DAVIDE MELEGARI

Dottore di ricerca

ciclo: XXXVIII


supervisore: Prof. Giorgio De Donno

Titolo della tesi: Advanced Geophysical Imaging of Landfills with ERT/TDIP Data: Full-Waveform Processing, Stochastic Inversion and Clustering Analysis

Municipal solid waste landfills are complex systems in which leachate accumulation can generate both environmental and geotechnical hazards. In this context, Electrical Resistivity Tomography (ERT) and Time-Domain Induced Polarization (TDIP) provide complementary sensitivity to pore-fluid conductivity and interfacial polarization processes, thus offering significant potential for non-invasive landfill monitoring. However, the practical use of these methods is still limited by three major issues: the poor quality of TDIP data, the lack of rigorous uncertainty quantification in local deterministic inversions, and the difficulty of integrating multiple geoelectrical outputs into a single, operationally meaningful interpretation. This thesis addresses these limitations through three complementary research lines. The first focuses on the improvement of TDIP data quality by means of fullwaveform acquisition and advanced signal processing specifically designed for 100% duty-cycle measurements, enabling a full-decay forward modelling and inversion. The second investigates uncertainty analysis through a global inversion framework for joint ERT/TDIP data, with the aim of moving beyond single deterministic models toward ensembles of plausible solutions and associated statistical indicators. The third develops machine-learning clustering approaches for the integrated interpretation of multiparameter tomographic models, progressively moving from hard clustering to target-oriented fuzzy mapping. Within the broader framework of environmental engineering, these developments are relevant because they contribute to the identification, delineation, and monitoring of leachate-related targets in complex landfill systems, thus supporting more informed site characterization and management decisions. Rather than proposing a single unified workflow from the outset, the thesis develops three distinct but converging methodological directions, provides both advances in applied geophysics and practical tools for more reliable landfill monitoring and management.

Produzione scientifica

11573/1762998 - 2025 - Global inversion of ERT and IP data using VFSA for improved detection and uncertainty assessment of leachate accumulation in urban landfills
De Donno, G.; Cercato, M.; Melegari, D. - 01a Articolo in rivista
rivista: FIRST BREAK (Blackwell Science Limited:PO Box 88, Oxford OX2 0NE United Kingdom:011 44 1865 776868, 011 44 1865 206038, EMAIL: journals.cs@blacksci.co.uk, INTERNET: http://www.blackwell-science.com, Fax: 011 44 1865 721205) pp. 53-58 - issn: 0263-5046 - wos: (0) - scopus: 2-s2.0-105013870980 (0)

11573/1734139 - 2025 - An integrated study of hard and soft cluster analyses for detecting leachate in a MSW landfill site using geoelectrical data
De Donno, G; Melegari, D; Paoletti, V; Piegari, E - 01a Articolo in rivista
rivista: WASTE MANAGEMENT (-Elmsford, N.Y.; Oxford: PERGAMON-ELSEVIER SCIENCE LTD, -Elmsford, N.Y.; Oxford: Pergamon.) pp. 22-31 - issn: 0956-053X - wos: WOS:001414861500001 (9) - scopus: 2-s2.0-85216304611 (11)

11573/1755002 - 2025 - Landslide detection and monitoring by integrating electrical, seismic and interferometric techniques in a multi-hazard perspective: the case of San Vito Romano (RM)
Marano, Simona; Cercato, Michele; De Donno, Giorgio; Grechi, Guglielmo; Hussain, Yawar; Rivellino, Stefano; Melegari, Davide; Penta De Peppo, Guido; Martino, Salvatore - 04d Abstract in atti di convegno
congresso: 43rdGNGTS2025 National Conference (Università degli studi di Bologna)
libro: 43rdGNGTS2025 National Conference - ()

11573/1755013 - 2025 - ‘Seismic and electrical investigations of the San Vito Romano landslide: preliminary analysis in a multi-hazard framework
Marano, Simona; Cercato, Michele; De Donno, Giorgio; Grechi, Guglielmo; Melegari, Davide; Penta De Peppo, Guido; Rivellino, Stefano; Martino, Salvatore - 04f Poster
congresso: Conference and exhibition Near Surface Geoscience’25 (Napoli)
libro: Conference and exhibition Near Surface Geoscience’25 ( - ()

11573/1755838 - 2025 - A novel approach to reduce derivative costs in variational quantum algorithms
Minuto, G; Melegari, D; Caletti, S; Solinas, P - 01a Articolo in rivista
rivista: JOURNAL OF PHYSICS. A, MATHEMATICAL AND THEORETICAL (Bristol : IOP Publishing, 2007-) pp. 1-21 - issn: 1751-8121 - wos: WOS:001478831000001 (1) - scopus: 2-s2.0-105004219362 (1)

11573/1718376 - 2024 - Fuzzy Mapping of Integrated Multiparameter Tomographic Data to Detect and Localize Geophysical Targets
De Donno, G.; Cercato, M.; Melegari, D.; Paoletti, V.; Penta De Peppo, G.; Piegari, E. - 01a Articolo in rivista
rivista: IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (IEEE / Institute of Electrical and Electronics Engineers Incorporated:445 Hoes Lane:Piscataway, NJ 08854:(800)701-4333, (732)981-0060, EMAIL: subscription-service@ieee.org, INTERNET: http://www.ieee.org, Fax: (732)981-9667) pp. - - issn: 0196-2892 - wos: WOS:001303543600034 (2) - scopus: 2-s2.0-85201750292 (3)

11573/1709951 - 2024 - Electrical and Electromagnetic Prospecting for the Characterization of Municipal Waste Landfills: A Review
De Donno, G.; Melegari, D.; Paoletti, V.; Piegari, E. - 02a Capitolo o Articolo
libro: Technical Landfills and Waste Management - Volume 1: Landfill Impacts, Characterization and Valorisation - (9783031526329; 9783031526336)

11573/1731739 - 2024 - ERT and TDIP survey for mapping of leachate plumes: application to a MSW landfill in Italy
Melegari, D.; De Donno, G. - 04d Abstract in atti di convegno
congresso: 30th European Meeting of Environmental and Engineering Geophysics, Held at the Near Surface Geoscience Conference and Exhibition 2024, NSG 2024 (Helsinki, Finalndia)
libro: 30th European Meeting of Environmental and Engineering Geophysics, Held at the Near Surface Geoscience Conference and Exhibition 2024, NSG 2024 - ()

11573/1718922 - 2023 - Characterization of a coastal aquifer prone to saline intrusion through integration of electrical and seismic data
Cercato, M.; De Donno, G.; Melegari, D.; Penta De Peppo, G. - 04d Abstract in atti di convegno
congresso: 2nd Conference on Hydrogeophysics 2023, Held at Near Surface Geoscience Conference and Exhibition 2023, NSG 2023 (Edinburgh; United Kingdom)
libro: 2nd Conference on Hydrogeophysics 2023, Held at Near Surface Geoscience Conference and Exhibition 2023, NSG 2023 - ()

11573/1667783 - 2023 - A machine learning-based approach for mapping leachate contamination using geoelectrical methods
Piegari, Ester; De Donno, Giorgio; Melegari, Davide; Paoletti, Valeria - 01a Articolo in rivista
rivista: WASTE MANAGEMENT (-Elmsford, N.Y.; Oxford: PERGAMON-ELSEVIER SCIENCE LTD, -Elmsford, N.Y.; Oxford: Pergamon.) pp. 121-129 - issn: 0956-053X - wos: WOS:000904629300004 (31) - scopus: 2-s2.0-85144299984 (40)

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