UAV close-range photogrammetry for breakwater damage assessment in a Tyrrhenian coastal site

References

• Agarwal, Sameer, Noah Snavely, Steven M Seitz, and Richard Szeliski. 2010. “Bundle Adjustment in the Large.” In Computer Vision–ECCV 2010: 11th European Conference on Computer Vision, Heraklion, Crete, Greece, September 5-11, 2010, Proceedings, Part II 11, 29–42. Crete, Greece: Springer.
   Google Scholar
• Agisoft. 2021. “Agisoft LLC Website.” Accessed March 15, 2023. https://www.agisoft.com/pdf/metashape-pro/1/7/en.pdf.
   Google Scholar
• Agüera-Vega, Francisco, Fernando Carvajal-Ramírez, and Patricio Martínez-Carricondo. 2017. “Assessment of Photogrammetric Mapping Accuracy Based on Variation Ground Control Points Number Using Unmanned Aerial Vehicle.” Measurement 98:221–227. https://doi.org/10.1016/j.measurement.2016.12.002.
   Web of Science ®Google Scholar
• Aniel-Quiroga, Íñigo, César Vidal, Javier L Lara, Mauricio González, and Álvaro Sainz. 2018. “Stability of Rubble-Mound Breakwaters Under Tsunami First Impact and Overflow Based on Laboratory Experiments.” Coastal Engineering 135:39–54. https://doi.org/10.1016/j.coastaleng.2018.01.004.
   Web of Science ®Google Scholar
• Ascione, Isabella, Giulio Giunta, Patrizio Mariani, Raffaele Montella, and Angelo Riccio. 2006. “A Grid Computing Based Virtual Laboratory for Environmental Simulations.” In Euro-Par 2006 Parallel Processing: 12th International Euro-Par Conference, Dresden, Germany, August 28–September 1, 2006. Proceedings 12, Dresden, Germany, 1085–1094. Springer.
   Google Scholar
• Benassai, Guido, and Isabella Ascione. 2006. “Implementation and Validation of Wave Watch III Model Offshore the Coastlines of Southern Italy.” In International Conference on Offshore Mechanics and Arctic Engineering, Hamburg, Germany, Vol. 47470, 553–560.
   Google Scholar
• Broderick, Laurie L, and John P Ahrens. 1982. “Riprap stability scale effects.”
   Google Scholar
• Brunetta, Riccardo, Enrico Duo, and Paolo Ciavola. 2021. “Evaluating Short-Term Tidal Flat Evolution Through UAV Surveys: A Case Study in the Po Delta (Italy).” Remote Sensing 13 (12): 2322. https://doi.org/10.3390/rs13122322.
   Web of Science ®Google Scholar
• Campos, Álvaro, Carmen Castillo, and Rafael Molina-Sanchez. 2020. “Damage in Rubble Mound Breakwaters. Part I: Historical Review of Damage Models.” Journal of Marine Science and Engineering 8 (5): 317. https://doi.org/10.3390/jmse8050317.
   Web of Science ®Google Scholar
• Civile, Ente Nazionale Aviazione. 2023. “ENAC Website.” Accessed June 17, 2023.https://www.enac.gov.it/sites/default/files/allegati/2021-Gen/Regolamento_UAS-IT080121.pdf.
   Google Scholar
• Cutugno, Matteo, Umberto Robustelli, and Giovanni Pugliano. 2020. “Low-Cost GNSS Software Receiver Performance Assessment.” Geosciences 10 (2): 79. https://www.mdpi.com/2076-3263/10/2/79.
   Web of Science ®Google Scholar
• Cutugno, Matteo, Umberto Robustelli, and Giovanni Pugliano. 2022a. “Low-Cost Hardware PPP-RTK Ar Time-To-Fix and Positioning Performance Assessment: A Preliminary Static Test.” In Geomatics for Green and Digital Transition: 25th Italian Conference, ASITA 2022, Genova, Italy, June 20–24, 2022, Genova, Italy, 48–59. Springer.
   Google Scholar
• Cutugno, Matteo, Umberto Robustelli, and Giovanni Pugliano. 2022b. “Structure-From-Motion 3D Reconstruction of the Historical Overpass Ponte della Cerra: A Comparison Between MicMac® Open Source Software and Metashape®.” Vol. 6.
   Google Scholar
• Dean, Robert G, and Robert A Dalrymple. 1991. Water Wave Mechanics for Engineers and Scientists. Vol. 2. world scientific publishing company. https://books.google.it/books?hl=it&lr=&id=1SM8DQAAQBAJ&oi=fnd&pg=PR7&dq=Dean+and+Dalrymple+1991&ots=H8E32F4bXJ&sig=jqnZpXShT6mOjna4bVNXUspuv7M&redir_esc=y#v=onepage&q=Dean%20and%20Dalrymple%201991&f=false
   Google Scholar
• De Vita, Ciro Giuseppe, Gennaro Mellone, Aniello Florio, Catherine Alessandra Torres Charles, Luccio Diana Di, Marco Lapegna, Guido Benassai, Giorgio Budillon, and Raffaele Montella. 2023. “Parallel and Hierarchically-Distributed Shoreline Alert Model (SAM).” In 2023 31st Euromicro International Conference on Parallel, Distributed and Network-Based Processing (PDP), Naples, Italy, 109–113. IEEE.
   Google Scholar
• Di Luccio, D., P. P. C. Aucelli, G. Di Paola, M. Pennetta, M. Berti, G. Budillon, A. Florio, and Guido Benassai. 2023. “An Integrated Approach for Coastal Cliff Susceptibility: The Case Study of Procida Island (Southern Italy).” Science of the Total Environment 855:158759. https://doi.org/10.1016/j.scitotenv.2022.158759.
   PubMed Web of Science ®Google Scholar
• Di Luccio, Diana, Guido Benassai, Gianluigi Di Paola, Carmen Maria Rosskopf, Luigi Mucerino, Raffaele Montella, and Pasquale Contestabile. 2018. “Monitoring and Modelling Coastal Vulnerability and Mitigation Proposal for an Archaeological Site (Kaulonia, Southern Italy).” Sustainability 10 (6): 2017. https://doi.org/10.3390/su10062017.
   Web of Science ®Google Scholar
• Di Luccio, D ana, Guido Benassai, Luigi Mucerino, Raffaele Montella, F. Conversano, Giovanni Pugliano, Umberto Robustelli, and Giorgio Budillon. 2020. “Characterization of Beach Runup Patterns in Bagnoli Bay During ABBACO Project.” Chemistry & Ecology 36 (6): 619–636. https://doi.org/10.1080/02757540.2020.1743275.
   Web of Science ®Google Scholar
• Di Paola, Gianluigi, Pietro Patrizio Ciro Aucelli, Guido Benassai, Javier Iglesias, Germán Rodríguez, and Carmen Maria Rosskopf. 2018. “The Assessment of the Coastal Vulnerability and Exposure Degree of Gran Canaria Island (Spain) with a Focus on the Coastal Risk of Las Canteras Beach in Las Palmas de Gran Canaria.” Journal of Coastal Conservation 22 (5): 1001–1015. https://doi.org/10.1007/s11852-017-0574-9.
   Web of Science ®Google Scholar
• Doneus, Michael, Geert Verhoeven, Martin Fera, Ch Briese, Matthias Kucera, and Wolfgang Neubauer. 2011. “From Deposit to Point Cloud–A Study of Low-Cost Computer Vision Approaches for the Straightforward Documentation of Archaeological Excavations.” Geoinformatics FCE CTU 6:81–88. https://doi.org/10.14311/gi.6.11.
   Google Scholar
• Esposito, E. L. I. A. N. A., S. A. B. I. N. A. Porfido, C. R. E. S. C. E. N. Z. O. Violante, C. H. I. A. R. A. Biscarini, F. Alaia, G. Esposito. 2004. “Water Events and Historical Flood Recurrences in the Vietri Sul Mare Coastal Area (Costiera Amalfitana, Southern Italy).” IAHS Publication 286 (286): 95–108.
   Google Scholar
• European Parliament, The, and the Council of the european union. 2023. “Gazzetta Ufficiale Unione Europea.” Accessed 16 June 2023 https://eur-lex.europa.eu/legal-content/IT/TXT/PDF/?uri=CELEX:32018R1139.
   Google Scholar
• Fabbri, Stefano, Edoardo Grottoli, Clara Armaroli, and Paolo Ciavola. 2021. “Using High spatial Resolution UAV-Derived Data to Evaluate Vegetation and Geomorphological Changes on a Dune Field Involved in a Restoration Endeavour.” Remote Sensing 13 (10): 1987. https://doi.org/10.3390/rs13101987.
   Web of Science ®Google Scholar
• Florio, Aniello, Matteo Cutugno, Umberto Robustelli, Diana Di Luccio, Giovanni Pugliano, and Guido Benassai. 2022. “Cliff Instability Evidence from UAV Survey Observation.” In 2022 IEEE International Workshop on Metrology for the Sea; Learning to Measure Sea Health Parameters (MetroSea), Milazzo (Messina), Italy, 408–413. IEEE.
   Google Scholar
• Florio, Aniello, Diana Di Luccio, Ciro Giuseppe De Vita, Gennaro Mellone, Guido Benassai, Giorgio Budillon, and Raffaele Montella. 2023. A Shoreline Alert Model for Coastal Early Warning System in the Gulf of Naples (Italy). Technical Report. Copernicus Meetings.
   Google Scholar
• Goda, Yoshimi, and Hiroshi Takagi. 2000. “A Reliability Design Method of Caisson Break-Waters with Optimal Wave Heights.” Coastal Engineering Journal 42 (4): 357–387. https://doi.org/10.1142/S0578563400000183.
   Web of Science ®Google Scholar
• González-Jorge, Higinio, Iván Puente, David Roca, Joaquín Martínez-Sánchez, Borja Conde, and Pedro Arias. 2016. “UAV Photogrammetry Application to the Monitoring of Rubble Mound Breakwaters.” Journal of Performance of Constructed Facilities 30 (1): 04014194. https://doi.org/10.1061/(ASCE)CF.1943-5509.0000702.
   Web of Science ®Google Scholar
• Hudson, Robert Y. 1959. “Laboratory Investigation of Rubble-Mound Breakwaters.” Journal of the Waterways and Harbors Division 85 (3): 93–121. https://doi.org/10.1061/JWHEAU.0000142.
   Google Scholar
• Iribarren Cavanilles, R. 1938. Una Fórmula para el Cálculo de los Diques de Escollera, 21. Guipúzcoa, España: M. Bermejillo Usabiaga, Pasajes.
   Google Scholar
• Lama, Giuseppe Francesco Cesare, Mariano Crimaldi, Angela De Vivo, Giovanni Battista Chirico, and Fabrizio Sarghini. 2021. “Eco-Hydrodynamic Characterization of Vegetated Flows Derived by UAV-Based Imagery.” In 2021 IEEE International Workshop on Metrology for Agriculture and Forestry (MetroAgriFor), Trento-Bolzano Italy, 273–278.
   Google Scholar
• Losada, Miguel A, and Luis A Gimenez-Curto. 1979. “The Joint Effect of the Wave Height and Period on the Stability of Rubble Mound Breakwaters Using Iribarren’s Number.” Coastal Engineering 3:77–96. https://doi.org/10.1016/0378-3839(79)90011-5.
   Web of Science ®Google Scholar
• Lowe, David G. 1999. “Object recognition from local scale-invariant features.” In Proceedings of the seventh IEEE international conference on computer vision, Kerkyra, Greece, Vol. 2, 1150–1157. IEEE.
   Google Scholar
• Marino, Stefano, Rosella Alessia Galantucci, and Alessandra Saponieri. 2023. “Measuring Rock Slope Damage on Rubble Mound Breakwater Through Digital Photogrammetry.” Measurement 211:112656. https://doi.org/10.1016/j.measurement.2023.112656.
   Web of Science ®Google Scholar
• Mattei, G., D. Di Luccio, G. Benassai, G. Anfuso, G. Budillon, and P. Aucelli. 2021. “Characteristics and Coastal Effects of a Destructive Marine Storm in the Gulf of Naples (Southern Italy).” Natural Hazards and Earth System Sciences 21 (12): 3809–3825. https://doi.org/10.5194/nhess-21-3809-2021.
   Web of Science ®Google Scholar
• Michalakes, John, D Gill Jimy Dudhia, J Klemp Tom Henderson, W. Skamarock, and Wei Wang. 2005. “The Weather Research and Forecast Model: Software Architecture and Performance.” In Use of High Performance Computing in Meteorology, 156–168. World Scientific. https://doi.org/10.1142/9789812701831_0012.
   Google Scholar
• Montella, Raffaele, Diana Di Luccio, and Sokol Kosta. 2018. “Dagon: Executing Direct Acyclic Graphs as Parallel Jobs on Anything.” In 2018 IEEE/ACM Workflows in Support of LargeScale Science (WORKS), Dallas, TX, USA, 64–73. IEEE.
   Google Scholar
• Montella, Raffaele, Giulio Giunta, and Angelo Riccio. 2007. “Using Grid Computing Based Components in on Demand Environmental Data Delivery.” In Proceedings of the second workshop on Use of P2P, GRID and agents for the development of content networks, Monterey, California, USA, 81–86.
   Google Scholar
• Musumeci, Rosaria E, Davide Moltisanti, Enrico Foti, Sebastiano Battiato, and Giovanni M Farinella. 2018. “3-D monitoring of rubble mound breakwater damages.” Measurement 117:347–364. https://doi.org/10.1016/j.measurement.2017.12.020.
   Web of Science ®Google Scholar
• Pullen, T., N. W. H. Allsop, T. Bruce, A. Kortenhaus, H. Schüttrumpf, and J. W. Van der Meer. 2007. EurOtop Wave Overtopping of Sea Defences and Related Structures: Assessment Manual. www.overtopping-manual.com.
   Google Scholar
• Reeve, Dominic, Andrew Chadwick, and Christopher Fleming. 2018. Coastal Engineering: Processes, Theory and Design Practice. CRC Press. https://doi.org/10.1201/b11804.
   Google Scholar
• Robustelli, Umberto, Matteo Cutugno, and Giovanni Pugliano. 2020. Positioning domain assessment of multi constellation dual frequency lowcost receivers in an highly degraded scenario. In R3 in Geomatics: Research, Results and Review, R3GEO 2019, Naples, Italy, October 10–11, 2019, 3–15. Springer International Publishing. https://doi.org/10.1007/978-3-030-62800-0_1.
   Google Scholar
• Robustelli, Umberto, Matteo Cutugno, and Giovanni Pugliano. 2022. “A low-cost multi-GNSS PPP-RTK solution for precision agriculture: a preliminary test.” In 2022 IEEE Workshop on Metrology for Agriculture and Forestry (MetroAgriFor), Perugia, Italy, 255–259. IEEE.
   Google Scholar
• Robustelli, Umberto, Matteo Cutugno, and Giovanni Pugliano. 2023. “Low-Cost GNSS and PPP-RTK: Investigating the Capabilities of the U-Blox ZED-F9P Module.” Sensors 23 (13): 6074. https://doi.org/10.3390/s23136074.
   PubMed Web of Science ®Google Scholar
• Sacchi, M., F. Molisso, C. Violante, E. Esposito, D. Insinga, C. Lubritto, S. Porfido, and T. Toth. 2009. “Insights into Flood-Dominated Fan-Deltas: Very High-Resolution Seismic Examples off the Amalfi Cliffed Coasts, Eastern Tyrrhenian Sea.” Geological Society, London, Special Publications 322 (1): 33–71. https://doi.org/10.1144/SP322.2.
   Google Scholar
• Sanz-Ablanedo, Enoc, Jim H Chandler, José Ramón Rodríguez-Pérez, and Celestino Ordóñez. 2018. “Accuracy of Unmanned Aerial Vehicle (UAV) and SfM Photogrammetry Survey as a Function of the Number and Location of Ground Control Points Used.” Remote Sensing 10 (10): 1606. https://doi.org/10.3390/rs10101606.
   Web of Science ®Google Scholar
• Schonberger, Johannes L, and Jan-Michael Frahm. 2016. “Structure-From-Motion Revisited.” In Proceedings of the IEEE conference on computer vision and pattern recognition, Las Vegas, NV, USA, 4104–4113.
   Google Scholar
• Śledziowski, Jakub, Paweł Terefenko, Andrzej Giza, Paweł Forczmański, Andrzej Łysko, Witold Maćków, Grzegorz Stepień, Arkadiusz Tomczak, and Apoloniusz Kurylczyk. 2022. “Application of Unmanned Aerial Vehicles and Image Processing Techniques in Monitoring Underwater Coastal Protection Measures.” Remote Sensing 14 (3): 458. https://doi.org/10.3390/rs14030458.
   Web of Science ®Google Scholar
• Terefenko, Paweł, Jacek Lubczonek, and Dominik Paprotny. 2021. “Editorial on Special Issue “Remote Sensing Applications in Coastal Environment”.” Remote Sensing 13 (23): 4734. https://doi.org/10.3390/rs13234734.
   Web of Science ®Google Scholar
• Tolman, Hendrik L. 2009. “User Manual and System Documentation of WAVEWATCH III TM Version 3.14.” Technical Note, MMAB Contribution 276 (220). https://polar.ncep.noaa.gov/mmab/papers/tn276/MMAB_276.pdf.
   Google Scholar
• Tolman, Hendrik L, and Dmitry Chalikov. 1996. “Source Terms in a Third-Generation Wind Wave Model.” Journal of Physical Oceanography 26 (11): 2497–2518. https://doi.org/10.1175/1520-0485(1996)026<2497:STIATG>2.0.CO;2(1996)026¡2497:STIATG¿2.0.CO;2.
   Web of Science ®Google Scholar
• Topcon Positioning Systems, Inc. 2023. “Topcon Positioning Website.” Accessed June 15, 2023. https://www.topconpositioning.com/it/gnss-and-network-solutions/integrated-gnss-receivers/hiper-hr.
   Google Scholar
• United States. Army. Corps of Engineers. 2002. CEM: Coastal Engineering Manual. U.S. Army Corps of Engineers. https://books.google.it/books?
   Google Scholar
• Van der Meer, Jentsje W. 1987. “Stability of Breakwater Armour Layers — Design Formulae.” Coastal Engineering 11 (3): 219–239. https://doi.org/10.1016/0378-3839(87)90013-5.
   Web of Science ®Google Scholar
• Van der Meer, Jentsje W. 1990. “Rock Slopes and Gravel Beaches Under Wave Attack.”
   Google Scholar
• Van der Meer, Jentsje W. 1995. “Conceptual Design of Rubble Mound Breakwaters.” In Advances in Coastal and Ocean Engineering, 221–315. Vol. 1. World Scientific. https://doi.org/10.1142/9789812797582_0005.
   Google Scholar
• Van der Meer, Jentsje W, and Ivar FR Daemen. 1994. “Stability and Wave Transmission at Low- Crested Rubble-Mound Structures.” Journal of Waterway, Port, Coastal, and Ocean Engineering 120 (1): 1–19. https://doi.org/10.1061/(ASCE)0733-950X(1994)120:1(1).
   Web of Science ®Google Scholar
• Van der Meer, Jentsje W, and Krystian W Pilarczyk. 1990. “Stability of Low-Crested and Reef Breakwaters.” In Coastal Engineering, 1375–1388.
   Google Scholar
• van Gent, Marcel R.A., Ermano de Almeida, and Bas Hofland. 2019. “Statistical Analysis of the Stability of Rock Slopes.” Journal of Marine Science and Engineering 7:3. https://doi.org/10.3390/jmse7030060.
   Web of Science ®Google Scholar
• Verhoeven, Geert. 2011. “Taking Computer Vision Aloft – Archaeological Three-Dimensional Reconstructions from Aerial Photographs with Photoscan.” Archaeological Prospection 18 (1): 67–73. https://doi.org/10.1002/arp.399.
   Web of Science ®Google Scholar
• Vidal, Cesar, Francisco L Martin, V. Negro, X. Gironella, B. Madrigal, and J. García-Palacios. 2003. “Measurement of Armor Damage on Rubble Mound Structures: Comparison Between Different Methodologies.” Coastal Structures 189–200. https://doi.org/10.1061/40733(147)16.
   Google Scholar
• Violante, Crescenzo, Chiara Biscarini, Eliana Esposito, Flavia Molisso, Sabina Porfido, Marco Sacchi. 2009. “The Consequences of Hydrological Events on Steep Coastal Watersheds: The Costa d’Amalfi, Eastern Tyrrhenian Sea.” IAHS Publication 327:102.
   Google Scholar