메뉴 건너뛰기




Volumn 26, Issue 12, 2011, Pages 1583-1598

A data-driven approach for modeling post-fire debris-flow volumes and their uncertainty

Author keywords

Debris flow volume; Genetic programming; Multivariate; Nonlinear models; Nonlinear uncertainty; Prediction; Self organizing map; Wildfire

Indexed keywords

DEBRIS-FLOW VOLUME; MULTIVARIATE; NON-LINEAR MODEL; NONLINEAR UNCERTAINTIES; SELF ORGANIZING; WILDFIRE;

EID: 84855487286     PISSN: 13648152     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.envsoft.2011.07.014     Document Type: Article
Times cited : (13)

References (56)
  • 1
    • 39849091610 scopus 로고    scopus 로고
    • Agenetic programming approach to suspended sediment modeling
    • Aytek A., Ozgur K. Agenetic programming approach to suspended sediment modeling. Journal of Hydrology 2008, 351:288-298.
    • (2008) Journal of Hydrology , vol.351 , pp. 288-298
    • Aytek, A.1    Ozgur, K.2
  • 2
    • 0002158924 scopus 로고    scopus 로고
    • Genetic programming as a model induction engine
    • Babovic V., Keijzer M. Genetic programming as a model induction engine. Journal of Hydroinformatics 2000, 2:35-60.
    • (2000) Journal of Hydroinformatics , vol.2 , pp. 35-60
    • Babovic, V.1    Keijzer, M.2
  • 3
    • 33846374317 scopus 로고    scopus 로고
    • Modelling the impact of forest loss on shallow landslide sediment yield, Ijuez river catchment, Spanish Pyrenees
    • Bathurst J.C., Moretti G., El-Hames A., Begueria S., Garcia-Ruiz J.M. Modelling the impact of forest loss on shallow landslide sediment yield, Ijuez river catchment, Spanish Pyrenees. Hydrology and Earth Systems Sciences 2007, 11(1):569-583.
    • (2007) Hydrology and Earth Systems Sciences , vol.11 , Issue.1 , pp. 569-583
    • Bathurst, J.C.1    Moretti, G.2    El-Hames, A.3    Begueria, S.4    Garcia-Ruiz, J.M.5
  • 4
    • 76749088419 scopus 로고    scopus 로고
    • Landslide susceptibility assessment and factor effect analysis: back propagation artificial neural networks and their comparison with frequency ratio and bivariate logistic regression modelling
    • Biswajeet P., Lee S. Landslide susceptibility assessment and factor effect analysis: back propagation artificial neural networks and their comparison with frequency ratio and bivariate logistic regression modelling. Environmental Modelling & Software 2010, 25(6):747-759.
    • (2010) Environmental Modelling & Software , vol.25 , Issue.6 , pp. 747-759
    • Biswajeet, P.1    Lee, S.2
  • 6
    • 5044229807 scopus 로고    scopus 로고
    • Amodel for simulating the deposition of water-lain sediments in dryland environments
    • Bunch M.A., Mackay R., Tellam J.H., Turner P. Amodel for simulating the deposition of water-lain sediments in dryland environments. Hydrology and Earth Systems Sciences 2004, 8(2):122-134.
    • (2004) Hydrology and Earth Systems Sciences , vol.8 , Issue.2 , pp. 122-134
    • Bunch, M.A.1    Mackay, R.2    Tellam, J.H.3    Turner, P.4
  • 7
    • 41149128022 scopus 로고    scopus 로고
    • Debris flow response of basins burned by the 2002 coal seam and Missionary Ridge Fires, Colorado
    • Association of Engineering Geologists Special Publication, on CD-ROM, D.D. Boyer, P.M. Santi, W.P. Rogers (Eds.)
    • Cannon S.H., Gartner J.E., Holland-Sears A., Thurston B.M., Gleason J.A. Debris flow response of basins burned by the 2002 coal seam and Missionary Ridge Fires, Colorado. Engineering Geology in Colorado - Contributions, Trends, and Case Histories 2003, vol. 14. Association of Engineering Geologists Special Publication, on CD-ROM. D.D. Boyer, P.M. Santi, W.P. Rogers (Eds.).
    • (2003) Engineering Geology in Colorado - Contributions, Trends, and Case Histories , vol.14
    • Cannon, S.H.1    Gartner, J.E.2    Holland-Sears, A.3    Thurston, B.M.4    Gleason, J.A.5
  • 8
    • 84855477476 scopus 로고    scopus 로고
    • Emergency assessment of debris-flow hazards from basins burned by the Cedar and Paradise fires of 2003, Southern California: U.S. Geological survey open-file Report 2004-1011.
    • Cannon S.H., Gartner J.E., Rupert M.G., Michael J.A., 2004. Emergency assessment of debris-flow hazards from basins burned by the Cedar and Paradise fires of 2003, Southern California: U.S. Geological survey open-file Report 2004-1011.
    • (2004)
    • Cannon, S.H.1    Gartner, J.E.2    Rupert, M.G.3    Michael, J.A.4
  • 9
    • 0033597586 scopus 로고    scopus 로고
    • Evaluation of confidence intervals for a steady-state leaky aquifer model
    • Christensen S., Cooley R.L. Evaluation of confidence intervals for a steady-state leaky aquifer model. Advances in Water Resources 1999, 22(8):807-817.
    • (1999) Advances in Water Resources , vol.22 , Issue.8 , pp. 807-817
    • Christensen, S.1    Cooley, R.L.2
  • 10
    • 0032882781 scopus 로고    scopus 로고
    • Evaluation of prediction intervals for expressing uncertainties in groundwater flow model predictions
    • Christensen S., Cooley R.L. Evaluation of prediction intervals for expressing uncertainties in groundwater flow model predictions. Water Resources Research 1999, 35(9):2627-2639.
    • (1999) Water Resources Research , vol.35 , Issue.9 , pp. 2627-2639
    • Christensen, S.1    Cooley, R.L.2
  • 13
    • 0034749335 scopus 로고    scopus 로고
    • Hydrological modelling using artificial neural networks
    • Dawson C.W., Wilby R.L. Hydrological modelling using artificial neural networks. Progress in Physical Geography 2001, 25(1):80-108.
    • (2001) Progress in Physical Geography , vol.25 , Issue.1 , pp. 80-108
    • Dawson, C.W.1    Wilby, R.L.2
  • 17
    • 84855499428 scopus 로고    scopus 로고
    • July 30, 2011. Modeling hydrologic and geomorphologic responses across post-fire landscapes using a self-organizing map approach. Environmental Modelling & Software
    • Friedel, M.J., July 30, 2011. Modeling hydrologic and geomorphologic responses across post-fire landscapes using a self-organizing map approach. Environmental Modelling & Software, xx(x), xx-xx.
    • , vol.20 , Issue.10
    • Friedel, M.J.1
  • 18
    • 25844482614 scopus 로고    scopus 로고
    • Coupled inverse modeling of vadose zone water, heat, and solute transport: calibration constraints, parameter nonuniqueness, and predictive uncertainty
    • Friedel M.J. Coupled inverse modeling of vadose zone water, heat, and solute transport: calibration constraints, parameter nonuniqueness, and predictive uncertainty. Journal of Hydrology 2005, 312(1-4):148-175.
    • (2005) Journal of Hydrology , vol.312 , Issue.1-4 , pp. 148-175
    • Friedel, M.J.1
  • 19
    • 85009561631 scopus 로고    scopus 로고
    • Predictive streamflow uncertainty in relation to calibration-constraint information, model complexity, and model bias
    • Friedel M.J. Predictive streamflow uncertainty in relation to calibration-constraint information, model complexity, and model bias. International Journal of River Basin Management 2006, 4(1):1-15.
    • (2006) International Journal of River Basin Management , vol.4 , Issue.1 , pp. 1-15
    • Friedel, M.J.1
  • 20
    • 44449162166 scopus 로고    scopus 로고
    • Reliability in estimating urban groundwater recharge through the vadose zone: managing sustainable development in arid and semiarid regions
    • Springer, Dordrecht, The Netherlands, BOOK CHAPTER, J.H. Tellam, M.O. Rivett, R.G. Israfilov (Eds.)
    • Friedel M.J. Reliability in estimating urban groundwater recharge through the vadose zone: managing sustainable development in arid and semiarid regions. Urban Groundwater Management and Sustainability. NATO Science Series, IV. Earth and Environmental Sciences 2006, vol. 74:169-182. Springer, Dordrecht, The Netherlands, BOOK CHAPTER. J.H. Tellam, M.O. Rivett, R.G. Israfilov (Eds.).
    • (2006) Urban Groundwater Management and Sustainability. NATO Science Series, IV. Earth and Environmental Sciences , vol.74 , pp. 169-182
    • Friedel, M.J.1
  • 21
    • 42449154583 scopus 로고    scopus 로고
    • Regularized Joint Inverse Estimation of extreme rainfall events in ungaged coastal basins of El Salvador
    • Friedel M.J. Regularized Joint Inverse Estimation of extreme rainfall events in ungaged coastal basins of El Salvador. Natural Hazards Journal 2008, 46(1):15-34.
    • (2008) Natural Hazards Journal , vol.46 , Issue.1 , pp. 15-34
    • Friedel, M.J.1
  • 22
    • 84855483221 scopus 로고    scopus 로고
    • Post-fire debris flow prediction using a two-step hybrid approach, U.S. Geological Survey, 3rd Modeling Conference, Denver Colorado, June, 2010.
    • Friedel, M.J., 2010, Post-fire debris flow prediction using a two-step hybrid approach, U.S. Geological Survey, 3rd Modeling Conference, Denver Colorado, June, 2010.
    • (2010)
    • Friedel, M.J.1
  • 23
    • 42449091180 scopus 로고    scopus 로고
    • Probable flood predictions in ungaged coastal basins of El Salvador, Special issue: methodologies in Hydrologic Modeling
    • Friedel M.J., Smith M.E., Erazo A.M., Litke D. Probable flood predictions in ungaged coastal basins of El Salvador, Special issue: methodologies in Hydrologic Modeling. Journal of Hydrologic Engineering 2008, 13(5):321-332.
    • (2008) Journal of Hydrologic Engineering , vol.13 , Issue.5 , pp. 321-332
    • Friedel, M.J.1    Smith, M.E.2    Erazo, A.M.3    Litke, D.4
  • 24
    • 33846829888 scopus 로고    scopus 로고
    • Parameter estimation and uncertainty analysisfor a watershed model
    • Gallager M., Doherty J. Parameter estimation and uncertainty analysisfor a watershed model. Environmental Modelling & Software 2007, 22:1000-1020.
    • (2007) Environmental Modelling & Software , vol.22 , pp. 1000-1020
    • Gallager, M.1    Doherty, J.2
  • 25
    • 84855514379 scopus 로고    scopus 로고
    • Relations between debris-flow volumes generated from recently burned basins and basin morphology triggering storm rainfall and material properties. M.S. thesis, University of Colorado, Boulder.
    • Gartner, J., 2005. Relations between debris-flow volumes generated from recently burned basins and basin morphology triggering storm rainfall and material properties. M.S. thesis, University of Colorado, Boulder, p. 73.
    • (2005) , pp. 73
    • Gartner, J.1
  • 27
    • 41149165905 scopus 로고    scopus 로고
    • Empirical models to predict the volumes of debris flows generated by recently burned basins in the western U.S
    • Gartner J.E., Cannon S.H., Santi P.M., deWolfe V.G. Empirical models to predict the volumes of debris flows generated by recently burned basins in the western U.S. Geomorphology 2008, 96:229-354.
    • (2008) Geomorphology , vol.96 , pp. 229-354
    • Gartner, J.E.1    Cannon, S.H.2    Santi, P.M.3    deWolfe, V.G.4
  • 28
    • 35348956876 scopus 로고    scopus 로고
    • Flood forecasting using Support vector machines
    • Han D., Chan L., Zhu N. Flood forecasting using Support vector machines. Journal of Hydroinformatics 2007, 9(4):267-276.
    • (2007) Journal of Hydroinformatics , vol.9 , Issue.4 , pp. 267-276
    • Han, D.1    Chan, L.2    Zhu, N.3
  • 29
    • 77950174414 scopus 로고    scopus 로고
    • Applications of simulation technique on debris-flow hazard zone delineation: a case study in Hualien County, Taiwan
    • Hsu S.M., Chiou L.B., Lin G.F., Chao C.H., Wen H.Y., Ku C.Y. Applications of simulation technique on debris-flow hazard zone delineation: a case study in Hualien County, Taiwan. Natural. Hazards and Earth System Sciences 2010, 10:535-545.
    • (2010) Natural. Hazards and Earth System Sciences , vol.10 , pp. 535-545
    • Hsu, S.M.1    Chiou, L.B.2    Lin, G.F.3    Chao, C.H.4    Wen, H.Y.5    Ku, C.Y.6
  • 30
    • 18544378971 scopus 로고    scopus 로고
    • Institute for Statistics and Mathematics
    • The R Project for Statistical Computing 2010, Institute for Statistics and Mathematics. http://www.r-project.org/.
    • (2010) The R Project for Statistical Computing
  • 31
    • 0031414779 scopus 로고    scopus 로고
    • The physics of debris flows
    • Iverson R.M. The physics of debris flows. Reviews of Geophysics 1997, 35:245-297.
    • (1997) Reviews of Geophysics , vol.35 , pp. 245-297
    • Iverson, R.M.1
  • 32
    • 0004257071 scopus 로고
    • John Wiley, New York, D. Brunsden, D.B. Prior (Eds.)
    • Johnson A.M. Debris Flow; in Slope Instability 1984, 257-361. John Wiley, New York. D. Brunsden, D.B. Prior (Eds.).
    • (1984) Debris Flow; in Slope Instability , pp. 257-361
    • Johnson, A.M.1
  • 33
    • 40749144865 scopus 로고    scopus 로고
    • Review of the self-organizing map (SOM) approach in water resources: analysis, modeling and application
    • Kalteh A.M., Hjorth P., Berndtsson R. Review of the self-organizing map (SOM) approach in water resources: analysis, modeling and application. Environmental Modelling & Software 2008, 23:835-845.
    • (2008) Environmental Modelling & Software , vol.23 , pp. 835-845
    • Kalteh, A.M.1    Hjorth, P.2    Berndtsson, R.3
  • 34
    • 0003234018 scopus 로고    scopus 로고
    • Dimensionally aware genetic programming
    • Morgan Kaufmann, Orlando, Florida USA. San Francisco, CA, W. Banzhaf, J. Daida, A.E. Eiben, M.H. Garzon, V. Honavar, M. Jakiela, R.E. Smith (Eds.)
    • Keijzer M., Babovic V. Dimensionally aware genetic programming. GECCO-99: Proceedings of the Genetic and Evolutionary Computation Conference, July 13-17, 1999 1999, 1069-1076. Morgan Kaufmann, Orlando, Florida USA. San Francisco, CA. W. Banzhaf, J. Daida, A.E. Eiben, M.H. Garzon, V. Honavar, M. Jakiela, R.E. Smith (Eds.).
    • (1999) GECCO-99: Proceedings of the Genetic and Evolutionary Computation Conference, July 13-17, 1999 , pp. 1069-1076
    • Keijzer, M.1    Babovic, V.2
  • 39
    • 34249662794 scopus 로고    scopus 로고
    • ASOM-based apporach to estimating design hyetographs of unguaged sites
    • Lin G.-F., Wu M.-C. ASOM-based apporach to estimating design hyetographs of unguaged sites. Journal of Hydrology 2007, 339:216-226.
    • (2007) Journal of Hydrology , vol.339 , pp. 216-226
    • Lin, G.-F.1    Wu, M.-C.2
  • 40
    • 34248560135 scopus 로고    scopus 로고
    • Taming awfully large data sets: using self- organizing maps for analyzing spatial and temporal trends of water quality data
    • Lischeid G. Taming awfully large data sets: using self- organizing maps for analyzing spatial and temporal trends of water quality data. Geophysical Research Abstracts 2003, 5:01879.
    • (2003) Geophysical Research Abstracts , vol.5 , pp. 01879
    • Lischeid, G.1
  • 41
    • 35048880881 scopus 로고    scopus 로고
    • Vulnerability assessment of rainfall-induced debris flows in Taiwan
    • Lu G., Chiu L.S., Wong D.W. Vulnerability assessment of rainfall-induced debris flows in Taiwan. Natural Hazards 2007, 43:223-244.
    • (2007) Natural Hazards , vol.43 , pp. 223-244
    • Lu, G.1    Chiu, L.S.2    Wong, D.W.3
  • 42
    • 40849130727 scopus 로고    scopus 로고
    • Short-term streamflow forecasting with global climate change implications - A comparative study between genetic programming and neural network models
    • Makkeasorn A., Chang N.B., Zhou X. Short-term streamflow forecasting with global climate change implications - A comparative study between genetic programming and neural network models. Journal of Hydrology 2009, 352:336-354.
    • (2009) Journal of Hydrology , vol.352 , pp. 336-354
    • Makkeasorn, A.1    Chang, N.B.2    Zhou, X.3
  • 46
    • 84855496762 scopus 로고    scopus 로고
    • GPKernel's e-Handbook:Genetic Programming with GPKernel, DHI internal report.
    • Rodríguez, A.D., 2001, GPKernel's e-Handbook:Genetic Programming with GPKernel, DHI internal report.
    • (2001)
    • Rodríguez, A.D.1
  • 47
    • 33846343154 scopus 로고    scopus 로고
    • Transient catchment hydrology after wildfires in a Mediterranean basin: runoff, sediment, and woody debris
    • Rosso R., Rulli M.C., Bocchiola D. Transient catchment hydrology after wildfires in a Mediterranean basin: runoff, sediment, and woody debris. Hydrology and Earth Systems Sciences 2007, 11(1):125-140.
    • (2007) Hydrology and Earth Systems Sciences , vol.11 , Issue.1 , pp. 125-140
    • Rosso, R.1    Rulli, M.C.2    Bocchiola, D.3
  • 49
    • 57749205604 scopus 로고    scopus 로고
    • Modelling and testing spatially distributed sediment budgets to relate erosion processes to sediment yields
    • Wilkinson Scott N., Prosser Ian P., Rustomji Paul, Read Arthur M. Modelling and testing spatially distributed sediment budgets to relate erosion processes to sediment yields. Environmental Modelling & Software 2009, 24(4):489-501.
    • (2009) Environmental Modelling & Software , vol.24 , Issue.4 , pp. 489-501
    • Wilkinson, S.N.1    Prosser, I.P.2    Rustomji, P.3    Read, A.M.4
  • 50
    • 79955638432 scopus 로고    scopus 로고
    • Coupled simulation-optimization model for coastal aquifer management using genetic programming-based ensemble surrogate models and multiple-realization optimization
    • Sreekanth J., Datta B. Coupled simulation-optimization model for coastal aquifer management using genetic programming-based ensemble surrogate models and multiple-realization optimization. Water Resources Research 2011, 47(W04516):1-17.
    • (2011) Water Resources Research , vol.47 , Issue.W04516 , pp. 1-17
    • Sreekanth, J.1    Datta, B.2
  • 51
    • 79960112060 scopus 로고    scopus 로고
    • Estimation of water and salt generation from unregulated upland catchments
    • Stenson M.P., Littleboy M., Gilfedder M. Estimation of water and salt generation from unregulated upland catchments. Environmental Modelling & Software 2011, 26(11):1268-1278.
    • (2011) Environmental Modelling & Software , vol.26 , Issue.11 , pp. 1268-1278
    • Stenson, M.P.1    Littleboy, M.2    Gilfedder, M.3
  • 53
    • 67349226427 scopus 로고    scopus 로고
    • Application of genetic programming to project climate change impacts on the population of Formosan landlocked salmon
    • Tung C.-P., Lee T.-Y., Yang Y.-C.E., Chen Y.-J. Application of genetic programming to project climate change impacts on the population of Formosan landlocked salmon. Environmental Modelling & Software 2009, 24:1062-2072.
    • (2009) Environmental Modelling & Software , vol.24 , pp. 1062-2072
    • Tung, C.-P.1    Lee, T.-Y.2    Yang, Y.-C.E.3    Chen, Y.-J.4
  • 54
    • 0023524325 scopus 로고
    • Simultaneous confidence intervals and prediction intervals for nonlinear regression models with application to a groundwater flow model
    • Vecchia A.V., Cooley R.L. Simultaneous confidence intervals and prediction intervals for nonlinear regression models with application to a groundwater flow model. Water Resources Research 1987, 23(7):1237-1250.
    • (1987) Water Resources Research , vol.23 , Issue.7 , pp. 1237-1250
    • Vecchia, A.V.1    Cooley, R.L.2
  • 56
    • 70449607629 scopus 로고    scopus 로고
    • Constructing Reservoir flow Simulator Proxies using genetic programming for History Matching and production forecast uncertainty analysis
    • 263108
    • Yu T., Wilkinson D., Castellini A. Constructing Reservoir flow Simulator Proxies using genetic programming for History Matching and production forecast uncertainty analysis. Journal of Artificial Evolution and Applications 2008, 2008(263108):1-13.
    • (2008) Journal of Artificial Evolution and Applications , vol.2008 , pp. 1-13
    • Yu, T.1    Wilkinson, D.2    Castellini, A.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.