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Leveraging extreme scale analytics, AI and digital twins for maritime digitalization: the VesselAI architecture
Loukas Ilias1, Giannis Tsapelas1, Panagiotis Kapsalis1
1Decision Support Systems Laboratory, School of Electrical and Computer Engineering, National Technical University of Athens, Athens, Greece.
The VesselAI project integrates High-Performance Computing (HPC), Big Data, and Artificial Intelligence (AI) to manage maritime big data. This framework enhances vessel safety, performance, and efficiency using advanced analytics for next-generation digital twins.
Area of Science:
- Maritime technology
- Data science
- Artificial intelligence
Background:
- The maritime industry generates vast amounts of data, overwhelming traditional systems.
- Existing approaches struggle to effectively capture, store, and process this big data.
- Innovative technologies are crucial for unlocking the full potential of maritime data.
Purpose of the Study:
- To present the architecture of VesselAI, an EU-funded project.
- To develop a holistic framework integrating HPC, Big Data, and AI.
- To enable extreme-scale and distributed analytics for maritime applications.
Main Methods:
- Utilizing state-of-the-art High-Performance Computing (HPC) infrastructure.
- Implementing advanced Big Data processing techniques.
- Leveraging Artificial Intelligence (AI) for predictive analytics and decision support.
Main Results:
- VesselAI framework designed for extreme-scale and distributed analytics.
- Integration of HPC, Big Data, and AI technologies.
- Foundation laid for next-generation maritime digital twins.
Conclusions:
- The VesselAI framework addresses the challenge of integrating innovative technologies for maritime big data.
- It aims to enhance maritime safety, performance, and reduce consumption and emissions.
- The project will validate and demonstrate a novel holistic framework for advanced maritime applications.
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