The development of the MUSAI project is moving steadily toward the implementation of its design activities, taking significant steps toward the testing and fine-tuning phase in an operational environment. Following experiments conducted in controlled conditions, the team has recently completed the first sea trials, a crucial step in validating the system in real-world operational scenarios. At the same time, the mechanical integration of the prototype with the operational platform has been finalized, marking another milestone in the project’s development.
Sea Trials: a critical test for the prototype
The testing activities took place in a marine environment selected for its morphological characteristics, allowing for the evaluation of the system’s behaviour under varying conditions. The main objective of this phase was to test the platform used to deploy MUSAI in an uncontrolled environment and to validate the usage and navigation protocols.
Thanks to collaboration with strategic partners, the team was able to carry out a series of targeted tests focused on:
- Communication and data transmission tests, to ensure reliable exchange of information between the prototype and control platforms
- Collection of environmental data and underwater images, essential for training the artificial intelligence system
- Evaluation of sensor fusion under real-world conditions, optimizing the system’s ability to integrate and process information from multiple sources



First results and next steps
The tests provided valuable data to further refine the system’s capabilities and to identify potential improvements in view of the final stages of the project. Specifically, the analyses carried out have made it possible to:
- Optimize the recognition algorithm, improving the prototype’s ability to interpret images collected in marine environments
- Validate the system layout under conditions of prolonged submersion
- Strengthen the integration between hardware and software, to ensure greater efficiency in future operations
Upcoming activities will focus on testing the custom-built mechanical components, integrating MUSAI into the platform, expanding environmental analysis capabilities, and preparing for the next testing campaigns, which will involve increasingly complex scenarios.


Looking Ahead: MUSAI and the Protection of Marine Ecosystems
The success of the sea trials represents a significant step toward the final goal: the creation of an innovative and reliable system capable of making a concrete contribution to the protection and monitoring of marine environments.
We thank all partners and collaborators who made this testing phase possible.
Stay tuned for upcoming updates and discover how the MUSAI project continues to evolve.
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