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Original Article
A Dual-Stream Deep Learning Framework for Proactive Maritime Safety and Yield Optimization (IMSAS)
G. Soundarya1
Janarthanan R2
Guruprasath S3
Dhanushkaran K4
1 Assistant Professor Department of Computer Science and Engineering, Dhirajlal Gandhi College of Technology (Autonomous), Salem, Tamil Nadu, India. 2 3 4 Department of Computer Science and Engineering, Dhirajlal Gandhi College of Technology (Autonomous), Salem, Tamil Nadu, India.
Published Online: March-April 2026
Pages: 203-208
Cite this article
↗ https://www.doi.org/10.59256/ijire.20260702025
References
1. T. Balamani, L. B, R. Bharathi Lydia, K. S. S., and R. Ranjana Priya, "Intelligent Maritime Boundary Protection System for Fishermen
using RSSI-based Localization," in Proc. Int. Conf. Communication and Signal Processing (ICCSP), 2025.
2. G. M. Karthik, V. Samuthira Pandi, S. Gayathri, B. Anni Princy, K. K. Bhadavath, and S. Sujatha, "An Improved GPS Assisted
Fishermen Tracking System Using Internet of Things with Smart Sensors Association," in Proc. IEEE Int. Conf. IoT and itsApplications (ICIOT), 2025.
3. K. Kalaivani, J. D. Adhithiya, M. G. Mukesh, M. S. Ragul, and V. Nandhakumar, "Enhanced Fishermen Safety and Communication
Using Machine Learning in Electromagnetic Water Networks," in Proc. Conf. Innovations in Communication and Computer
Engineering, 2025.
4. G. Thamarai Selvi, B. Vishwa, R. Vishwanath, and N. T. Ramprasath, "Comprehensive Security Systems for Fishermen," in Proc. 3rd
Int. Conf. Smart Technologies and Systems, 2025.
5. J. Manikandan, K. M. Kumar, V. Mangaiyarkarasi, E. J. Prakash, and M. Anand, "Enhancing Fisherman's Safety with Border Alerting
System," in Proc. 7th Int. Conf. Intelligent Sustainable Systems (ICISS), 2025.
6. D. Kumar, A. Mishra, and S. Reddy, "A Comparative Analysis of LSTM and GRU for Predicting Severe Cyclonic Storms in the Bay
of Bengal," in Proc. IEEE India Council Int. Conf. (INDICON), 2024.
7. S. Patel and R. Kumar, "Spatiotemporal Deep Learning for Sea Surface Temperature Prediction using Hybrid CNN-GRU Model,"
IEEE J. Oceanic Engineering, 2025.
8. R. A. Rahman and F. Islam, "A Real-Time Potential Fishing Zone (PFZ) Identification System using UAV Imagery and Convolutional
Neural Networks," Remote Sensing in Ecology and Conservation, 2025.
9. J. Lee and S. Kim, "Integrating AIS and Real-Time Weather Data for Enhanced Maritime Collision Risk Prediction," J. Marine Science
and Engineering, vol. 12, no. 3, p. 451, 2024.
10. F. Rossi and L. Bianchi, "Ethical AI for Sustainable Fisheries: A Framework for Small-Scale Fishing Communities," Maritime Studies,
2024.
using RSSI-based Localization," in Proc. Int. Conf. Communication and Signal Processing (ICCSP), 2025.
2. G. M. Karthik, V. Samuthira Pandi, S. Gayathri, B. Anni Princy, K. K. Bhadavath, and S. Sujatha, "An Improved GPS Assisted
Fishermen Tracking System Using Internet of Things with Smart Sensors Association," in Proc. IEEE Int. Conf. IoT and itsApplications (ICIOT), 2025.
3. K. Kalaivani, J. D. Adhithiya, M. G. Mukesh, M. S. Ragul, and V. Nandhakumar, "Enhanced Fishermen Safety and Communication
Using Machine Learning in Electromagnetic Water Networks," in Proc. Conf. Innovations in Communication and Computer
Engineering, 2025.
4. G. Thamarai Selvi, B. Vishwa, R. Vishwanath, and N. T. Ramprasath, "Comprehensive Security Systems for Fishermen," in Proc. 3rd
Int. Conf. Smart Technologies and Systems, 2025.
5. J. Manikandan, K. M. Kumar, V. Mangaiyarkarasi, E. J. Prakash, and M. Anand, "Enhancing Fisherman's Safety with Border Alerting
System," in Proc. 7th Int. Conf. Intelligent Sustainable Systems (ICISS), 2025.
6. D. Kumar, A. Mishra, and S. Reddy, "A Comparative Analysis of LSTM and GRU for Predicting Severe Cyclonic Storms in the Bay
of Bengal," in Proc. IEEE India Council Int. Conf. (INDICON), 2024.
7. S. Patel and R. Kumar, "Spatiotemporal Deep Learning for Sea Surface Temperature Prediction using Hybrid CNN-GRU Model,"
IEEE J. Oceanic Engineering, 2025.
8. R. A. Rahman and F. Islam, "A Real-Time Potential Fishing Zone (PFZ) Identification System using UAV Imagery and Convolutional
Neural Networks," Remote Sensing in Ecology and Conservation, 2025.
9. J. Lee and S. Kim, "Integrating AIS and Real-Time Weather Data for Enhanced Maritime Collision Risk Prediction," J. Marine Science
and Engineering, vol. 12, no. 3, p. 451, 2024.
10. F. Rossi and L. Bianchi, "Ethical AI for Sustainable Fisheries: A Framework for Small-Scale Fishing Communities," Maritime Studies,
2024.
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