), 2022

    [15] The First Prize of the 16th National “Challenge Cup” Extracurricular Academic and Scientific and Technological Works for College Students, 2021

    [16] Silver Award of the 8th "Creating Youth" (Tianjin Section), 2021

    [17] Two Bronze Awards of “Internet Plus”, Main Track (Tianjin Section), 2021

    [18] Two Silver Awards of the 7th China International “Internet Plus”, International Track (Tianjin Section), 2021

    [19] The Second Prize of the Asia Pacific Mathematical Modeling in 2021

  • Academic Services

    Member of the First Young Experts Committee of the Chinese Navigation Society,2024.10-Present

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