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Roberto Miele is a PhD candidate at the Department of Energy and Mineral Resources Engineering of Instituto Superior Técnico (Lisbon). He received an MSc in Geology and Land Management and a BSc in Geology from the University of Bologna (Bologna, Italy) respectively in 2018 and 2015. He is currently specializing in deep learning and stochastic methods for inverse geophysical modeling of the subsurface. He has four years of experience with Python programming for data analysis and modeling in geosciences. Solid knowledge of geomatics and geostatistics, both from academic and working experience. Experienced in laboratory and field data acquisition, in both geophysical and geochemical fields. He furthermore organized and participated to several international conferences and worked as teaching assistant at the University of Lisbon for four years in two different courses.
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Identification

Personal identification

Full name
Roberto Miele

Citation names

  • Miele, Roberto

Author identifiers

Ciência ID
EC19-7628-B22B
ORCID iD
0000-0002-2815-228X
Google Scholar ID
NeSFYk0AAAAJ&hl

Email addresses

  • roberto.miele@tecnico.ulisboa.pt (Professional)

Addresses

  • CERENA, DECivil, IST, Av. Rovisco Pais, 1049-001, Lisboa, Alameda, Portugal (Professional)

Websites

Knowledge fields

  • Natural sciences - Earth and Environmental Sciences - Geology
  • Engineering and Technology - Environmental Engineering - Geological Engineering

Languages

Language Speaking Reading Writing Listening Peer-review
Italian (Mother tongue)
English Advanced (C1) Proficiency (C2) Advanced (C1) Proficiency (C2) Upper intermediate (B2)
Portuguese Intermediate (B1) Intermediate (B1) Intermediate (B1) Intermediate (B1) Intermediate (B1)
Education
Degree Classification
2020/02/02 - 2024/04/01
Ongoing
 Engenharia de Petróleos (Doutoramento)
Universidade de Lisboa Instituto Superior Técnico, Portugal
"Geostatistical and deep-learning-based stochastic seismic inversion methods for multivariate reservoir characterization" (THESIS/DISSERTATION)
2015/11/25 - 2018/07/19
Concluded
 Geology and Land Management (Laurea Magistrale)
Major in Geology
Università degli Studi di Bologna Dipartimento di Scienze Biologiche Geologiche ed Ambientali, Italy
"Thermal rock properties of geothermal reservoirs and caprocks in the Danish Basin – prerequisites for geothermal applications" (THESIS/DISSERTATION)
 110/110
2012/09/19 - 2015/09/30
Concluded
 Geological Sciences (Laurea)
Major in Earth Sciences
Università degli Studi di Bologna Dipartimento di Scienze Biologiche Geologiche ed Ambientali, Italy
"Analysis of soil diffused CO2 degassing at Solfatara di Pozzuoli (Naples, Italy): Measurement, mapping and quantification of the total flow." (THESIS/DISSERTATION)
 107/110
Affiliation

Science

Category
Host institution 		Employer
2019/10/01 - Current Researcher (Research) Fundação para a Ciência e a Tecnologia, Portugal
Centro de Recursos Naturais e Ambiente, Portugal
2019/03/01 - 2019/09/01 Research Trainee (Research) Istituto di Scienze Marine Consiglio Nazionale delle Ricerche Sede di Bologna, Italy
Istituto di Scienze Marine Consiglio Nazionale delle Ricerche Sede di Bologna, Italy
2017/09/01 - 2018/06/30 Research Assistant (Research) Deutsches Geoforschungszentrum Potsdam, Germany
Deutsches Geoforschungszentrum Potsdam, Germany
2017/03/01 - 2017/06/01 Research Trainee (Research) Deutsches Geoforschungszentrum Potsdam, Germany
Deutsches Geoforschungszentrum Potsdam, Germany
2014/11/01 - 2015/04/01 Research Trainee (Research) Istituto Nazionale di Geofisica e Vulcanologia Sezione di Bologna, Italy
Istituto Nazionale di Geofisica e Vulcanologia Sezione di Bologna, Italy
Projects

Grant

Designation Funders
2017/09/01 - 2018/06/30 Geothermal exploration in the Danish Basin: Thermal rock properties of Mesozoic formations
6154-00011B
Master Student Fellow
Deutsches Geoforschungszentrum Potsdam, Germany
Concluded
Outputs

Publications

Conference abstract
  1. R. Miele; S. Levy; N. Linde; L. Azevedo. "Deep Generative Networks for Multivariate Fullstack Seismic Inversion with Using Inverse Autoregressive Flows". 2023.
    10.3997/2214-4609.202335077
Conference paper
  1. Miele, Roberto; Azevedo, Leonardo; Soares, Amilcar; Varella, Luiz Eduardo; Barreto, Bernardo Viola. "Geostatistical rock physics AVA inversion with self-updating statistical rock physics". Paper presented in Geostats 2020, 2021.
    https://doi.org/10.1007/978-3-031-19845-8
Conference poster
  1. Miele, Roberto; Fuchs, Sven; Balling, Niels; Förster, Andrea. "Geothermal exploration in the Danish Basin: Thermal rock properties of Mesozoic formations". Paper presented in EGU General Assembly 2018, 2018.
Journal article
  1. Roberto Miele; Shiran Levy; Niklas Linde; Amilcar Soares; Leonardo Azevedo. "Deep generative networks for multivariate fullstack seismic data inversion using inverse autoregressive flows". Computers & Geosciences (2024): https://doi.org/10.1016/j.cageo.2024.105622.
    10.1016/j.cageo.2024.105622
  2. Roberto Miele; Leonardo Azevedo. "Physics-informed W-Net GAN for the direct stochastic inversion of fullstack seismic data into facies models". Scientific Reports (2024): http://dx.doi.org/10.1038/s41598-024-55683-5.
    10.1038/s41598-024-55683-5
  3. Roberto Miele; Dario Grana; Luiz Eduardo Seabra Varella; Bernardo Viola Barreto; Leonardo Azevedo. "Iterative geostatistical seismic inversion with rock physics constraints for permeability prediction". GEOPHYSICS (2023): 1-51. http://dx.doi.org/10.1190/geo2022-0352.1.
    10.1190/geo2022-0352.1
  4. Sven Fuchs; Hans-Jürgen Förster; Ben Norden; Niels Balling; Roberto Miele; Esther Heckenbach; Andrea Förster. "The Thermal Diffusivity of Sedimentary Rocks: Empirical Validation of a Physically Based a - f Relation". Journal of Geophysical Research: Solid Earth 126 3 (2021): https://doi.org/10.1029/2020JB020595.
    10.1029/2020JB020595
  5. "Geostatistical Seismic rock physics AVA inversion with data-driven elastic properties update". IEEE Transactions on Geoscience and Remote Sensing (2021): 1-1. http://dx.doi.org/10.1109/tgrs.2021.3135718.
    10.1109/tgrs.2021.3135718
  6. Miele, Roberto. "Morphotectonics and late Quaternary seismic stratigraphy of Lake Garda (Northern Italy)". Geomorphology (2020): http://dx.doi.org/10.1016/j.geomorph.2020.107427.
    10.1016/j.geomorph.2020.107427
Thesis / Dissertation
  1. Miele, Roberto. "Thermal rock properties of geothermal reservoirs and caprocks in the Danish Basin – prerequisites for geothermal applications". Master, Università degli Studi di Bologna Dipartimento di Scienze Biologiche Geologiche ed Ambientali, 2018.
  2. Miele, Roberto. "Analisi del degassamento di CO2 diffuso dal suolo presso la Solfatara di Pozzuoli (Napoli, Italia): Misura, mapping e quantificazione del flusso totale". Degree, Università degli Studi di Bologna Dipartimento di Scienze Biologiche Geologiche ed Ambientali, 2015.
Activities

Event participation

Activity description
Type of event 		Event name
Institution / Organization
2018/04/07 - 2018/04/12 Participation to the 2018 EGU conference in Vienna. Presentation of the conference paper "Geothermal exploration in the Danish Basin: Thermal rock properties ofMesozoic formations"
Conference
European Geosciences Union, Germany