Linear and non-linear multiple regression for the calculation of landfill volumes and iterative method for the recognition of flow lines from digital elevation and terrain data

Roberto Pettres

Abstract


This work presents a study on the use of multiple regression for the processing of aerial survey data made with drones in the form of point clouds of the Universal Transverse Mercator system. The model makes use of linear and non-linear multiple regression to estimate the volume of landfill and curves and level surfaces are defined based on the relief data. In this work it is also developed an iterative method for calculating the gradient on the surface generated from the point cloud, with which, the water flow lines are drawn in case of large fluviometric volume. The mathematical models, as well as the results of this work are presented below.


Keywords


Linear multiple regression; Nonlinear multiple regression; Digital elevation models; Digital surface model; Flow lines

References


FELGUEIRAS, C. A.; ORTIZ, J. O.; SANTOS, C. C.; CAMARGO, E. C. G.; SANT’ANNA, S. J. S. Assesment to the altimetric accuracy of digital elevation models obtained from drone image information. Anais do XIX Simpósio de sensoriamento remoto, Santos, SP, Brasil, 2019.

GARCIA, G. J.; PIEDADE, G. C. R. Topografia aplicada às ciências agrárias. 5 ed. Nobil, São Paulo, 1984.

IRVINE, W. Surveying for construction. 2 ed. McGraw-Hill, London, s.d.

MEIRELLES, F. S. C. Dam safety. Module I - Dams: Legal, technical and socio-environmental aspects. Brazil, 2009.

OLIVEIRA, H. C.; JESUS, H. P. Comparative analysis of planialtimetric surveys – Standard topography, GPS, Drone. Monografia do Curso de engenharia Civil, Escola de Engenharia Civil e Ambiental, Universidade Federal de Goiás, 2018.

OUÉDRAOGO M. M.; DEGRÉ, A.; DEBOUCHE, C.; LISEIN J. The evaluation of unmanned aerial system-based photogrammetry and terrestrial laser scanning to generate DEMs of agricultural watersheds. Geomorphology. V. 55, pp 214-339, 2014. https://doi.org/10.1016/j.geomorph.2014.02.016

PASSALACQUA, P.; BELMONT, P.; STALEY, D. M.; SIMLEY, J. D.; ARROWSMITH, J.R.; BODE, C.A.; CROSBY, C.; DELONG, S.B.; GLENN, N. F.; KELLY, S. A.; LAGUE, D.; SANGIREDDY, H.; SCHAFFRATH, K.; TARBOTON, D. G.; WASKLEWICZ, T.; WHEATON, J. M. Analyzing high resolution topography for advancing the understanding of mass and energy transfer through landscapes: a review. Earth-Sci Rev. V. 93, pp 148-174, 2015. https://doi.org/10.1016/j.earscirev.2015.05.012

PEDREIRA, W. J. P. Avaliação da Acurácia Altimétrica de Mapeamento Cartográfico Topográfico Usando VANT. Monografia do Curso de Bacharelado em Ciências Exatas e Tecnológicas, Universidade Federal do Recôncavo da Bahia, 2017.

PEREIRA, W.S.; MAGALHÃES, J.R.G.; CARDOSO, A.L. Obtenção de Modelo Digital de Terreno e Ortomosaico na Região Sub-bacia Riacho do Machado, Cruz das Alma/BA: Percepções a partir do Processamento de Dados de Veículos Aéreos Não Tripulados. Anais do Simpósio Regional de Geoprocessamento e Sensoriamento Remoto – GEONORDESTE 2017 – Salvador, BA, Brasil, 2017.

TAROLLI, P. High-resolution topography for understanding Earth surface processes: opportunities and challenges. Geomorphology. V. 312, pp 216-295, 2014. https://doi.org/10.1016/j.geomorph.2014.03.008

VEIGA, L. A. K.; ZANETTI, M. A. Z.; FAGGION, L. F. Fundamentos de Topografia. Curitiba: Engenharia Cartográfica e de Agrimensura Federal do Paraná, 2012.

WHEATON J. M.; BRASINGTON, J.; DARBY, S. E.; SEAR, D. A. Accounting for uncertainty in DEMs from repeat topographic surveys: improved sediment budgets. Earth Surf Process Landforms. V. 56, pp 35:136, 2010. https://doi.org/10.1002/esp.1886

YU, B.; CAKURS, U.; ROSE, C. W. An assessment of method for estimating runoff rates at the plot scale. Transactions of the ASAE, v. 41, n. 3, p. 653-661, 1998.

ZONTA, J. H.; SOFIATTI, V.; COSTA, A. G. F.; SILVA, O. R. R. F.; BEZERRA, J. R. C.; SILVA, C. A. D. BELTRÃO, N. E. M.; ALVES, I.; FRANSCISO JÚNIOR, A. C.; CARTAXO, W. V.; RAMOS, E. N.; OLIVEIRA, M. C..; CUNHA, D. S.; MOTA, M. O. S.;SOARES, A. N.; BARBOSA, H. F. Práticas de Conservação de Solo e Água, Circular Técnica, EMBRAPA, 2012.




DOI: https://doi.org/10.18256/2358-6508.2021.v8i1.3803

Refbacks

  • There are currently no refbacks.


Bookmark and Share


Copyright (c) 2021 Roberto Pettres

Licença Creative Commons
Esta obra da Revista de Engenharia Civil IMED está licenciada com uma Licença Creative Commons Atribuição 4.0 Internacional.

ISSN 2358-6508

 Indexadores

DOAJ.jpg   logos_DOI_CrossRef_CrossChek.png 
SHERPA-RoMEO-long-logo.gif   
 
 latindex.jpg