Dr Huanhuan Li
School of Engineering

Faculty: Faculty of Engineering and Technology
School: School of Engineering
Email address: H.Li2@ljmu.ac.uk
Telephone: 0151 231 2990
Journal article
Xin X, Liu K, Loughney S, Wang J, Li H, Ekere N, Yang Z. 2023. Multi-scale collision risk estimation for maritime traffic in complex port waters Reliability Engineering and System Safety, 240 DOI Publisher Url
Li Y, Liang M, Li H, Yang Z, Du L, Chen Z. 2023. Deep learning-powered vessel traffic flow prediction with spatial-temporal attributes and similarity grouping Engineering Applications of Artificial Intelligence, 126 DOI Publisher Url
Li H, Jiao H, Yang Z. 2023. Ship trajectory prediction based on machine learning and deep learning: A systematic review and methods analysis Engineering Applications of Artificial Intelligence, 126 DOI Publisher Url
Li H, Yang Z. 2023. Towards safe navigation environment: The imminent role of spatio-temporal pattern mining in maritime piracy incidents analysis Reliability Engineering and System Safety, 238 DOI Publisher Url
Xing W, Wang J, Zhou K, Li H, Li Y, Yang Z. 2023. A hierarchical methodology for vessel traffic flow prediction using Bayesian tensor decomposition and similarity grouping Ocean Engineering, 286 :115687-115687 DOI Publisher Url
Li H, Yang Z. 2023. Incorporation of AIS data-based machine learning into unsupervised route planning for maritime autonomous surface ships Transportation Research Part E: Logistics and Transportation Review, 176 DOI Publisher Url
Li H, Jiao H, Yang Z. 2023. AIS data-driven ship trajectory prediction modelling and analysis based on machine learning and deep learning methods Transportation Research Part E: Logistics and Transportation Review, 175 DOI Publisher Url
Xin X, Liu K, Loughney S, Wang J, Li H, Yang Z. 2023. Graph-based ship traffic partitioning for intelligent maritime surveillance in complex port waters Expert Systems with Applications, 231 DOI Publisher Url Public Url
Li C, Wan Y, Zhang W, Li H. 2023. A two-phase filtering of discriminative shapelets learning for time series classification Applied Intelligence, 53 :13815-13833 DOI Publisher Url
Liang M, Liu RW, Zhan Y, Li H, Zhu F, Wang FY. 2022. Fine-Grained Vessel Traffic Flow Prediction With a Spatio-Temporal Multigraph Convolutional Network IEEE Transactions on Intelligent Transportation Systems, 23 :23694-23707 DOI Publisher Url
Li H, Ren X, Yang Z. 2022. Data-driven Bayesian network for risk analysis of global maritime accidents Reliability Engineering & System Safety, 230 DOI Publisher Url Public Url
Zhang J, Ren X, Li H, Yang Z. 2022. Incorporation of Deep Kernel Convolution into Density Clustering for Shipping AIS Data Denoising and Reconstruction Journal of Marine Science and Engineering, 10 :1319-1319 DOI Publisher Url Public Url
Li H, Lam JSL, Yang Z, Liu J, Liu RW, Liang M, Li Y. 2022. Unsupervised hierarchical methodology of maritime traffic pattern extraction for knowledge discovery Transportation Research Part C: Emerging Technologies, 143 :103856-103856 DOI Publisher Url Public Url
Wu W, Liu Z, Liu J, Li H. 2020. Calculation and Analysis of Sinkage on 400 000 t Ore Carrier in Restricted Waterways Wuhan Ligong Daxue Xuebao (Jiaotong Kexue Yu Gongcheng Ban)/Journal of Wuhan University of Technology (Transportation Science and Engineering), 44 :722-727 DOI
Li H, Liu J, Yang Z, Liu RW, Wu K, Wan Y. 2020. Adaptively constrained dynamic time warping for time series classification and clustering Information Sciences, 534 :97-116 DOI Author Url Publisher Url Public Url
Liu J, Li H, Yang Z, Wu K, Liu Y, Liu RW. 2019. Adaptive Douglas-Peucker Algorithm With Automatic Thresholding for AIS-Based Vessel Trajectory Compression IEEE Access, 7 :150677-150692 DOI Author Url Publisher Url Public Url
Hu Y, Liu J, Liu Y, Li H, Liu Z. 2019. Study on Measurement of Vessel Traffic Flow Inhomogeneity Based on Discrepancy of Point Sets Wuhan Ligong Daxue Xuebao (Jiaotong Kexue Yu Gongcheng Ban)/Journal of Wuhan University of Technology (Transportation Science and Engineering), 43 :511-516 DOI
Li H, Liu J, Wu K, Yang Z, Liu RW, Xiong N. 2018. Spatio-Temporal Vessel Trajectory Clustering Based on Data Mapping and Density IEEE Access, 6 :58939-58954 DOI Author Url Publisher Url Public Url
Li H, Liu J, Liu R, Xiong N, Wu K, Kim T-H. 2017. A Dimensionality Reduction-Based Multi-Step Clustering Method for Robust Vessel Trajectory Analysis Sensors, 17 DOI Author Url Publisher Url Public Url
Liu Z, Liu J, Li H, Li Z, Tan Z, Liu RW, Liu YI. 2017. Hierarchical and coupling model of factors influencing vessel traffic flow PLoS One, 12 DOI Author Url Publisher Url Public Url
Conference publication
Yang X, Liu J, Li H, Wu W, Gao G. 2019. Numerical calculation and simulation study of squat on very large ship Proceedings of the International Offshore and Polar Engineering Conference, 4 :4932-4939
Cao J, Liang M, Li Y, Chen J, Li H, Liu RW, Liu J. 2018. PCA-based hierarchical clustering of AIS trajectories with automatic extraction of clusters 2018 IEEE 3rd International Conference on Big Data Analysis, ICBDA 2018, :448-452 DOI Publisher Url
Hu B, Liu RW, Wang K, Li Y, Liang M, Li H, Liu J. 2017. Statistical Analysis of Massive AIS Trajectories Using Gaussian Mixture Models 2017 2ND INTERNATIONAL CONFERENCE ON MULTIMEDIA AND IMAGE PROCESSING (ICMIP), 2nd International Conference on Multimedia and Image Processing (ICMIP) :113-117 DOI Author Url Publisher Url
Li H, Liu J, Liu RW. 2017. Dynamic speed control model for very large ship in restricted waters Proceedings of the International Offshore and Polar Engineering Conference, :556-562