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Comparison of logistic regression and neural network models in assessing geomorphic control on alluvial fan depositional processes (Calabria, southern Italy)

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Abstract

At the outlet of steep catchments, depositional processes ranging from stream flow to debris flow usually lead to alluvial fan development. Apart from geological and tectonic factors controlling basin sediment availability, several authors highlighted the control role of basin/fan morphometry on fan sedimentary processes. In this framework, the paper was aimed to identify the feeder basin variables that can best differentiate fan processes in Southern Italy. To evaluate the effect of the statistical method on variable selection, we compared logistic regression (LR) and artificial neural network (ANN), the latter not commonly used in fan studies. Alluvial fans were mapped at the mouth of steep V-shaped valleys dissecting the Tyrrhenian coast of northern Calabria, where crystalline-metamorphic and subordinate carbonate rocks crop out. Fans were classified through field survey into two groups: those with (F1), and those without (F0) any debris-flow evidence. Morphometric variables were derived for each basin/fan system. Percentage of lithological units cropping out in the catchments was also considered. Non-parametric statistics revealed that F0 and F1 significantly differ in fan size (area, perimeter and length), main channel slope, lowermost valley width, Melton’s number and geologic index. The relationships between morphometric variables were stronger for F0 than F1. The LR and ANN highlighted the primary control of basin lithology on fan dynamics, followed by basin mean slope. Although ANN outperformed LR in model calibration, both the approaches correctly classified most of the validation samples (> 87%). Alluvial fans with unknown depositional process were classified as belonging to the same group.

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References

  • Amodio-Morelli L, Bonardi G, Colonna V, Dietrich D, Giunta G, Ippolito F, Liguori V, Lorenzoni S, Paglionico A, Perrone V, Piccarreta G, Russo M, Scandone P, Zanettin Lorenzoni E, Zappetta A (1976) L’Arco Calabro-Peloritano nell’orogene Appenninico-Maghrebide. Memorie della Società Geologica Italiana 17:1–60

    Google Scholar 

  • Antronico L, Sorriso-Valvo M (1996) Un contributo alla definizione della pericolosità da colata di detrito sulle conoidi oloceniche dell’alto Tirreno calabrese. In: Luino F (ed) La prevenzione delle catastrofi idrogeologiche: il contributo della ricerca scientifica. Alba, pp 211-220

  • Antronico L, Greco R, Robustelli G, Sorriso-Valvo M (2015) Short-term evolution of an active basin-fan system Aspromonte South Italy. Geomorphology 228:536–551

    Article  Google Scholar 

  • Antronico L, Greco R, Sorriso-Valvo M (2016) Recent alluvial fans in Calabria (southern Italy). J Maps 12:503–514. https://doi.org/10.1016/jgeomorph201410013

    Article  Google Scholar 

  • Aucelli PPC, Robustelli G, Rosskopf C, Scarciglia F, Di Paola G, Lucà F (2010) Geomorphological Map of the area between Frosolone and Trivento (Molise, Italy). J Maps 2010:423–434

    Article  Google Scholar 

  • Aulitzky H (1982) Preliminary two-fold classification of torrents. Mitteilungen der Forstlichen Bundesversuchsanstalt 144:243–256

    Google Scholar 

  • Basheer A, Hajmeer M (2000) Artificial neural networks: fundamentals computing design and application. J Microbiol Methods 43:3–31

    Article  Google Scholar 

  • Belsley DA, Kuh E, Welsch RE (1980) Regression diagnostics: identifying influential data and sources of collinearity. Wiley Inc, New York

    Book  Google Scholar 

  • Benvenuti M (2003) Facies analysis and tectonic significance of lacustrine fan-deltaic successions in the Pliocene-Pleistocene Mugello Basin Central Italy. Sed Geol 157(3–4):197–234

    Article  Google Scholar 

  • Benvenuti M, Martini IP (2002) Analysis of terrestrial hyperconcentrated flows and their deposits. In Martini IP, Baker VR, Garzon G (eds) Flood and Megaflood Processes and Deposits: Recent and Ancient Examples. Blackwell Science IAS Special Publication 32, Oxford, pp 167–193

  • Blair TC (1999a) Sedimentary processes and facies of the waterlaid Anvil Spring Canyon alluvial fan Death Valley California. Sedimentology 46:913–940

    Article  Google Scholar 

  • Blair TC (1999b) Sedimentology of the debris-flow-dominated Warm Spring Canyon alluvial fan Death Valley California. Sedimentology 46:941–965

    Article  Google Scholar 

  • Blair TC, McPherson JG (1994) Alluvial fans and their natural distinction from rivers based on morphology hydraulic processes sedimentary processes and facies. J Sediment Res A64:451–490

    Google Scholar 

  • Blair TC, McPherson JG (2009) Processes and forms of alluvial fans. In: Parsons AJ, Abrahams AD (eds) Geomorphology of desert environments. Springer Netherlands, Dordrecht, pp 413–467. https://doi.org/10.1007/978-1-4020-5719-9_14

    Chapter  Google Scholar 

  • Bonardi G, Cavazza W, Perrone V, Rossi S (2001) Calabria-Peloritani Terrane and Northern Ionian Sea. In: Vai GB, Martini IP (eds) Anatomy of an orogen: the Appennines and adjacent Mediterranean basins. Kluwer Academic Publishers, Dordrecht, pp 287–306

    Chapter  Google Scholar 

  • Borrelli L, Greco R, Gullà G (2007) Weathering grade of rock masses as a predisposing factor to slope instabilities: reconnaissance and control procedures. Geomorphology 87(3):158–175

    Article  Google Scholar 

  • Calcaterra M, Parise M (2010) Weathering in the crystalline rocks of Calabria Italy and relationships to landslides. In: Calcaterra D, Parise M (eds) Weathering as a predisposing factor to slope movements. Geological Society, London, pp 105–130

    Google Scholar 

  • Calvache ML, Viseras C, Fernandez J (1997) Controls on fan development- evidence from fan morphometry and sedimentology; Sierra Nevada SE Spain. Geomorphology 21:69–84

    Article  Google Scholar 

  • Carobene L, Dai Pra G (1990) Genesis chronology and tectonics of the Quaternary marine terraces of the Tyrrhenian coast of the Northern Calabria (Italy) and their correlation with climatic variation. Quaternario 3:75–94

    Google Scholar 

  • CASMEZ (1971) Carta Geologica della Calabria Legge speciale per la Calabria 26 11 1955 n 1177

  • Chiocci FL (1995) Very high-resolution seismics as a tool for sequence stratigraphy applied to outcrop scale-examples from eastern tyrrhenian margin Olocene/Pleistocene deposits. Am Assoc Petrol Geol Bull 78(3):378–395

    Google Scholar 

  • Church M, Mark DM (1980) On size and scale in geomorphology. Progr Phys Geogr 4:342–390

    Article  Google Scholar 

  • Costa JE (1988) Rheologic Geomorphic and sedimentologic differentiation of water floods hyperconcentrated flows and debris flows. In: Baker RR, Kochel RC, Patton C (eds) Flood geomorphology. Wiley, New York, pp 113–122

    Google Scholar 

  • Critelli S, Le Pera E (1997) Sourceland controls on the composition of beach and fluvial sand of the northern Tyrrhenian coast of Calabria Italy: implications for actualistic petrofacies. Sed Geol 110(1–2):81–97

    Google Scholar 

  • Crosta G, Frattini P (2004) Controls on modern alluvial fan processes in the central Alps Northern Italy. Earth Surf Proc Land 29:267–293

    Article  Google Scholar 

  • D’Agostino L, Marchi V (2004) Estimation of debris-flow magnitude in the Eastern Italian Alps. Earth Surf Proc Land 29(2):207–220

    Article  Google Scholar 

  • de Scally FA, Owens IF (2004) Morphometric controls and geomorphic responses on fans in the Southern Alps New Zealand. Earth Surf Proc Land 29:311–322

    Article  Google Scholar 

  • de Scally FA, Owens IF (2005) Depositional processes and particle characteristics on fans in the Southern Alps New Zealand. Geomorphology 69:46–56

    Article  Google Scholar 

  • de Scally FA, Slaymaker O, Owens IF (2001) Morphometric controls and basin response in the Cascade Mountains. Geogr Ann 83A:117–130

    Article  Google Scholar 

  • de Scally FA, Owens IF, Louis J (2010) Controls on fan depositional processes in the schist ranges of the Southern Alps New Zealand and implications for debris-flow hazard assessment. Geomorphology 122:99–116

    Article  Google Scholar 

  • De Veaux RD, Ungar LH (1994) Multicollinearity: a tale of two nonparametric regressions. In: Cheeseman P, Oldfotd RW (eds) Selecting models from data: AI and statistics. Springer-Verlag, Berlin, pp 293–302

    Google Scholar 

  • Filocamo F, Romano P, Di Donato V, Esposito P, Mattei M, Porreca M, Robustelli G, Russo Ermolli E (2009) Geomorphology and tectonics of uplifted coasts: new chronostratigraphical constraints for the Quaternary evolution of Tyrrhenian North Calabria (southern Italy). Geomorphology 105:334–354

    Article  Google Scholar 

  • Harvey AM, Mather AE, Stokes M (2005) Alluvial fans: geomorphology, sedimentology, dynamics—introduction. A review of alluvial-fan research. Geol Soc Spec Publ 251(1):1–7

    Article  Google Scholar 

  • Hooke RL (1967) Processes on arid region alluvial fans. J Geol 75:438–460

    Article  Google Scholar 

  • Hosmer DW, Lemeshow S (2000) Applied logistic regression, 2nd edn. Wiley, New York

    Book  Google Scholar 

  • Iannace A, Bonardi G, D’Errico M, Mazzoli S, Perrone V, Vitale S (2005) Structural setting and tectonic evolution of the Apennine Units of northern Calabria. CR Geosci 337(16):1541–1550

    Article  Google Scholar 

  • Iannace A, Vitale S, D’Errico M, Mazzoli S, Di Staso A, Macaione E, Messina A, Reddy SM, Somma R, Zamparelli V, Zattin M, Bonardi G (2007) The carbonate tectonic units of northern Calabria (Italy): a record of Apulian palaeomargin evolution and Miocene convergence continental crustal subduction and exhumation of HP-LT rocks. Journal of the Geological Society of London 164: 1165–1186. http://dx.doi.org/101144/0016-76492007-017

  • Jackson LE, Kostaschuck RA, MacDonald GM (1987) Identification of debris flow hazard on alluvial fans in the Canadian Rocky Mountains. Geol Soc Am Rev in Eng Geol 7:115–124

    Article  Google Scholar 

  • Jakob M, Bovis M (1996) Morphometric and geotechnical controls of debris flow activity southern Coast Mountains British Columbia Canada. Z Geomorph NF 104:13–26

    Google Scholar 

  • Jo HR, Chough SK (2001) Architectural analysis of fluvial sequences in the northwestern part of Kyongsang Basin (Early Cretaceous) SE Korea. Sed Geol 144(3):307–334

    Article  Google Scholar 

  • Karymbalis E, Ferentinou M, Giles PT (2016) Use of morphometric variables and self-organizing maps to identify clusters of alluvial fans and catchments in the north Peloponnese Greece. In: Ventra D, Clarke LE (eds) Geology and geomorphology of alluvial and fluvial fans: terrestrial and planetary perspectives. Geological Society Special Publications, London

    Google Scholar 

  • Kellerhals R, Church M (1990) Hazard management on fans with examples from British Columbia. In: Rachocki AH, Church M (eds) Alluvial fans: a field approach. Wiley, New York, pp 335–354

    Google Scholar 

  • Kleinbaum DG (2005) Logistic regression: a self-learning text. Springer, Berlin

    Google Scholar 

  • Kostaschuk RA, MacDonald GM, Putnam PE (1986) Depositional processes and alluvial fan-drainage basin morphometric relationships near Banff Alberta Canada. Earth Surf Proc Land 11:471–484

    Article  Google Scholar 

  • Lecce SA (1991) Influence of lithologic erodibility on alluvial fan area western White Mountains California and Nevada. Earth Surf Proc Land 16:11–18

    Article  Google Scholar 

  • Lucà F (2012) Valutazione di pericolosità geomorfologiche indotte da fenomeni naturali tramite l’applicazione di modelli statistico–matematici. (PhD dissertation) University of Calabria Rende (CS) Italy 204 pp

  • Lucà F, D’Ambrosio D, Robustelli G, Rongo R, Spataro W (2014) Integrating geomorphology, statistic and numerical simulations for landslide invasion hazard scenarios mapping: an example in the Sorrento Peninsula (Italy). Comput Geosci 67:163–172

    Article  Google Scholar 

  • Lucà F, Buttafuoco G, Terranova O (2018) GIS and soil. In: Huang B (ed) Comprehensive geographic information systems, vol 2. Elsevier, Oxford

    Google Scholar 

  • Mann HB, Whitney DR (1947) On a test of whether one of two random variables is stochastically larger than the other. Annals of Mathematical Statistics 18:50–60. https://doi.org/10.1214/aoms/1177730491

    Article  Google Scholar 

  • Marchi L, Tecca PR (1995) Alluvial fans of Eastern Italian Alps: morphometry and depositional processes. Geodin Acta 8(1):20–27

    Article  Google Scholar 

  • Marchi L, Pasuto A, Tecca PR (1993) Flow processes on alluvial fans in the Eastern Italian Alps. Zeitschrift für Geomorphologie 4:447–458

    Google Scholar 

  • Mather AE, Stokes M (2017) Bedrock structural control on catchment-scale connectivity and alluvial fan processes High Atlas Mountains Morocco. In: Ventra D, Clarke LE (eds) Geology and geomorphology of alluvial and fluvial fans: terrestrial and planetary perspectives. Geological Society Special Publications, London

    Google Scholar 

  • Mather AE, Harvey AM, Stokes M (2000) Quantifying long-term catchment changes of alluvial fan systems. Geol Soc Am Bull 112:1825–1833

    Article  Google Scholar 

  • Melton MA (1965) The geomorphic and paleoclimatic significance of alluvial deposits in Southern Arizona. J Geol 73:1–38

    Article  Google Scholar 

  • Messina A, Russo S, Borghi A, Colonna V, Compagnoni R, Caggianelli A, Fornelli A, Piccarreta G (1994) Il Massiccio della Sila settore settentrionale dell’Arco Calabro Peloritano. Bollettino della Società Geologica Italiana 113:539–586

    Google Scholar 

  • O’Brien RM (2007) A caution regarding rules of thumb for variance inflation factors. Qual Quant 41:673–690

    Article  Google Scholar 

  • Paola JD, Schowengerdt RA (1995) A review and analysis of backpropagation neural networks for classification of remotely sensed multi-spectral imagery. Int J Remote Sens 16:3033–3058

    Article  Google Scholar 

  • Pasuto A, Marchi L, Tecca PR (1992) Tipologia del trasporto solido torrentizio su conoidi alluvionali nell’alto bacino dell’Avisio (Dolomiti). Bollettino della Societa Geologica Italiana 111:41–51

    Google Scholar 

  • Pierson TC (1980) Erosion and deposition by debris flows at Mt Thomas North Canterbury New Zealand. Earth Surf Processes 5:227–247

    Article  Google Scholar 

  • Pierson TC (2005) Hyperconcentrated flow-transitional process between water flow and debris flow. In: Jakob M, Hungr O (eds) Debris-flow hazards and related phenomena. Springer, Berlin, pp 159–202

    Chapter  Google Scholar 

  • Pierson TC, Costa JE (1987) A rheologic classification of subaerial sediment—water flows. Geological society of America Rev Eng Geol 7:1–12

    Google Scholar 

  • Robustelli G, Muto F (2017) The Crati River basin: geomorphological and stratigraphical data for the Plio-Quaternary evolution of northern Calabria. Geol Carpath 68(1):68–79

    Article  Google Scholar 

  • Robustelli G, Muto F, Scarciglia F, Spina V, Critelli S (2005) Eustatic and tectonic control on Late Quaternary alluvial fans along the Tyrrhenian Sea coast of Calabria (South Italy). Quat Sci Rev 24:2101–2119

    Article  Google Scholar 

  • Robustelli G, Lucà F, Corbi F, Fubelli G, Scarciglia F, Dramis F (2009) Geomorphological Map of the Ionian Area between the Trionto and Colognati River Catchments (Calabria, Italy). J Maps 2009:94–102

    Article  Google Scholar 

  • Robustelli G, Russo Ermolli E, Petrosino P, Jicha B, Sardella R, Donato P (2014) Tectonic and climatic control on geomorphological and sedimentary evolution of the Mercure basin southern Apennines Italy. Geomorphology 214:423–425. https://doi.org/10.1016/jgeomorph201402026

    Article  Google Scholar 

  • Rumelhart DE, Hinton GE, Williams RJ (1986) Learning representations by back-propagating errors. Nature 323:533–536

    Article  Google Scholar 

  • Santangelo N, Daunis-i Estadella J, Di Crescenzo G, Di Donato V, Faillace PI, Martín-Fernández JA, Romano P, Santo A, Scorpio V (2012) Topographic predictors of susceptibility to alluvial fan flooding Southern Apennines. Earth Surf Process Landforms 37:803–817

    Article  Google Scholar 

  • Shultz AW (1984) Subaerial debris-flow deposition in the upper Paleozoic Cutler formation western Colorado. J Sediment Petrol 54:759–772

    Google Scholar 

  • Silva PG, Harvey AM, Zazo C, Goy JL (1992) Geomorphology depositional style and morphometric relationships of Quaternary alluvial fans in the Guadalentin depression (Murcia southeast Spain). Zeitschrift fur Geomorphologie 36:325–341

    Google Scholar 

  • Smith GA, Lowe DR (1991) Lahars: volcano-hydrologic events and deposition in the debris flow-hyperconcentrated flow continuum. In Fisher RV, Smith GA (eds) Sedimentation in volcanic settings. SEPM Spec Pubbl 45, 59-70

  • Sohn YK, Rhee CW, Kim BC (1999) Debris flow and hyperconcentrated flood-flow deposits in an alluvial fan northwestern part of the Cretaceous Yongdong Basin central Korea. J Geol 107:111–132

    Article  Google Scholar 

  • Sorriso-Valvo M (1988) Landslide-related fans in Calabria. Catena Supplement 13:109–121

    Google Scholar 

  • Sorriso-Valvo M, Sylvester AG (1993) The relationship between geology and landforms along a coastal mountain front northern Calabria Italy. Earth Surf Proc Land 18:257–273

    Article  Google Scholar 

  • Sorriso-Valvo M, Antronico L, Le Pera E (1998) Controls on modern fan morphology in Calabria Southern Italy. Geomorphology 24:169–187

    Article  Google Scholar 

  • Spearman C (1906) Footrule for measuring correlation. Br J Psychol 2:89–108

    Google Scholar 

  • Strahler AN (1957) Quantitative analysis of watershed geomorphology. Trans Am Geophys Union 38(6):913–920

    Article  Google Scholar 

  • Tansi C, Muto F, Critelli S, Iovine G (2007) Neogene Quaternary strike-slip tectonics in the central Calabrian Arc. J Geodyn 43:393–414

    Article  Google Scholar 

  • Todd SP (1989) Stream-driven high-density gravelly traction carpets: possible deposits in the Trabeg Conglomerates formation SW Ireland and some theoretical considerations of their origin. Sedimentology 36:513–530

    Article  Google Scholar 

  • Trincardi F, Correggiari A, Field ME, Normark WR (1995) Turbidite deposition from multiple sources; Quaternary Paola Basin (eastern Tyrrhenian Sea). J Sediment Res 65:469–483

    Article  Google Scholar 

  • Van Dijk JP, Bello M, Brancaleoni GP, Cantarella G, Costa V, Frixa A, Golfetto F, Merlini S, Riva M, Torricelli S, Toscano C, Zerilli A (2000) A regional structural model for the northern sector of the Calabrian Arc (southern Italy). Tectonophysics 324:267–320

    Article  Google Scholar 

  • Ventra D, Clarke LE (2018) Geology and geomorphology of alluvial and fluvial fans: current progress and research perspectives. In: Ventra D, Clarke LE (eds) Geology and geomorphology of alluvial and fluvial fans: terrestrial and planetary perspectives. Geological Society Special Publications, London, pp 1–21. https://doi.org/10.1144/SP44.016

    Chapter  Google Scholar 

  • Versace P, Ferrari E, Gabriele S, Rossi E (1989) Valutazione delle Piene in Calabria. CNR IRPI Geodata 30, 232

  • Westaway R (1993) Quaternary uplift of Southern Italy. J Geophys Res 98B:21741–21772

    Article  Google Scholar 

  • Wilford DJ, Sakals ME, Innes JL, Sidle RC, Bergerud WA (2004) Recognition of debris flow debris flood and flood hazard through watershed morphometrics. Landslides 1:61–66

    Article  Google Scholar 

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Acknowledgements

Authors would like to thank the Editor in Chief and two anonymous reviewers for their careful comments and suggestions.

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  1. Department of Biology, Ecology and Earth Science, University of Calabria, 87036, Rende, CS, Italy

    Federica Lucà & Gaetano Robustelli

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Lucà, F., Robustelli, G. Comparison of logistic regression and neural network models in assessing geomorphic control on alluvial fan depositional processes (Calabria, southern Italy). Environ Earth Sci 79, 39 (2020). https://doi.org/10.1007/s12665-019-8775-1

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