Modelling the cross-shore profiles of sand beaches using artificial neural networks

References

• Allen, J. R. 1981. Beach Erosion as a Function of Variations in the Sediment Budget, Sandy Hook, New Jersey, U.S.A. Earth Surface Processes and Landforms 6 (2): 139–150. doi:10.1002/esp.3290060207.
   Web of Science ®Google Scholar
• Alvarez-Ellacuria, A., A. Orfila, L. Gómez-Pujol, G. Simarro, and N. Obregon. 2011. Decoupling Spatial and Temporal Patterns on Short-term Beach Shoreline Response To Wave Climate. Geomorphology 128 (3–4): 199–208. doi:10.1016/j.geomorph.2011.01.008.
   Web of Science ®Google Scholar
• Análisis Matemático y Estadístico de Variables Medioambientales (AMEVA), Cantabria, Spain. Available online: http://ihameva.ihcantabria.com/.
   Google Scholar
• Aragonés, L., I. López, Y. Villacampa, and F. J. Navarro. González. 2017. Using The Presence Of Seagrass Posidonia Oceanica To Model The Equilibrium Profile Parameter A Of Sandy Beaches in Spain. Journal of Coastal Research 33 (3): 642–652. doi:10.2112/JCOASTRES-D-16-00051.1.
   Google Scholar
• Aragonés, L., J. C. Serra, Y. Villacampa, J. M. Saval, and H. Tinoco. 2016. New Methodology for Describing the Equilibrium Beach Profile Applied to the Valencia’S Beaches. Geomorphology 259: 1–11. doi:10.1016/j.geomorph.2015.06.049.
   Web of Science ®Google Scholar
• Bernabeu, A. M., R. Medina, and C. Vidal. 2003. Wave Reflection on Natural Beaches: an Equilibrium Beach Profile Model. Estuarine, Coastal and Shelf Science 57 (4): 577–585. doi:10.1016/S0272-7714(02)00393-1.
   Web of Science ®Google Scholar
• Birkemeier, W. A. 1985. Field Data on Seaward Limit of Profile Change. Journal of Waterway, Port, Coastal, and Ocean Engineering 111 (3): 598–602. doi:10.1061/(ASCE)0733-950X(1985)111:3(598).
   Web of Science ®Google Scholar
• Boon, J. D., and M. O. Green. 1988. Caribbean beachface Slopes and Beach equilibrium Profiles. Paper read at 21st Conference on Coastal Engineering, at Torremolinos, Spain. doi:10.9753/icce.v21.%25p.
   Google Scholar
• Boudouresque, C. F., and A. J. de Grissac. 1983. L’herbier à Posidonia Oceanica En Méditerranée: Les Interactions Entre La Plante Et Le Sédiment. Journal De Recherche Océanographique 8 (2–3): 99–122.
   Google Scholar
• Boudouresque, C. F., A. Meinesz, M. Ledoyer, and P. Vitiello. 1994. Les herbiers à phanérogames marines, Les biocénoses marines et littorales de Méditerranée, synthèse, menaces et perspectives.
   Google Scholar
• Bruun, P. 1954. Coast Erosion and the Development of Beach Profiles. Technical memorandum no.44, Vicksburg, Mississippi, United States, p. 79.
   Google Scholar
• Capiobianco, M., H. Hanson, M. Larson, H. Steetzel, M. J. F. Stive, Y. Chatelus, S. Aarninkhof, and T. Karambas. 2002. Nourishment Design and Evaluation: Applicability of Model Concepts. Coastal Engineering 47 (2): 113–135. doi:10.1016/S0378-3839(02)00123-0.
   Web of Science ®Google Scholar
• Cavallaro, L., C. Lo Re, G. Paratore, A. Viviano, and E. Foti. 2011. Response of Posidonia Oceanica to Wave Motion in Shallow-waters-preliminary Experimental Results. Paper read at 32nd Conference on Coastal Engineering, at Shanghai, China.
   Google Scholar
• Chen, J.-L., T.-J. Hsu, F. Shi, B. Raubenheimer, and S. Elgar. 2015. Hydrodynamic and Sediment Transport Modeling of New River Inlet (NC) under the Interaction of Tides and Waves. Journal of Geophysical Research: Oceans 120 (6): 4028–4047. doi:10.1002/2014JC010425.
   Web of Science ®Google Scholar
• Davison, A. T., R. J. Nicholls, and S. P. Leatherman. 1992. Beach Nourishment as a Coastal Management Tool: An Annotated Bibliography on Developments Associated with the Artificial Nourishment of Beaches. Journal Coastal Research 8: 984–1022. https://www.jstor.org/stable/4298052.
   Web of Science ®Google Scholar
• Dean, R. G. 1977. Equilibrium Beach Profiles: U.S. Atlantic and Gulf Coasts. Department of Civil Engineering. In Ocean Engineering Technical Report. Newark, DW: University of Delaware.
   Google Scholar
• Dean, R. G. 1991. Equilibrium beach profiles: characteristics and applications. Journal of Coastal Research 7 (1): 53–84. https://www.jstor.org/stable/4297805.
   Web of Science ®Google Scholar
• Demirci, M., F. Üneş, and M. S. Aköz. 2015. Prediction of Cross-shore Sandbar Volumes using Neural Network Approach. Journal of Marine Science and Technology 20 (1): 171–179. doi:10.1007/s00773-014-0279-9.
   Web of Science ®Google Scholar
• Ecolevante. 2006. Estudio ecocartográfico del litoral de las provincias de Alicante y Valencia: Dirección General de Costas, Ministerio de Medio Ambiente, Spain. Available online: http://www.mapama.gob.es/es/costas/temas/proteccion-costa/ecocartografias/ecocartografia-alicante.aspx.
   Google Scholar
• EcoMAG. 2009. Estudio ecocartográfico de las provincias de Granada, Almería y Murcia.: Dirección General de Costas, Ministerio de Medio Ambiente, Spain. Available online: http://www.mapama.gob.es/es/costas/temas/proteccion-costa/ecocartografias/ecocartografia-murcia.aspx.
   Google Scholar
• Fonseca, M. A. R. K., and S. 1996. The Role of Seagrasses in Nearshore Sedimentary Processes: A Review. Estuarine shores: hydrological, geomorphological and ecological interactions. Boston, MA: Blackwell, 261–286.
   Google Scholar
• Gacia, E., T. C. Granata, and C. M. Duarte. 1999. An Approach to the Measurement of Particle Flux and Sediment Retention within Seagrass (Posidonia Oceanica) Meadows. Aquatic Botany 65 (1–4): 255–268. doi:10.1016/S0304-3770(99)00044-3.
   Web of Science ®Google Scholar
• Gacia, E., and C. M. Duarte. 2001. Sediment Retention by a Mediterranean Posidonia Oceanica Meadow: The Balance Between Deposition and Resuspension. Estuarine, Coastal and Shelf Science 52 (4): 505–514. doi:10.1006/ecss.2000.0753.
   Web of Science ®Google Scholar
• Gambi, M. C., M. C. Buia, E. Casola, and M. Scardi. 1989. Estimates of Water Movement in Posidonia Oceanica Beds: A First Approach. Paper read at International workshop on Posidonia beds.
   Google Scholar
• Ghorbani, M., Ali, R. Khatibi, A. Aytek, O. Makarynskyy, and J. Shiri. 2010. Sea Water Level Forecasting using Genetic Programming and Comparing the Performance with Artificial Neural Networks. Computers & Geosciences 36 (5): 620–627. doi:10.1016/j.cageo.2009.09.014.
   Web of Science ®Google Scholar
• Goda, Y. 2010. Reanalysis of Regular and Random Breaking Waves Statistics. Coastal Engineering Journal 52 (1): 71–106. doi:10.1142/S0578563410002129.
   Web of Science ®Google Scholar
• Gómez-Pujol, L., A. Orfila, A. Álvarez-Ellacuría, J. Terrados, and J. Tintoré. 2013. Posidonia Oceanica Beach-cast Litter in Mediterranean Beaches: A Coastal Videomonitoring Study. Journal of Coastal Research 165 (2): 1768–1773. doi:10.2112/SI65-299.1.
   Google Scholar
• Hair, Joseph, F., Black, W. C. B. J. Babin, R. E. Anderson, and R. L. Tatham. 2004. Multivariate data analysis. Vol. 5. Upper Saddle River, NJ: Prentice-Hall.
   Google Scholar
• Hallermeier, R. J. 1980. A Profile Zonation for Seasonal Sand Beaches from Wave Climate. Coastal Engineering 4: 253–277. doi:10.1016/0378-3839(80)90022-8.
   Web of Science ®Google Scholar
• Hashemi, M. R., Z. Ghadampour, and S. P. Neill. 2010. Using an Artificial Neural Network to Model Seasonal Changes in Beach Profiles. Ocean Engineering 37 (14–15): 1345–1356. doi:10.1016/j.oceaneng.2010.07.004.
   Web of Science ®Google Scholar
• Hinton, C., and R. J. Nicholls. 1998. Spatial and Temporal Behaviour of Depth of Closure along the Holland Coast. Proceedings of 26th International Conference on Coastal Engineering, ASCE: 2913–2925.
   Google Scholar
• Huang, W., C. Murray, N. Kraus, and J. Rosati. 2003. Development of a Regional Neural Network for Coastal Water Level Predictions. Ocean Engineering 30 (17): 2275–2295. doi:10.1016/S0029-8018(03)00083-0.
   Web of Science ®Google Scholar
• Iglesias, G., I. López, A. Castro, and R. Carballo. 2009. Neural Network Modelling of Planform Geometry of Headland-bay Beaches. Geomorphology 103 (4): 577–587. doi:10.1016/j.geomorph.2008.08.002.
   Web of Science ®Google Scholar
• Jiménez, J. A., and A. Sánchez-Arcilla. 1993. Medium-term Coastal Response at the Ebro Delta, Spain. Marine Geology 114 (1–2):105–118. doi:10.1016/0025-3227(93)90042-T.
   Web of Science ®Google Scholar
• Keshtpoor, M., J. A. Puleo, F. Shi, and N. R. DiCosmo. 2015. Numerical Simulation of Nearshore Hydrodynamics and Sediment Transport Downdrift of a Tidal Inlet. Journal of Waterway, Port, Coastal, and Ocean Engineering 141 (2): 04014035. doi:10.1061/(ASCE)WW.1943-5460.0000273.
   Web of Science ®Google Scholar
• Koftis, T., and P. Panayotis. 2012. Estimation of Wave Attenuation over Posidonia oceanica. In 5th SCACR International Short Conference on Applied Coastal Research, Proceedings 264–271.
   Google Scholar
• Kriebel, D. L., Kraus, N. C., and M. Larson. 1991. Engineering Methods for Predicting Beach Profile Response. Paper read at Coastal Sediments (1991).
   Google Scholar
• Larson, M., and N. Kraus. 1995. Prediction of Cross-shore Sediment Transport at Different Spatial and Temporal Scales. Marine Geology 126 (1–4): 111–127. doi:10.1016/0025-3227(95)00068-A.
   Web of Science ®Google Scholar
• LópezI., L. Aragonés, Y. Villacampa, and P. Compañ. 2017. Artificial Neural Network Modeling of Cross-shore Profile on Sand Beaches: The Coast of ohe Province of Valencia (Spain). Marine Georesources & Geotechnology 1–11. doi:10.1080/1064119x.2017.1385666.
   Web of Science ®Google Scholar
• López, I., L. Aragonés, Y. Villacampa, and J. C. Serra. 2017. Neural Network for Determining the Characteristic Points of the Bars. Ocean Engineering 136: 141–151. doi:10.1016/j.oceaneng.2017.03.033.
   Web of Science ®Google Scholar
• López, M., I. López, L. Aragonés, J. C. Serra, and V. Esteban. 2016. The Erosion on the East Coast of Spain: Wear of Particles, Mineral Composition, Carbonates and Posidonia Oceanica. Science of the Total Environment 572: 487–497. doi:10.1016/j.scitotenv.2016.08.076.
   PubMed Web of Science ®Google Scholar
• Manca, E., I. Cáceres, J. M. Alsina, V. Stratigaki, I. Townend, and C. L. Amos. 2012. Wave Energy and Wave-induced Flow Reduction by Full-scale Model Posidonia oceanica Seagrass. Continental Shelf Research 50–51: 100–116. doi:10.1016/j.csr.2012.10.008.
   Web of Science ®Google Scholar
• Masselink, G., and L. Li. 2001. The Role of Swash Infiltration in Determining the Beachface Gradient: A Numerical Study. Marine Geology 176 (1–4): 139–156. doi:10.1016/S0025-3227(01)00161-X.
   Web of Science ®Google Scholar
• Maza, M., J. L. Lara, and I. J. Losada. 2013. A Coupled Model of Submerged Vegetation Under Oscillatory Flow Using Navier–Stokes Equations. Coastal Engineering 80: 16–34. doi:10.1016/j.coastaleng.2013.04.009.
   Web of Science ®Google Scholar
• Medina, J. R., J. Tintore, and C. M. Duarte. 2001. Praderas de Posidonia oceánica y la regeneración de playas. Revista De Obras Públicas 3 (409): 31–43.
   Google Scholar
• Mendez, F. J., and I. J. Losada. 2004. An Empirical Model to Estimate the Propagation of Random Breaking and Nonbreaking Waves Over Vegetation Fields. Coastal Engineering 51 (2): 103–118. doi:10.1016/j.coastaleng.2003.11.003.
   Web of Science ®Google Scholar
• Méndez, F. J., I. J. Losada, and M. A. Losada. 1999. Hydrodynamics Induced by Wind Waves in a Vegetation Field. Journal of Geophysical Research: Oceans 104 (C8): 18383–18396. doi:10.1029/1999JC900119.
   Web of Science ®Google Scholar
• Muñoz-Perez, J. J., and R. Medina. 2010. Comparison of Long-, Medium- and Short-term Variations of Beach Profiles with and Without Submerged Geological Control. Coastal Engineering 57 (3): 241–251. doi:10.1016/j.coastaleng.2009.09.011.
   Web of Science ®Google Scholar
• Neill, S. P., A. J. Elliott, and M. R. Hashemi. 2008. A Model of Inter-annual Variability in Beach Levels. Continental Shelf Research 28 (14): 1769–1781. doi:10.1016/j.csr.2008.04.004.
   Web of Science ®Google Scholar
• Pasqualini, V., C. Pergent-Martini, P. Clabaut, and G. Pergent. 1998. Mapping of Posidonia oceanica Using Aerial Photographs and Side Scan Sonar: Application off the Island of Corsica (France). Estuarine, Coastal and Shelf Science 47 (3): 359–367. doi:10.1006/ecss.1998.0361.
   Web of Science ®Google Scholar
• Pergent-Martini, C., Leoni, V. V. Pasqualini, G. D. Ardizzone, E. Balestri, R. Bedini, A. Belluscio, T. Belsher, J. A. Borg, C. F. Boudouresque, S. et al. 2005. Descriptors of Posidonia oceanica Meadows: Use and Application. Ecological Indicators 5 (3): 213–230. doi:10.1016/j.ecolind.2005.02.004.
   Web of Science ®Google Scholar
• Pranzini, E., L. Wetzel, and A. T. Williams. 2015. Aspects of Coastal Erosion and Protection in Europe. Journal of Coastal Conservation 19 (4): 445–459. doi:10.1007/s11852-015-0399-3.
   Web of Science ®Google Scholar
• Ranasinghe, R., G. Symonds, K. Black, and R. Holman. 2004. Morphodynamics of Intermediate Beaches: A Video Imaging and Numerical Modelling Study. Coastal Engineering 51 (7): 629–655. doi:10.1016/j.coastaleng.2004.07.018.
   Web of Science ®Google Scholar
• ROM_0.3-91 1991. Recommendation for marine works, climate action: swell. Madrid, Spain: Puertos del Estado, Ministerio de Fomento.
   Google Scholar
• Román-Sierra, J., J. J Muñoz-Perez, and M. Navarro-Pons. 2013. Influence of Sieving Time on the Efficiency and Accuracy of Grain-size Analysis of Beach and Dune Sands. Sedimentology 60 (6): 1484–1497. doi:10.1111/sed.12040.
   Web of Science ®Google Scholar
• Sedigh, M., R. Tomlinson, N. Cartwright, and A. Etemad-Shahidi. 2016. Numerical Modelling of the Gold Coast Seaway area Hydrodynamics and Littoral Drift. Ocean Engineering 121: 47–61. doi:10.1016/j.oceaneng.2016.05.002.
   Web of Science ®Google Scholar
• Semeoshenkova, V., and A. Newton. 2015. Overview of Erosion and Beach Quality Issues in Three Southern European Countries: Portugal, Spain and Italy. Ocean & Coastal Management 118: 12–21. doi:10.1016/j.ocecoaman.2015.08.013.
   Web of Science ®Google Scholar
• Stive, M. J. F., H. J. de Vriend, R. J. Nicholls, and M. Capobianco. 1993. Shore Nourishment and the Active Zone: A Time Scale Dependent View. Paper read at Proceedings of the 23rd Coastal Engineering Conference, at Venice, Italy.
   Google Scholar
• Stive, M. J. F., and H. J. de Vriend. 1995. Modelling Shoreface Profile Evolution. Marine Geology 126 (1–4): 235–248. doi:10.1016/0025-3227(95)00080-I.
   Web of Science ®Google Scholar
• Syvitski, J. P. M. Ed. 2007. Principles, methods and application of particle size analysis. Cambridge, UK: Cambridge University Press. doi:10.1017/CBO9780511626142.
   Google Scholar
• Terrados, J., and C. M. Duarte. 2000. Experimental Evidence of Reduced Particle Resuspension within a Seagrass Posidonia Oceanica Meadow. Journal of Experimental Marine Biology and Ecology 243 (1): 45–53. doi:10.1016/S0022-0981(99)00110-0.
   Web of Science ®Google Scholar
• Vacchi, M., G. De Falco, S. Simeone, M. Montefalcone, C. Morri, M. Ferrari, and C. N. Bianchi. 2017. Biogeomorphology of the Mediterranean Posidonia Oceanica Seagrass Meadows. Earth Surface Processes and Landforms 42 (1): 42–54. doi:10.1002/esp.3932.
   Web of Science ®Google Scholar
• van Rijn, L. C., D. J. R. Walstra, B. Grasmeijer, J. Sutherland, S. Pan, and J. P. Sierra. 2003. The Predictability of Cross-shore Bed Evolution of Sandy Beaches at the Time Scale of Storms and Seasons Using Process-based Profile Models. Coastal Engineering 47 (3): 295–327. doi:10.1016/S0378-3839(02)00120-5.
   Web of Science ®Google Scholar
• Vellinga, P. 1983. Predictive Computational Model for Beach and Dune Erosion During Storm Surges. Delft Hydraulics Laboratory.
   Google Scholar
• Vellinga, P. 1984. A Tentative Description of a Universal Erosion Profile for Sandy Beaches and Rock Beaches. Coastal Engineering 8 (2): 177–188. doi:10.1016/0378-3839(84)90012-7.
   Web of Science ®Google Scholar
• Wang, Q. H. 2004. Improvement on BP Algorithm in Artificial Neural Network. Journal of Qinghai University 22 (3): 82–84. http://en.cnki.com.cn/Article_en/CJFDTOTAL-QHXZ200403025.htm
   Google Scholar