Member Since 2015
Guido Cervone
Professor, Pennsylvania State University Main Campus
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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...
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Machine Learning Based Source Term Estimation for the 2023 Canadian Forest Fires
ATMOSPHERIC AEROSOL PROCESSES AND IMPACTS ACROSS SCALES: INSIGHTS INTO PROPERTIES, MULTIPHASE PROCESSES, AIR QUALITY, CLIMATE, AND HEALTH III POSTER
atmospheric sciences | 13 december 2023
Guido Cervone, Carolynne Hultquist, Yun Hang
The 2023 Spring Canadian Forest Fires caused extremely high levels of particulates over Eastern North America. High concentrations as captured by the ...
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Mapping the Spread of an Invasive Plant Species Using Deep-Learning Driven Object Instance Segmentation and Earth Observations
APPLICATIONS OF MACHINE LEARNING AND DEEP LEARNING TO ADDRESS ENVIRONMENTAL CHALLENGES AND SUSTAINABLE DEVELOPMENT GOALS I POSTER
global environmental change | 12 december 2023
Carolina Carrion, Guido Cervone
This work discusses the spread of blackberry plants (Rubus niveus) in the humid highlands of the Galápagos Islands. This invasive plant adversely...
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Atmospheric Characterization in LWIR Hyperspectral Imagery Using Multi-Angle Data Collection
THE SPECTRAL DIMENSION OF SHORTWAVE AND LONGWAVE RADIATION IN THE EARTH SYSTEM II POSTER
atmospheric sciences | 12 december 2023
Nikolay Golosov, Guido Cervone
Hyperspectral imagery (HSI) in the longwave infrared (LWIR) spectrum is becoming increasingly accessible due to advances in sensor technology. These i...
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The NittanyRadiance Longwave Hyperspectral Data Collection field experiment
THE SPECTRAL DIMENSION OF SHORTWAVE AND LONGWAVE RADIATION IN THE EARTH SYSTEM II POSTER
atmospheric sciences | 12 december 2023
Guido Cervone
Nittany Radiance is a simultaneous airborne and in situ data collection that was performed over the campus of the Pennsylvania State University, Unive...
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Corn Belt pressure systems analyzed using a manual synoptic classification method and self-organizing maps for distinguishing cropland and deciduous forest sensible and latent heat fluxes
LINKAGES ACROSS CLIMATE, HYDROLOGIC, AND AGRICULTURAL SYSTEMS III POSTER
global environmental change | 15 december 2022
Mikael Hiestand, Andrew M. Carleton, Melissa Gerva...
Synoptic climatology has historically relied on manual classification of atmospheric pressure/height patterns, which are increasingly being replaced b...
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Machine Learning Weather Analogs for Renewable Forecasting
APPLICATIONS OF AI/ML USING REMOTE SENSING, SOCIAL SENSING, AND MODEL DATA TO STUDY HAZARD I ORAL
natural hazards | 15 december 2022
Weiming Hu, Guido Cervone, George Young, Luca Dell...
The Analog Ensemble (AnEn) is a technique to generate forecast ensembles using a deterministic model and associated observations. It has been widely u...
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