Peihua Han
About
Education
- 06/2019 - 05/2022: Ph.D. candidate, Department of Ocean Operations and Civil Engineering, NTNU Aalesund, Norway. Data mining of ship status for onboard supporting of maritime operations (Main supervisor: Houxiang Zhang, Co-supervisors: Guoyuan Li and Stian Skjong)
- 09/2016 - 06/2019: Department of Architecture and Civil Engineering, Zhejiang University. Hangzhou, China. M.Sc.
- 09/2012 - 06/2016: Department of Architecture and Civil Engineering, Zhejiang University. Hangzhou, China. B.Sc.
Project Experience
- 2019 - present: KPN, "Digital Twins for Vessel Life Cycle Service (TwinShip)".
-
2020 - present: IPN, "Development of a Novel Process for the Application of Krill as Alternative Protein Source in Human Nutrition"
-
2020 - present: IKT, "Remote Control Centre for Autonomous Ship Support"
Research Interests
- Ship intelligence
- Machine learning
- Prognostics and health management
- Motion planning
Publications
2024
-
Tian, Weiwei;
Zhu, Mingda;
Han, Peihua;
Li, Guoyuan;
Zhang, Houxiang.
(2024)
Pairwise ship encounter identification and classification for knowledge extraction.
Ocean Engineering
Academic article
2023
-
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
-
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;
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;
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
2022
-
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
-
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
-
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
-
Han, Peihua;
Li, Guoyuan;
Skjong, Stian;
Zhang, Houxiang.
(2022)
Directional wave spectrum estimation with ship motion responses using adversarial networks.
Marine Structures
Academic article
2021
-
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;
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
-
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;
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
-
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
-
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
-
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
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
-
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
-
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;
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;
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
-
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
-
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;
Li, Guoyuan;
Skjong, Stian;
Zhang, Houxiang.
(2022)
Directional wave spectrum estimation with ship motion responses using adversarial networks.
Marine Structures
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
-
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;
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
-
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
-
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
-
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
Part of book/report
-
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;
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
-
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