Peihua Han
About
Working Experience
- 04/2024 - present: Senior Researcher, Department of Ocean Operations and Civil Engineering, NTNU Aalesund, Norway.
- 05/2022 - 04/2024: Postdoc, Department of Ocean Operations and Civil Engineering, NTNU Aalesund, Norway.
Education
- 06/2019 - 05/2022: Ph.D., Department of Ocean Operations and Civil Engineering, NTNU Aalesund, Norway. Topic: Data-driven Methods for Decision Supports in Smart Ship Operations. (Main supervisor: Houxiang Zhang, Co-supervisors: Guoyuan Li and Stian Skjong),
- 06/2019 - 05/2022: MSc., Department of Architecture and Civil Engineering, Zhejiang University, Hangzhou, China.
- 09/2012 - 06/2016: BSc., Department of Architecture and Civil Engineering, Zhejiang University, Hangzhou, China.
Project Experience
- 2019 - 2022: KPN, "Digital Twins for Vessel Life Cycle Service (TwinShip)".
- 2020 - 2023: IPN, "Development of a Novel Process for the Application of Krill as Alternative Protein Source in Human Nutrition"
- 2020 - 2024: IKT, "Remote Control Centre for Autonomous Ship Support"
Research Interests
- Artificial intelligence, machine learning, Bayesian approach, and related applications.
- Marine automation, digitalization, and ship intelligence.
- Data assimilation, probabilistic inference, and simulation-based inference.
Awards
- CHORAFAS Prize, 2022.
- IEEE Robotics and Automation Magazine Best Paper Award, 2024.
- 2nd place in PHM North America 2024 data challenge, 2024.
Publications
2024
-
Sanguino, Beatriz;
Zhang, Houxiang;
Li, Guoyuan;
Han, Peihua.
(2024)
An LSTM-based Approach to Fuel Consumption Estimation in Digital Twin Ship.
IEEE conference proceedings
IEEE Conference on Industrial Electronics and Applications (19)
Academic anthology/Conference proceedings
-
Tian, Weiwei;
Zhu, Mingda;
Han, Peihua;
Li, Guoyuan;
Zhang, Houxiang.
(2024)
Pairwise ship encounter identification and classification for knowledge extraction.
Ocean Engineering
Academic article
-
Han, Peihua;
Zhang, Houxiang;
Bruheim, Inge Alexander.
(2024)
A Framework for Smart Manufacturing of Antarctic Krill Protein.
IEEE (Institute of Electrical and Electronics Engineers)
Academic chapter/article/Conference paper
-
Zhu, Mingda;
Han, Peihua;
Wang, Chunlin;
Skulstad, Robert;
Zhang, Houxiang;
Li, Guoyuan.
(2024)
An AIS Data-Driven Hybrid Approach to Ship Trajectory Prediction.
IEEE Transactions on Systems, Man & Cybernetics. Systems
Academic article
-
Han, Peihua;
Skulstad, Robert;
Zhang, Houxiang.
(2024)
Deep Autoregressive Roll Motion Prediction of Marine Vessels.
IEEE transactions on industrial electronics (1982. Print)
Academic article
-
Wang, Chunlin;
Han, Peihua;
Zhu, Mingda;
Osen, Ottar Laurits;
Zhang, Houxiang;
Li, Guoyuan.
(2024)
AIS Data-Based Hybrid Predictor for Short-Term Ship Trajectory Prediction Considering Uncertainties.
IEEE transactions on intelligent transportation systems (Print)
Academic article
-
Han, Peihua;
Liang, Qin;
Vanem, Erik;
Knutsen, Knut Erik;
Zhang, Houxiang.
(2024)
Assessing Helicopter Turbine Engine Health: A Simple Yet Robust Probabilistic Approach.
Proceedings of the Annual Conference of the Prognostics and Health Management Society, PHM
Academic article
-
Zhu, Mingda;
Han, Peihua;
Tian, Weiwei;
Skulstad, Robert;
Zhang, Houxiang;
Li, Guoyuan.
(2024)
A Deep Generative Model for Multi-Ship Trajectory Forecasting With Interaction Modeling.
Journal of Offshore Mechanics and Arctic Engineering
Academic article
-
Liang, Qin;
Han, Peihua;
Vanem, Erik;
Knutsen, Knut Erik;
Zhang, Houxiang.
(2024)
A Hybrid Approach Integrating Physics-Based Models and Expert-Augmented Neural Networks for Ship Fuel Consumption Prediction.
Journal of Offshore Mechanics and Arctic Engineering
Academic article
2023
-
Han, Peihua;
Li, Guoyuan;
Thattavelil Sunilkumar, Sai Rana;
Cao, Yanran.
(2023)
A Virtual Learning Platform for Biomedical Laboratory Scientists Using Unity3D.
IEEE conference proceedings
Academic chapter/article/Conference paper
-
Gao, Sihan;
Han, Peihua;
Gansel, Lars Christian;
Li, Guoyuan;
Zhang, Houxiang.
(2023)
Real-time prediction of fish cage behaviors under varying currents using deep neural network.
IEEE conference proceedings
Academic chapter/article/Conference paper
-
Gao, Sihan;
Banno, Kana;
Hu, Zhicheng;
Han, Peihua;
Gansel, Lars Christian;
Li, Guoyuan.
(2023)
Digital Prototyping of a Stocked Cage with Multi-Sensor Integration.
IEEE conference proceedings
Academic chapter/article/Conference paper
-
Han, Peihua;
Hildre, Hans Petter;
Zhang, Houxiang.
(2023)
Local Ocean Wave Field Estimation Using a Deep Generative Model of Wave Buoys.
IEEE Transactions on Geoscience and Remote Sensing
Academic article
-
Han, Peihua;
Zhu, Mingda;
Zhang, Houxiang.
(2023)
Interaction-Aware Short-Term Marine Vessel Trajectory Prediction With Deep Generative Models.
IEEE Transactions on Industrial Informatics
Academic article
-
Kakavandi, Fatemeh;
Han, Peihua;
Reus, Roger de;
Larsen, Peter Gorm;
Zhang, Houxiang.
(2023)
Interpretable Fault Detection Approach With Deep Neural Networks to Industrial Applications.
IEEE Press
Academic chapter/article/Conference paper
-
Han, Peihua;
Zhang, Houxiang;
Bruheim, Inge Alexander.
(2023)
Efficient Optimization of Enzymatic Hydrolysis of Antarctic Krill via Parallel Bayesian Optimization.
IEEE Conference on Industrial Electronics and Applications
Academic article
2022
-
Wang, Chunlin;
Li, Guoyuan;
Han, Peihua;
Osen, Ottar;
Zhang, Houxiang.
(2022)
Impacts of COVID-19 on Ship Behaviours in Port Area: An AIS Data-Based Pattern Recognition Approach.
IEEE transactions on intelligent transportation systems (Print)
Academic article
-
Han, Peihua;
Li, Guoyuan;
Skjong, Stian;
Zhang, Houxiang.
(2022)
Directional wave spectrum estimation with ship motion responses using adversarial networks.
Marine Structures
Academic article
-
Han, Peihua;
Li, Guoyuan;
Zhang, Houxiang.
(2022)
Leveraging Past Experience for Path planning of Marine Vessel: A Docking Example.
MIC Journal: Modeling, Identification and Control
Academic article
-
Wu, Baiheng;
Han, Peihua;
Kanazawa, Motoyasu;
Hildre, Hans Petter;
Zhao, Luman;
Zhang, Houxiang.
(2022)
A Camera-based Deep-Learning Solution for Visual Attention Zone Recognition in Maritime Navigational Operations.
IEEE conference proceedings
Academic chapter/article/Conference paper
-
Zhang, Houxiang;
Li, Guoyuan;
Hatledal, Lars Ivar;
Chu, Yingguang;
Ellefsen, André Listou;
Han, Peihua.
(2022)
A Digital Twin of the Research Vessel Gunnerus for Lifecycle Services: Outlining Key Technologies.
IEEE robotics & automation magazine
Academic article
2021
-
Han, Peihua;
Ellefsen, Andre;
Li, Guoyuan;
Holmeset, Finn Tore;
Zhang, Houxiang.
(2021)
Fault Detection with LSTM-Based Variational Autoencoder for Maritime Components.
IEEE Sensors Journal
Academic article
-
Han, Peihua;
Li, Guoyuan;
Skjong, Stian;
Wu, Baiheng;
Zhang, Houxiang.
(2021)
Data-driven sea state estimation for vessels using multi-domain features from motion responses.
IEEE (Institute of Electrical and Electronics Engineers)
Academic chapter/article/Conference paper
-
Han, Peihua;
Ellefsen, Andre;
Li, Guoyuan;
Æsøy, Vilmar;
Zhang, Houxiang.
(2021)
Fault Prognostics Using LSTM Networks: Application to Marine Diesel Engine.
IEEE Sensors Journal
Academic article
-
Han, Peihua;
Li, Guoyuan;
Cheng, Xu;
Skjong, Stian;
Zhang, Houxiang.
(2021)
An Uncertainty-Aware Hybrid Approach for Sea State Estimation Using Ship Motion Responses.
IEEE Transactions on Industrial Informatics
Academic article
-
Cheng, Xu;
Li, Guoyuan;
Han, Peihua;
Skulstad, Robert;
Chen, Shengyong;
Zhang, Houxiang.
(2021)
Data-Driven Modeling for Transferable Sea State Estimation between Marine Systems.
IEEE transactions on intelligent transportation systems (Print)
Academic article
-
Han, Peihua;
Li, Guoyuan;
Skulstad, Robert;
Skjong, Stian;
Zhang, Houxiang.
(2021)
A Deep Learning Approach to Detect and Isolate Thruster Failures for Dynamically Positioned Vessels Using Motion Data.
IEEE Transactions on Instrumentation and Measurement
Academic article
2020
-
Xu, Cheng;
Han, Peihua;
Li, Guoyuan;
Chen, Shengyong;
Zhang, Houxiang.
(2020)
A Novel Channel and Temporal-wise Attention in Convolutional Networks for Multivariate Time Series Classification.
IEEE Access
Academic article
-
Ellefsen, Andre;
Han, Peihua;
Cheng, Xu;
Holmeset, Finn Tore;
Æsøy, Vilmar;
Zhang, Houxiang.
(2020)
Online Fault Detection in Autonomous Ferries: Using fault-type in-dependent spectral anomaly detection.
IEEE Transactions on Instrumentation and Measurement
Academic article
Journal publications
-
Tian, Weiwei;
Zhu, Mingda;
Han, Peihua;
Li, Guoyuan;
Zhang, Houxiang.
(2024)
Pairwise ship encounter identification and classification for knowledge extraction.
Ocean Engineering
Academic article
-
Zhu, Mingda;
Han, Peihua;
Wang, Chunlin;
Skulstad, Robert;
Zhang, Houxiang;
Li, Guoyuan.
(2024)
An AIS Data-Driven Hybrid Approach to Ship Trajectory Prediction.
IEEE Transactions on Systems, Man & Cybernetics. Systems
Academic article
-
Han, Peihua;
Skulstad, Robert;
Zhang, Houxiang.
(2024)
Deep Autoregressive Roll Motion Prediction of Marine Vessels.
IEEE transactions on industrial electronics (1982. Print)
Academic article
-
Wang, Chunlin;
Han, Peihua;
Zhu, Mingda;
Osen, Ottar Laurits;
Zhang, Houxiang;
Li, Guoyuan.
(2024)
AIS Data-Based Hybrid Predictor for Short-Term Ship Trajectory Prediction Considering Uncertainties.
IEEE transactions on intelligent transportation systems (Print)
Academic article
-
Han, Peihua;
Liang, Qin;
Vanem, Erik;
Knutsen, Knut Erik;
Zhang, Houxiang.
(2024)
Assessing Helicopter Turbine Engine Health: A Simple Yet Robust Probabilistic Approach.
Proceedings of the Annual Conference of the Prognostics and Health Management Society, PHM
Academic article
-
Zhu, Mingda;
Han, Peihua;
Tian, Weiwei;
Skulstad, Robert;
Zhang, Houxiang;
Li, Guoyuan.
(2024)
A Deep Generative Model for Multi-Ship Trajectory Forecasting With Interaction Modeling.
Journal of Offshore Mechanics and Arctic Engineering
Academic article
-
Liang, Qin;
Han, Peihua;
Vanem, Erik;
Knutsen, Knut Erik;
Zhang, Houxiang.
(2024)
A Hybrid Approach Integrating Physics-Based Models and Expert-Augmented Neural Networks for Ship Fuel Consumption Prediction.
Journal of Offshore Mechanics and Arctic Engineering
Academic article
-
Han, Peihua;
Hildre, Hans Petter;
Zhang, Houxiang.
(2023)
Local Ocean Wave Field Estimation Using a Deep Generative Model of Wave Buoys.
IEEE Transactions on Geoscience and Remote Sensing
Academic article
-
Han, Peihua;
Zhu, Mingda;
Zhang, Houxiang.
(2023)
Interaction-Aware Short-Term Marine Vessel Trajectory Prediction With Deep Generative Models.
IEEE Transactions on Industrial Informatics
Academic article
-
Han, Peihua;
Zhang, Houxiang;
Bruheim, Inge Alexander.
(2023)
Efficient Optimization of Enzymatic Hydrolysis of Antarctic Krill via Parallel Bayesian Optimization.
IEEE Conference on Industrial Electronics and Applications
Academic article
-
Wang, Chunlin;
Li, Guoyuan;
Han, Peihua;
Osen, Ottar;
Zhang, Houxiang.
(2022)
Impacts of COVID-19 on Ship Behaviours in Port Area: An AIS Data-Based Pattern Recognition Approach.
IEEE transactions on intelligent transportation systems (Print)
Academic article
-
Han, Peihua;
Li, Guoyuan;
Skjong, Stian;
Zhang, Houxiang.
(2022)
Directional wave spectrum estimation with ship motion responses using adversarial networks.
Marine Structures
Academic article
-
Han, Peihua;
Li, Guoyuan;
Zhang, Houxiang.
(2022)
Leveraging Past Experience for Path planning of Marine Vessel: A Docking Example.
MIC Journal: Modeling, Identification and Control
Academic article
-
Zhang, Houxiang;
Li, Guoyuan;
Hatledal, Lars Ivar;
Chu, Yingguang;
Ellefsen, André Listou;
Han, Peihua.
(2022)
A Digital Twin of the Research Vessel Gunnerus for Lifecycle Services: Outlining Key Technologies.
IEEE robotics & automation magazine
Academic article
-
Han, Peihua;
Ellefsen, Andre;
Li, Guoyuan;
Holmeset, Finn Tore;
Zhang, Houxiang.
(2021)
Fault Detection with LSTM-Based Variational Autoencoder for Maritime Components.
IEEE Sensors Journal
Academic article
-
Han, Peihua;
Ellefsen, Andre;
Li, Guoyuan;
Æsøy, Vilmar;
Zhang, Houxiang.
(2021)
Fault Prognostics Using LSTM Networks: Application to Marine Diesel Engine.
IEEE Sensors Journal
Academic article
-
Han, Peihua;
Li, Guoyuan;
Cheng, Xu;
Skjong, Stian;
Zhang, Houxiang.
(2021)
An Uncertainty-Aware Hybrid Approach for Sea State Estimation Using Ship Motion Responses.
IEEE Transactions on Industrial Informatics
Academic article
-
Cheng, Xu;
Li, Guoyuan;
Han, Peihua;
Skulstad, Robert;
Chen, Shengyong;
Zhang, Houxiang.
(2021)
Data-Driven Modeling for Transferable Sea State Estimation between Marine Systems.
IEEE transactions on intelligent transportation systems (Print)
Academic article
-
Han, Peihua;
Li, Guoyuan;
Skulstad, Robert;
Skjong, Stian;
Zhang, Houxiang.
(2021)
A Deep Learning Approach to Detect and Isolate Thruster Failures for Dynamically Positioned Vessels Using Motion Data.
IEEE Transactions on Instrumentation and Measurement
Academic article
-
Xu, Cheng;
Han, Peihua;
Li, Guoyuan;
Chen, Shengyong;
Zhang, Houxiang.
(2020)
A Novel Channel and Temporal-wise Attention in Convolutional Networks for Multivariate Time Series Classification.
IEEE Access
Academic article
-
Ellefsen, Andre;
Han, Peihua;
Cheng, Xu;
Holmeset, Finn Tore;
Æsøy, Vilmar;
Zhang, Houxiang.
(2020)
Online Fault Detection in Autonomous Ferries: Using fault-type in-dependent spectral anomaly detection.
IEEE Transactions on Instrumentation and Measurement
Academic article
Books
-
Sanguino, Beatriz;
Zhang, Houxiang;
Li, Guoyuan;
Han, Peihua.
(2024)
An LSTM-based Approach to Fuel Consumption Estimation in Digital Twin Ship.
IEEE conference proceedings
IEEE Conference on Industrial Electronics and Applications (19)
Academic anthology/Conference proceedings
Part of book/report
-
Han, Peihua;
Zhang, Houxiang;
Bruheim, Inge Alexander.
(2024)
A Framework for Smart Manufacturing of Antarctic Krill Protein.
IEEE (Institute of Electrical and Electronics Engineers)
Academic chapter/article/Conference paper
-
Han, Peihua;
Li, Guoyuan;
Thattavelil Sunilkumar, Sai Rana;
Cao, Yanran.
(2023)
A Virtual Learning Platform for Biomedical Laboratory Scientists Using Unity3D.
IEEE conference proceedings
Academic chapter/article/Conference paper
-
Gao, Sihan;
Han, Peihua;
Gansel, Lars Christian;
Li, Guoyuan;
Zhang, Houxiang.
(2023)
Real-time prediction of fish cage behaviors under varying currents using deep neural network.
IEEE conference proceedings
Academic chapter/article/Conference paper
-
Gao, Sihan;
Banno, Kana;
Hu, Zhicheng;
Han, Peihua;
Gansel, Lars Christian;
Li, Guoyuan.
(2023)
Digital Prototyping of a Stocked Cage with Multi-Sensor Integration.
IEEE conference proceedings
Academic chapter/article/Conference paper
-
Kakavandi, Fatemeh;
Han, Peihua;
Reus, Roger de;
Larsen, Peter Gorm;
Zhang, Houxiang.
(2023)
Interpretable Fault Detection Approach With Deep Neural Networks to Industrial Applications.
IEEE Press
Academic chapter/article/Conference paper
-
Wu, Baiheng;
Han, Peihua;
Kanazawa, Motoyasu;
Hildre, Hans Petter;
Zhao, Luman;
Zhang, Houxiang.
(2022)
A Camera-based Deep-Learning Solution for Visual Attention Zone Recognition in Maritime Navigational Operations.
IEEE conference proceedings
Academic chapter/article/Conference paper
-
Han, Peihua;
Li, Guoyuan;
Skjong, Stian;
Wu, Baiheng;
Zhang, Houxiang.
(2021)
Data-driven sea state estimation for vessels using multi-domain features from motion responses.
IEEE (Institute of Electrical and Electronics Engineers)
Academic chapter/article/Conference paper
Outreach
2024
-
Academic lectureTian, Weiwei; Han, Peihua; Zhu, Mingda; Kjerstad, Øivind Kåre; Li, Guoyuan; Zhang, Houxiang. (2024) A Multi-AttentionLSTM model for multi-ship encounter classification. 2024 IEEE International Conference on Real-time Computing and Robotics 2024-06-24 - 2024-06-28
2023
-
Academic lectureTian, Weiwei; Han, Peihua; Zhu, Mingda; Kjerstad, Øivind Kåre; Li, Guoyuan; Zhang, Houxiang. (2023) Informed Clustering for Encounter Type Categorization Based on AIS Data. 2023 11th International Conference on Control, Mechatronics and Automation 2023-11-01 - 2023-11-03