Member Since 2015
Guido Cervone
Professor, Pennsylvania State University Main Campus
Member, Natural Hazards Communications Committee; Member, Natural Hazards Reception Planning & Discussion Committee; Member, Natural Hazards Finance Committee; Immediate Past President, Natural Hazards Executive Committee; Member, Natural Hazards Fall Meeting Program Committee; Member, Fall Meeting Program Committee; Chair, Natural Hazards Fellows Committee
Professional Experience
Pennsylvania State University Main Campus
Professor
2014 - Present
Education
Doctorate
2005
Publications
Automatic Detection of Volcanic Surface Deformation Using Deep Learning
Interferometric Synthetic Aperture Radar (InSAR) provides subcentimetric measurements of surface displacements, which are key for characterizing an...
September 10, 2020
AGU Abstracts
Probabilistic Error Prediction of Deterministic Weather Model Forecasts Using Machine Learning and Satellite Observations
FUSION AND APPLICATION OF AI/ML WITH REMOTE SENSING, SOCIAL SENSING, AND/OR PHYSICAL PROCESS MODELING TO STUDY HAZARD II POSTER
natural hazards | 13 december 2024
Mattheus P. Ueckermann, Christopher McKenna, David...
Weather forecasting is inherently uncertain due to unknown initial conditions, incomplete models of the physics, and the chaotic nature of the governi...
View Abstract
Using XAI to improve estimates of Greenland surface mass balance
MACHINE LEARNING AND THE CRYOSPHERE: DATA AND MODELING IV POSTER
cryosphere | 15 december 2023
Marco Tedesco, Xavier Fettweis, Guido Cervone, Raf...
Using XAI to improve estimates of Greenland surface mass loss Properly modeling mass losses from the Greenland ice sheet is imperative to quantify its...
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A Machine Learning Weather Similarity for Spatial Analog Ensembles
MACHINE LEARNING AND DIGITAL TWIN TECHNOLOGIES FOR CLIMATE AND WEATHER SIMULATION II POSTER
informatics | 15 december 2023
Weiming Hu, Guido Cervone, Luca Delle Monache, Lau...
The Analog Ensemble (AnEn) technique has been applied to generate accurate and calibrated probabilistic forecasts for renewable energy. It uses the cu...
View Abstract
Volunteer Experience
2025 - Present
Member
Fall Meeting Program Committee
2025 - Present
Member
Natural Hazards Fall Meeting Program Committee
2025 - 2026
Chair
Natural Hazards Fellows Committee
Check out all of Guido Cervone’s AGU Research!
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