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Nimra Iqbal

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Review Open access Aug 2026

Machine Learning and Deep Learning for Earthquake Monitoring: A Systematic Review of Distributed Acoustic Sensing Applications

A systematic review of ML- and DL-based approaches for earthquake monitoring, with particular emphasis on Distributed Acoustic Sensing (DAS) as an emerging technology for high-resolution, real-time seismic observation, reveals a significant transition from conventional signal-processing techniques to advanced artificia...

Nimra Iqbal, Izzatdin Bin Abdul Aziz, H. Hakimi et al. · 1 citation
Review Open access Sep 2026

Intelligent Machine Learning in Optical Networks: A Structured Review of Applications, Challenges, and Future Research

Optical networks are evolving toward high-capacity and flexible infrastructures capable of supporting rapidly changing traffic demands and diverse services. The increasing complexity of these networks has created a need for intelligent methods that can assist network planning, monitoring, resource management, and opera...

Nimra Iqbal · 0 citations

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