MICHELA RAVANELLI

PhD Graduate

PhD program:: XXXIII


supervisor: Prof. Mattia Crespi

Thesis title: An innovative approach for real-time GNSS Ionospheric Seismology: assessment, potentialities, applications and issues

GNSS Ionospheric Seismology employs the GNSS signal to study the ionospheric response to earthquakes and tsunamis. These events generate acoustic and gravity waves able to propagate up to the ionosphere, perturbing its natural total electron content (TEC) and causing the so-called Traveling Ionospheric Disturbances (TIDs). In this background, the VARION (Variometric Approach for Real-Time Ionosphere Observation) algorithm, able to estimate the TEC variations in real-time using a standalone GNSS receiver and standard GNSS broadcast products, was developed. The main aim of this thesis is to investigate the innovative applications of VARION algorithm, in order to establish a reliable real-time tool for ionospheric monitoring and natural hazards/man-made TIDs detection, with a specific focus on the augmentation of tsunami early warning systems. One of the first new VARION extensions is the inclusion of the observations coming from geostationary (GEO) satellites in the processing. In this context, the joint use of GEOs and MEOs (Medium Earth Orbit) within VARION is applied to analyse the TIDs connected to the 2018 New Caledonia earthquake and tsunami. Despite few GNSS stations tracking the GEO satellites, their advantages are clear. Among them, the possibility to provide continuous time series, to remove all the geometry effects and to keep the observation noise level as constant as possible is the most important. Therefore, these features could really mark an improvement in the effectiveness of TIDs detection enabling continuous monitoring of ionospheric activity. Furthermore, an analysis of ionospheric data from a Xiaomi Mi8 dual-frequency smartphone is carried out. Indeed, thanks to the opportunity for Android 7.0 (and higher) smartphones to access GNSS raw measurements, it is possible to process this data with the VARION algorithm. Despite the high level of noise in the measurements, the application of a moving median filtering technique allows for noise reduction, making it comparable to what is achievable with geodetic class receivers. The promising results of this first study aim at paving the way for the use of smartphones to increase the amount of available data. The basic principle of VARION, i.e the single time differences of geometry-free combination, also permits to leverage observations coming from moving receivers. As a matter of fact, the receiver motion does not affect the TEC estimation process. For this reason, we demonstrate the feasibility of using VARION for detecting TIDs from ship-based GNSS receivers. In detail, two GNSS receivers installed on a ship moving near Kauai Island in the Hawaiian archipelago are used to detect the TIDs connected to the 2010 Maule earthquake and tsunami. In this sense, using the GNSS receivers already onboard the ships represent a cost-effective tool (it doesn't require the installation of complex infrastructures in the open sea) that can improve already existing tsunami early warning systems as well as densify ionospheric monitoring. Moreover, one of the fundamental applications of our work is the coupling between VARION and VADASE (Variometric Approach for Displacements Analysis Standalone Engine), constituting the so-called Total Variometric Approach (TVA). Starting from the same variometric principle, the two algorithms allow for the simultaneous estimation of ground shaking, coseismic displacements and ionospheric TEC disturbances, using the same real-time GNSS data stream. The 2015 Illapel earthquake is analysed to prove the feasibility and reliability of TVA to support classic method for tsunami warning systems. On the other side, the application of TVA to the 2019 Ridgecrest earthquake sequences aims at a better understanding of the coupling Earth-atmosphere-ionosphere for strike-slip earthquakes. Similarly, VARION is employed to elaborate a methodology to estimate Hion (i.e., the height at which the whole ionospheric electron contribution is approximated), that represents one of the long-standing issues in GNSS ionospheric sounding. Nominally, the study of TIDs propagation allows to investigate the physical properties of the ionosphere. The 2011 Tohoku-Oki earthquake and tsunami is used as a case study, since it triggered very well-defined TIDs detected by a particularly dense GPS network. Finally, the future of GNSS Ionospheric Seismology is questioned. To this end, it is impossible not to mention the leading role of machine learning in TIDs detection. The huge amount of data available allows to develop a VARION based machine learning approach to detect tsunami induced TIDs. Our first promising outcomes related to the 2012 Haida Gwaii earthquake and tsunami give the scientific community the possibility to have an additional tool to detect TIDs and, hence, to enhance tsunami early warning systems. In conclusion, the feasibility and reliability of VARION in estimating TEC variations in real time, leveraging multi-constellations, multi-devices, multi-algorithms data is proven. These studies aim, hence, at making VARION an established tool in GNSS Ionospheric Seismology for the ionospheric monitoring, TIDs detection and the augmentation of tsunami early warning systems.

Research products

11573/1724209 - 2024 - GNSS VarioPy: A Comprehensive Tool for Enhancing Early-Warning Systems for Geophysical and Atmospheric Events Through GNSS Permanent Stations Networks
Fratini, Rachele; De Pace, Alessandra Maria; Fortunato, Marco; Ravanelli, Michela; Crespi, Mattia; Mazzoni, Augusto - 04b Atto di convegno in volume
conference: 2024 ION’s Pacific PNT Meeting (Honolulu, Hawaii, USA)
book: Proceedings of the ION 2024 Pacific PNT Meeting - ()

11573/1724195 - 2024 - Machine learning-based detection of TEC signatures related to earthquakes and tsunamis: the 2015 Illapel case study
Fuso, Federica; Crocetti, Laura; Ravanelli, Michela; Soja, Benedikt - 01a Articolo in rivista
paper: GPS SOLUTIONS (Berlin: Springer.) pp. - - issn: 1080-5370 - wos: WOS:001205443600001 (2) - scopus: 2-s2.0-85190886032 (4)

11573/1724206 - 2024 - Travelling ionospheric disturbances detection: A statistical study of detrending techniques, induced period error and near real-time observables
Guerra, Marco; Cesaroni, Claudio; Ravanelli, Michela; Spogli, Luca - 01a Articolo in rivista
paper: JOURNAL OF SPACE WEATHER AND SPACE CLIMATE (Les Ulis : EDP sciences, 2011-) pp. - - issn: 2115-7251 - wos: WOS:001282685500001 (0) - scopus: 2-s2.0-85200558040 (1)

11573/1726872 - 2024 - Natural hazard monitoring with global navigation satellite systems (GNSS)
Hohensinn, R.; Aichinger-Rosenberger, M.; Wareyka-Glaner, M. F.; Ravanelli, M. - 02a Capitolo o Articolo
book: Space geodesy for environmental monitoring - (9780443314605)

11573/1724198 - 2024 - Exploring AI Progress in GNSS Remote Sensing: A Deep Learning Based Framework for Real‐Time Detection of Earthquake and Tsunami Induced Ionospheric Perturbations
Ravanelli, Michela; Constantinou, Valentino; Liu, Hamlin; Bortnik, Jacob - 01a Articolo in rivista
paper: RADIO SCIENCE (American Geophysical Union:2000 Florida Avenue Northwest:Washington, DC 20009:(800)966-2481, (202)462-6900, EMAIL: service@agu.org, INTERNET: http://www.agu.org, Fax: (202)328-0566) pp. - - issn: 0048-6604 - wos: WOS:001314444200001 (0) - scopus: 2-s2.0-85204641694 (0)

11573/1724190 - 2023 - A Deep Learning Approach for Detection of Internal Gravity Waves in Earth’s Ionosphere
Constantinou, Valentino; Ravanelli, Michela; Liu, Hamlin; Bortnik, Jacob - 04b Atto di convegno in volume
conference: IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium (Pasadena, CA, USA)
book: IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium - (9798350320107)

11573/1724192 - 2023 - Deep Learning Driven Detection of Tsunami Related Internal Gravity Waves: a path towards open-ocean natural hazards detection
Constantinou, Valentino; Ravanelli, Michela; Liu, Hamlin; Bortnik, Jacob - 04b Atto di convegno in volume
conference: 2023 IEEE/CVF International Conference on Computer Vision Workshops, ICCVW 2023 (Parigi)
book: Proceedings - 2023 IEEE/CVF International Conference on Computer Vision Workshops, ICCVW 2023 - ()

11573/1724187 - 2023 - Ocean‐Ionosphere Disturbances Due To the 15 January 2022 Hunga‐Tonga Hunga‐Ha'apai Eruption
Ravanelli, M.; Astafyeva, E.; Munaibari, E.; Rolland, L.; Mikesell, T. D. - 01a Articolo in rivista
paper: GEOPHYSICAL RESEARCH LETTERS (American Geophysical Union:2000 Florida Avenue Northwest:Washington, DC 20009:(800)966-2481, (202)462-6900, EMAIL: service@agu.org, INTERNET: http://www.agu.org, Fax: (202)328-0566) pp. - - issn: 0094-8276 - wos: WOS:000999742900001 (17) - scopus: 2-s2.0-85152406614 (19)

11573/1724203 - 2022 - The 15 January 2022 Hunga Tonga Eruption History as Inferred From Ionospheric Observations
Astafyeva, E.; Maletckii, B.; Mikesell, T. D.; Munaibari, E.; Ravanelli, M.; Coisson, P.; Manta, F.; Rolland, L. - 01a Articolo in rivista
paper: GEOPHYSICAL RESEARCH LETTERS (American Geophysical Union:2000 Florida Avenue Northwest:Washington, DC 20009:(800)966-2481, (202)462-6900, EMAIL: service@agu.org, INTERNET: http://www.agu.org, Fax: (202)328-0566) pp. - - issn: 0094-8276 - wos: WOS:000803966600004 (100) - scopus: 2-s2.0-85131291638 (106)

11573/1724204 - 2022 - On the North‐South Asymmetry of Co‐Seismic Ionospheric Disturbances During the 16 September 2015 Illapel M8.3 Earthquake
Meng, Xing; Ravanelli, Michela; Komjathy, Attila; Verkhoglyadova, Olga P. - 01a Articolo in rivista
paper: GEOPHYSICAL RESEARCH LETTERS (American Geophysical Union:2000 Florida Avenue Northwest:Washington, DC 20009:(800)966-2481, (202)462-6900, EMAIL: service@agu.org, INTERNET: http://www.agu.org, Fax: (202)328-0566) pp. - - issn: 0094-8276 - wos: WOS:000784372100001 (7) - scopus: 2-s2.0-85129084922 (8)

11573/1496241 - 2021 - GNSS total variometric approach: first demonstration of a tool for real-time tsunami genesis estimation
Ravanelli, Michela; Occhipinti, Giovanni; Savastano, Giorgio; Komjathy, Attila; Shume, Esayas B.; Crespi, Mattia Giovanni - 01a Articolo in rivista
paper: SCIENTIFIC REPORTS (London: Springer Nature London: Nature Publishing Group) pp. - - issn: 2045-2322 - wos: WOS:000618049600072 (24) - scopus: 2-s2.0-85100499207 (27)

11573/1450468 - 2020 - A complete fos approach for indoor crowdsourced mapping. Case study on Sapienza University of Rome faculties
Mascitelli, A.; Ravanelli, M.; Mattoccia, S.; Berardocco, C.; Mazzoni, A. - 04c Atto di convegno in rivista
paper: INTERNATIONAL ARCHIVES OF THE PHOTOGRAMMETRY, REMOTE SENSING AND SPATIAL INFORMATION SCIENCES (ISPRS Council) pp. 361-365 - issn: 1682-1750 - wos: (0) - scopus: 2-s2.0-85091582767 (0)
conference: 2020 24th ISPRS Congress - Technical Commission IV on Spatial Information Science (Nice, France)

11573/1503870 - 2020 - Tids Detection from Ship-Based GNSS Receiver. First Test on 2010 Maule Tsunami
Ravanelli, Michela; Crespi, Mattia; Foster, James - 04b Atto di convegno in volume
conference: 2020 IEEE International Geoscience and Remote Sensing Symposium (Virtual Symposium)
book: IGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium Proceedings - (978-1-7281-6374-1)

11573/1493555 - 2020 - "Detection of tsunami induced ionospheric perturbation with ship-based GNSS measurements: 2010 Maule tsunami case study
Ravanelli, Michela; Foster, James - 04d Abstract in atti di convegno
conference: 2020 EGU General Assembly (Online)
book: EGU General Assembly Conference Abstracts 2020 - ()

11573/1284060 - 2019 - The VARION algorithm for moving GNSS receivers: preliminary testsand results
Crespi, Mattia Giovanni; Ravanelli, Michela; Savastano, Giorgio - 04d Abstract in atti di convegno
conference: EGU General Assembly 2019 (Vienna)
book: EGU General Assembly 2019 Vol 21 - ()

11573/1318319 - 2019 - Real-time geophysical applications with Android GNSS raw measurements
Fortunato, Marco; Ravanelli, Michela; Mazzoni, Augusto - 01a Articolo in rivista
paper: REMOTE SENSING (Basel : Molecular Diversity Preservation International) pp. - - issn: 2072-4292 - wos: WOS:000489101500043 (31) - scopus: 2-s2.0-85072649850 (34)

11573/1350485 - 2019 - Modeling the Near-field Ionospheric Disturbances During Earthquakes
Meng, Xing; Komjathy, Attila; Verkhoglyadova, Olga P.; Savastano, Giorgio; Crespi, Mattia; Ravanelli, Michela - 04b Atto di convegno in volume
conference: ION 2019 Pacific PNT Meeting (Honolulu, Hawaii (USA))
book: Proceedings of the ION 2019 Pacific PNT Meeting - (0-936406-22-4)

11573/1284038 - 2019 - A joint use of GNSS GEO and MEO satellites for earthquake and tsunami induced TIDs analysis: application to recent relevant events in the Pacific area
Ravanelli, Michela; Savastano, Giorgio; Crespi, Mattia Giovanni - 04d Abstract in atti di convegno
conference: EGU General Assembly 2019 (Vienna)
book: EGU General Assembly 2019 Vol 21 - ()

11573/1350461 - 2019 - Advantages of geostationary satellites for Ionospheric anomaly studies. Ionospheric plasma depletion following a rocket launch
Savastano, Giorgio; Komjathy, Attila; Shume, Esayas; Vergados, Panagiotis; Ravanelli, Michela; Verkhoglyadova, Olga; Meng, Xing; Crespi, Mattia - 01a Articolo in rivista
paper: REMOTE SENSING (Basel : Molecular Diversity Preservation International) pp. - - issn: 2072-4292 - wos: WOS:000480527800104 (23) - scopus: 2-s2.0-85071549248 (30)

11573/1496251 - 2019 - Real-Time Monitoring of Ionospheric Irregularities and TEC Perturbations
Savastano, Giorgio; Ravanelli, Michela - 02a Capitolo o Articolo
book: Satellites Missions and Technologies for Geosciences - (9781789859959)

11573/1122625 - 2018 - The variometric approach to real-time high-frequency geodesy
Fratarcangeli, Francesca; Ravanelli, Michela; Mazzoni, Augusto; Colosimo, Gabriele; Benedetti, Elisa; Branzanti, Mara; Savastano, Giorgio; Verkhoglyadova, Olga; Komjathy, Attila; Crespi, Mattia Giovanni - 01a Articolo in rivista
paper: RENDICONTI LINCEI. SCIENZE FISICHE E NATURALI (Milano : Springer Verlag Italia) pp. 95-108 - issn: 2037-4631 - wos: WOS:000435700100013 (17) - scopus: 2-s2.0-85048717981 (18)

11573/1122710 - 2018 - A joint variometric approach for real-time analysis of earthquake driven ionospheric disturbances using a Stand-Alone GNSS Receiver: the 2015 Chile earthquake case study
Ravanelli, Michela; Savastano, Giorgio; Komjathy, Attila; Verkhoglyadova, Olga; Shume, Esayas B.; Crespi, Mattia Giovanni - 04d Abstract in atti di convegno
paper: GEOPHYSICAL RESEARCH ABSTRACTS (Katlenburg-Lindau : European Geophysical Society Katlenburg-Lindau : Copernicus GmbH) pp. 1013-1013 - issn: 1607-7962 - wos: (0) - scopus: (0)
conference: EGU General Assembly 2018 (Vienna, Austria)
book: EGU2018 - ()

11573/1724233 - 2018 - Ionospheric Plasma Density Depletions Following Rocket Launches As Observed by Geostationary Satellites
Savastano, G.; Komjathy, A.; Shume, E. B.; Vergados, P.; Ravanelli, M.; Verkhoglyadova, O. P.; Bar-Sever, Y. E.; Mannucci, A. J.; Crespi, M. G. - 04d Abstract in atti di convegno
conference: 2018 AGU Fall Meeting Abstracts (Washington)
book: AGU Fall Meeting Abstracts (Vol. 2018, pp. NH13C-0697) - ()

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