Field of work
I am engaged in research at the intersection of geoscience, data science, and artificial intelligence. My primary focus revolves around Early Warning Systems for Rock Falls and Landslides, employing innovative approaches to enhance predictive capabilities and improve understanding of unstable rock slopes.
Research Objectives:
- Develop advanced Early Warning Systems that incorporate multi-disciplinary data sources.
- Explore the potential of data science in analyzing geological and environmental data for improved hazard prediction.
- Investigate the integration of sensor networks to enhance our understanding of inaccessible rock slopes.
- Advance the application of Explainable Artificial Intelligence for transparent and comprehensible forecasting models.
Courses taught
- Computer Architecture and Operating Systems (Bachelor)
Research areas
- eXplainable Artificial Intelligence (XAI)
- Sensor Data Fusion
- Early Warning Systems for Rock Slope Failures
Research groups
Publications
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Autonomous UAVs for Monitoring Glacier Dynamics and Hazards: A Case Study from Jostedalsbreen, Norway
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Multistage 54,000 m3 rockfall (Stampa, Western Norway): Insights from comprehensive monitoring and failure analysis
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Forstå Ustabile Fjellsider med Kunstig og Naturlig Intelligens
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Data for: Multistage 54,000 m3 Rockfall (Stampa, Western Norway): Insights from Comprehensive Monitoring and Failure Analysis
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A Fine Line: Explaining Landslide Forecasting with Dynamic Rainfall Thresholds
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Explainable Artificial Intelligence for Rainfall Induced Landslide Forecasting using Kolmogorov-Arnold Networks and Dynamic Rainfall Thresholds
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eXplainable AI‐based causal discovery for analysing unstable rock slopes
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Explainable Artificial Intelligence Based Displacement Analysis and Forecasting for Unstable Rock Slopes
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4D Monitoring of Geohazards Using Autonomous UAV Systems: First Case Studies on Complex Unstable Rock Slopes and Glacier Icefalls in Norway
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Monitoring displacement patterns, acceleration and failure (July 2023) at the unstable rock slope Stampa, Western Norway
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Decoding Unstable Rock Slopes - Causal Discovery for Natural Hazard Mitigation
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Displacement patterns, acceleration and failure from the unstable rock slope Stampa, Western Norway
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Acceleration in a rock column within the unstable rock slope ‘Stampa’ Aurland municipality, Vestland county
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Sensor Data Fusion for Monitoring Unstable Rock Slopes
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July 2023 failure from the unstable rock slope Stampa, Western Norway
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Subsurface fracture ventilation and gas emission and their relation to rock slope deformation
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Multimodal Asynchronous Kalman Filter for monitoring unstable rock slopes
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Sensor Fusion for Monitoring Unstable Rock Slopes-A Case Study from the Stampa Instability, Norway
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Natural ventilation through open bedrock fracture systems and its influence on rock slope stability