Image of Dr Huanhuan Li

Dr Huanhuan Li

School of Engineering

Faculty of Engineering and Technology

Dr Huanhuan Li has been a Senior Research Fellow at the School of Engineering, Liverpool John Moores University (LJMU) since April 2024. From 2021 to 2024, she served as a Research Fellow at LJMU, and prior to that, she held a Research Fellow position at Nanyang Technological University in Singapore from 2020 to 2021. Dr Li received her PhD from the School of Navigation and her MSc from the School of Science at Wuhan University of Technology, China.
Her research focuses on key areas such as maritime safety and security, intelligent transportation systems, green shipping, autonomous shipping, and onshore/offshore clean energy. Dr. Li is also an experienced reviewer for over 40 leading journals. She has published more than 40 peer-reviewed papers, including 13 in prestigious transportation journals (Transportation Research Part C, D, and E) and 6 in Reliability Engineering & System Safety.

Languages

English
Chinese (Mandarin)

Degrees

Wuhan University of Technology, China, PhD
Wuhan University of Technology, China, MSc

Certifications

King's Fund, United Kingdom, NIA programme (Career development)
Oxford University Press (United Kingdom), United Kingdom, Professional Skills for Research Leaders

Academic appointments

Senior Research Fellow, Liverpool John Moores University, 2024 - present
Research Fellow, Liverpool John Moores University, 2021 - 2024
Research Fellow, Nanyang Technological University, 2020 - 2021

Journal article

Li H, Xing W, Jiao H, Yuen KF, Gao R, Li Y, Matthews C, Yang Z. 2024. Bi-directional information fusion-driven deep network for ship trajectory prediction in intelligent transportation systems Transportation Research Part E: Logistics and Transportation Review, 192 DOI Publisher Url

Chen Y, Gai J, He S, Li H, Cheng C, Zou W. 2024. MPC-TD3 Trajectory Tracking Control for Electrically Driven Unmanned Tracked Vehicles ELECTRONICS, 13 DOI Publisher Url Public Url

Mohsendokht M, Li H, Kontovas C, Chang C-H, Qu Z, Yang Z. 2024. Decoding dependencies among the risk factors influencing maritime cybersecurity: Lessons learned from historical incidents in the past two decades Ocean Engineering, 312 DOI Publisher Url Public Url

Li H, Ding M, Luo X, Xiang S. 2024. Convergence analysis of finite element approximations for a nonlinear second order hyperbolic optimal control problems Networks and Heterogeneous Media (NHM), 19 :842-866 DOI Publisher Url Public Url

Wang J, Li H, Yang Z, Ge YE. 2024. A novel scheme for shore power data to enhance containership-at-berth emission estimation Transportation Research Part D: Transport and Environment, 134 DOI Publisher Url Public Url

Cheng R, Liang M, Li H, Yuen KF. 2024. Benchmarking feed-forward randomized neural networks for vessel trajectory prediction Computers and Electrical Engineering, 119 DOI Publisher Url

Mohsendokht M, Li H, Kontovas C, Chang CH, Qu Z, Yang Z. 2024. Enhancing maritime transportation security: A data-driven Bayesian network analysis of terrorist attack risks Risk Analysis, DOI Author Url Publisher Url Public Url

Cai L, Li W, Li H, Zhou B, He L, Guo W, Yang Z. 2024. Incorporation of energy-consumption optimization into multi-objective and robust port multi-equipment integrated scheduling Transportation Research Part C: Emerging Technologies, 166 :1 DOI Publisher Url Public Url

Li H, Kang L, Li M, Luo X, Xiang S. 2024. Hamiltonian conserved Crank-Nicolson schemes for a semi-linear wave equation based on the exponential scalar auxiliary variables approach Electronic Research Archive (ERA), 32 :4433-4453 DOI Publisher Url Public Url

Feng Y, Wang X, Luan J, Wang H, Li H, Li H, Liu Z, Yang Z. 2024. A novel method for ship carbon emissions prediction under the influence of emergency events Transportation Research Part C: Emerging Technologies, 165 DOI Publisher Url Public Url

Wang C, Zhang X, Gao H, Bashir M, Li H, Yang Z. 2024. COLERGs-constrained safe reinforcement learning for realising MASS's risk-informed collision avoidance decision making Knowledge-Based Systems, 300 DOI Publisher Url Public Url

Wang J, Li H, Yang Z, Ge YE. 2024. Shore power for reduction of shipping emission in port: A bibliometric analysis Transportation Research Part E: Logistics and Transportation Review, 188 DOI Publisher Url Public Url

Feng Y, Wang X, Chen Q, Yang Z, Wang J, Li H, Xia G, Liu Z. 2024. Prediction of the severity of marine accidents using improved machine learning Transportation Research Part E: Logistics and Transportation Review, 188 DOI Publisher Url Public Url

Li H, Chen Y, Dai Y, Yang L, Zhang S. 2024. Genome-wide identification and expression analysis of histone deacetylase and histone acetyltransferase genes in response to drought in poplars BMC Genomics, 25 DOI Publisher Url Public Url

Xin X, Liu K, Li H, Yang Z. 2024. Maritime traffic partitioning: An adaptive semi-supervised spectral regularization approach for leveraging multi-graph evolutionary traffic interactions Transportation Research Part C: Emerging Technologies, 164 :1-22 DOI Publisher Url Public Url

Li H, Çelik C, Bashir M, Zou L, Yang Z. 2024. Incorporation of a global perspective into data-driven analysis of maritime collision accident risk Reliability Engineering and System Safety, 249 DOI Publisher Url Public Url

Li Y, Li H, Zhang C, Zhao Y, Yang Z. 2024. Incorporation of adaptive compression into a GPU parallel computing framework for analyzing large-scale vessel trajectories Transportation Research Part C: Emerging Technologies, 163 DOI Publisher Url Public Url

Wang C, Zhang X, Gao H, Bashir M, Li H, Yang Z. 2024. Optimizing anti-collision strategy for MASS: A safe reinforcement learning approach to improve maritime traffic safety Ocean and Coastal Management, 253 DOI Publisher Url Public Url

Li H, Zhou K, Zhang C, Bashir M, Yang Z. 2024. Dynamic evolution of maritime accidents: Comparative analysis through data-driven Bayesian Networks Ocean Engineering, 303 DOI Publisher Url Public Url

Li H. 2024. Reliable Hybridization Approach for Estimation of The Heating Load of Residential Buildings International Journal of Advanced Computer Science and Applications, 15 :809-818 DOI Publisher Url Public Url

Li H, Teng J, Hibbs RE. 2024. Structural switch in acetylcholine receptors in developing muscle NATURE, DOI Publisher Url

Zhou K, Xing W, Wang J, Li H, Yang Z. 2023. A data-driven risk model for maritime casualty analysis: A global perspective Reliability Engineering & System Safety, 244 DOI Publisher Url Public Url

Chen H, Gao X, Li H, Yang Z. 2023. A framework for the optimal deployment of police drones based on street-level crime risk Applied Geography, 162 DOI Publisher Url Public Url

Liang M, Li H, Liu RW, Lam JSL, Yang Z. 2023. PiracyAnalyzer: Spatial temporal patterns analysis of global piracy incidents Reliability Engineering & System Safety, 243 DOI Publisher Url Public Url

Cai L, Li W, Zhou B, Li H, Yang Z. 2023. Robust multi-equipment scheduling for U-shaped container terminals concerning double-cycling mode and uncertain operation time with cascade effects Transportation Research Part C: Emerging Technologies, 158 DOI Publisher Url Public Url

Li H, Xing W, Jiao H, Yang Z, Li Y. 2023. Deep bi-directional information-empowered ship trajectory prediction for maritime autonomous surface ships Transportation Research Part E: Logistics and Transportation Review, 181 DOI Publisher Url Public Url

Wang J, Zhou K, Xing W, Li H, Yang Z. 2023. Applications, Evolutions, and Challenges of Drones in Maritime Transport Journal of Marine Science and Engineering, 11 DOI Publisher Url Public 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 DOI Publisher Url Public 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 :109422-109422 DOI Publisher Url Public 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 Public 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 Public Url

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 & System Safety, 240 DOI Publisher Url Public 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 :103171-103171 DOI Publisher Url Public 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 :103152-103152 DOI Publisher Url Public 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

Li H, Yang Z. 2024. AIS data-based machine learning for unsupervised route planning of maritime autonomous surface ships Proceedings of the 8th International Symposium on Reliability Engineering and Risk Management, ISRERM 2022, :187-193 DOI Publisher Url

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

Cai L, Li W, Li H, Zhou B, Yang Z. Reliability-based approach for port integrated scheduling incorporating uncertain operation

Teaching qualification:

Associate Fellow (AFHEA). 2022

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