Luísa Vieira Lucchese

Luísa Vieira Lucchese

Research Assistant Professor

Department of Geology and Environmental Science

University of Pittsburgh

Pittsburgh, PA, USA

Biography

I am a Research Assistant Professor at the Department of Geology and Environmental Science of the University of Pittsburgh. I apply Remote Sensing, Spatial Data Science, and Machine Learning (especially Neural Networks paired with SHAP for xAI), to study geomorphology, freshwater monitoring, extreme events, and the cascading effects of natural hazards in natural and riverine processes.

My PhD Dissertation on spatial modeling of rainfall thresholds for landslide occurrence was awarded the CAPES Theses award – the highest distinction to a PhD Thesis defended in Brazil.

During my postdoctoral phase, I led the development of a National Aeronautics and Space Administration (NASA) dataset of sediment flux for every major river on Earth using Deep Learning applied to optical satellite imagery. The model is operational on PO.DAAC.

My research is based on Remote Sensed products and GIS techniques. I have coded scientifically for over a decade, having used many different languages over these years (Python, R, Fortran, JavaScript, C). I am used to building scalable, near real time pipelines, and running software in supercomputers and cloud computing environments. I also use and support the use of open-source software. Every example you will see in my Remote Sensing and GIS blog is based on open-source technologies.

Interests
  • Environmental Data Science
  • Hydrology
  • Natural Hazards
  • Remote Sensing
  • Explainable Artificial Intelligence
Education
  • PhD in Water Resources and Environmental Sanitation, 2018-2022

    UFRGS

  • PhD Sandwich - GIScience group, 2021-2022

    FSU Jena

  • Master's Degree in Water Resources and Environmental Sanitation, 2016-2018

    UFRGS

  • Civil Engineering, 2011-2015

    UFRGS

Experience

 
 
 
 
 
University of Pittsburgh
Research Assistant Professor
Aug 2024 – Present Pittsburgh, PA, USA
 
 
 
 
 
University of Pittsburgh
Postdoctoral Researcher
Feb 2023 – Jul 2024 Pittsburgh, PA, USA
 
 
 
 
 
Friedrich-Schiller-Universität Jena
Guest Researcher
Dec 2021 – May 2022 Jena, Thüringen, Germany
 
 
 
 
 
Universidade Federal do Rio Grande do Sul
PhD Student
Mar 2018 – Oct 2022 Porto Alegre, RS, Brazil
 
 
 
 
 
Universidade Federal do Rio Grande do Sul
Master’s Student
Mar 2016 – Mar 2018 Porto Alegre, RS, Brazil
 
 
 
 
 
Universidade Federal do Rio Grande do Sul
Undergraduate Researcher
Jun 2013 – Dec 2015 Porto Alegre, RS, Brazil

Recent Posts

in the open-source Remote Sensing and GIS Blog

Recent & Upcoming Talks

Selected Publications

Spatially distributed antecedent rainfall thresholds for landslide occurrence: a multitask machine learning modelling approach
Improving Satellite Imagery Masking using Multi-task and Transfer Learning

Awards

CAPES National Award for PhD Theses
Academic Accolade given to PhD Thesis
Academic Accolade given to Master’s Thesis
UFRGS
Featured work on UFRGS Teaching Fair 2017
UFRGS
Young Researcher Award UFRGS