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Sergio Marconi is a seasoned ecologist and geospatial data scientist with expertise in remote sensing, LiDAR, and ecological modeling. He has a strong background in programming languages such as C, Matlab, and Vba, and has worked extensively in the forestry and environmental sectors. Marconi holds a PhD in Interdisciplinary Ecology from the University of Florida and has experience as a Principal Remote Sensing Scientist & Geospatial Engineer at Terra Global Capital.

Experience

  • Terra Global Capital
    • Raleigh-Durham-Chapel Hill Area
    • Principal Remote Sensing Scientist & Geospatial Engineer
      • Oct 2023 - Present
      • Raleigh-Durham-Chapel Hill Area

  • University of Florida
    • Gainesville, Florida, Stati Uniti d'America
    • Postdoctoral Associate
      • Jan 2021 - Present
      • Gainesville, Florida, Stati Uniti d'America

    • United States
    • Higher Education
    • 700 & Above Employee
    • University of Florida Informatics Institute Fellow
      • Jan 2019 - Nov 2020

    • Graduate Research Assistant
      • Aug 2015 - Nov 2020

      Developed and implemented innovative algorithms for estimating chemical composition of trees and mapping tree species using hyperspectral and LiDAR data, utilizing HPC & cloud computing. Organized and published a data science competition on tree species identification from remote sensing imaging; also contributed to developing benchmark datasets for the same. Pioneered hierarchical Bayesian algorithms to identify the effects of environmental and phylogenetic drivers on plant traits distribution.Mentored a Computer Science student on related research and taught data & software carpentry workshops.Assisted in the development of a semi-supervised tree detection algorithm integrating LiDAR unsupervised learning and RGB deep-learning, and implemented evaluation pipelines for problems affected by ground-truth data uncertainty.

    • University of Florida Biodiversity Institute Fellow
      • Aug 2017 - Aug 2018

    • UF - Italy Fulbright Fellow
      • Aug 2015 - Aug 2016

    • Project related fixed term researcher (Project ORIENTGATE)
      • Jun 2014 - Jun 2015
      • Viterbo, Italia

      Developed and led the creation of novel theoretical models for estimating carbon allocation and storage in European forests, integrating a soil water and carbon module into an ecosystem model. Conducted extensive research on the impact of phenology, soil processes, and land use change on the biophysical properties of terrestrial ecosystems.

    • Graduate Student
      • 2013 - Jun 2015
      • Viterbo, Italia

      - Development of a PBM Forest Ecosystem Model (3D-CMCC-FEM) in C programming language (versions 5.1 and 6.1);- Calibration and analysis of different initialization schemes corresponding to different levels of Forest complexity: the case of the Carbon cycle in Brasschaat Scot pine and Pedunculate oak stands;- Analysis of the 3D-CMCC-FEM ability in estimating annual increment of a Scot pine stand in Santa Maria Maggiore (VB);- Development and integration of a soil Carbon Dynamics module in 3D-CMCC-FEM to simulate Soil Respiration and evaluate Net Ecosystem Carbon Exchange;- Development of a Carbon injection function to simulate the progressive use of Reserve Carbon by new born leaves during the Bud Burst phase;- Development of a semi-empirical model to simulate deciduous forests’ leaf senescence;- Development of an Evergreen Canopy Leaves turnover routine based on theoretical competition for light;- Improvements in the autotrophic respiration, phenology and littering routines;- Inclusion of the Perfect Plasticity Approximation Algorithm to determine Canopy structure and relation between different layers;- Integration of an alternative lighter Empirical Soil Carbon Dynamics Model (RothC) to be used alternatively to the PBM one;- Parameterization and Calibration of the most recent version of the model (version 6.1) for the most diffuse European tree species; - Validation of the most recent version (version 6.1) against a set of 6 Eddy Covariance site; validation of NEE, Reco and GPP on daily and monthly time step; Analysis of the inter annual, seasonal and monthly variability;- Parameterization, calibration and validation of the penultimate version (version 5.1) across 9 CarboEurope sites for daily ad monthly GPP; analysis of inter annual and seasonal anomalies;

    • Project related fixed term contract (Project Ghg Africa)
      • May 2013 - Jun 2013
      • Roma, Italia

      Reorganization of a database collecting some dendrometric information as to Ghana forests; creation of a wood density database, data exploration and analyses, with the scopus to understand and quantify logging and/or climate gradients impacts on ghanensis forests' healthinstruments used: Matlab and Excel

  • Terra System
    • Viterbo, Italia
    • Intern
      • 2012 - 2012
      • Viterbo, Italia

      Biometric data acquisition for PRENut project in hazelnut forestspartecipated in creating a georeferenced database of hazelnut properties in province of Viterbo

    • B. Sc. Graduate in Forestry and Environmental Sciences
      • Sep 2006 - Dec 2010

  • Forest Ecology lab. (DISAFRI)
    • University of Tuscia
    • Undergraduate Research Assistant
      • 2010 - 2010
      • University of Tuscia

      Riqualification and format of scientific Data affering to several Eddy Covariance meteorological sations

    • Short Term Scientific Mission (COST application)
      • 2010 - 2010
      • Garmisch-Partenkirchen

      first attempt to build up a formatted template to use worldwide as a standard in describing meteorological and biogeochemical data acquisition methods

    • Intern
      • 2010 - 2010
      • Viterbo, Italia

      dendrometric analyses and amministration

  • Forest Molecular Ecology Lab
    • University of Tuscia
    • Undergraduate Research Project
      • 2009 - 2010
      • University of Tuscia

      fingerprinting of a population of Tamarix africana (Civitavecchia, RM Italy) using EST-SSR markers, to be used in the contest of a population genetics study over the nation (Italy)

    • Undergraduate Research Assistant
      • 2009 - 2009
      • University of Tuscia

      digitalization of topographic maps affering to Cimini's mountains collaborated in the execution of dendrometric and geobotanical analyses in chestnut forests

Education

  • 2015 - 2020
    University of Florida
    Doctor of Philosophy - PhD, Interdisciplinary Ecology
  • 2011 - 2014
    Università degli Studi della Tuscia
    Master's degree, Forest and Environmental Sciences
  • 2010 - 2013
    Università degli Studi della Tuscia
    Laurea Triennale, Agraria
  • 2006 - 2010
    University of Tuscia
    B.Sc. in Forest and Environment, Forest and Environment Sciences
  • 2001 - 2006
    Liceo Scientifico Galileo Galilei (Civitavecchia, RM)
    Diploma di Maturità Scientifica, 100/100

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