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InSAR Norway
Machine Learning Research

Exploring advanced techniques for automated detection and categorization of geophysical events in Norway.

Data Preprocessing

Ambiguity Correction

Techniques for addressing phase ambiguity in InSAR measurements.

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Data Imputation

Methods for handling missing data and filling gaps in time series.

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Anomaly Detection

RANSAC Baseline

Robust linear regression for trend estimation and outlier detection in time series.

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Autoencoder

Deep learning reconstruction model for identifying anomalous behavior patterns.

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Graph Autoencoder

Graph-based reconstruction for preserving spatial dependencies.

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Clustering

Batched K-Means

Scalable mini-batch clustering for large-scale InSAR datasets.

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Spatial Smoothing

Enhancing clustering by smoothing features over graph neighborhoods.

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