This paper presents a sensitivity analysis in the calibration of two sensors: a laser sensor Velodyne HDL-64E and a panoramic camera Point Grey Ladybug2; both sensors are used for three-dimensional urban reconstruction and were calibrated by two techniques; their results are compared in the sensitivity analysis. The effect of each parameter on the errors propagated in our platform reconstruction was analyzed using the simulated and experimental data sets. To compare the calibration parameters, we implement simulation techniques like Monte Carlo (MC) and Latin hypercube sampling (LHS). The sensitivity index for each parameter was calculated by two methods. The Sobol method, which is based on the analysis of the variance breakdown and the Fourier amplitude sensitivity test (FAST) method, based on Fourier analysis. Measures of variability on the simulated and experimental calibration parameters are shown for the calibration techniques implemented. Results on parameters and factors causing higher uncertainty in the calibration process are presented.
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March 2016
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Complete Sensitivity Analysis in a LiDAR-Camera Calibration Model
Angel-Iván García-Moreno,
Angel-Iván García-Moreno
Department of Image Analysis,
Research Center for Applied Science and Advanced Technology (CICATA),
Instituto Politécnico Nacional,
Cerro Blanco 141 Col. Colinas del Cimatario,
Quéretaro 76090, México
Research Center for Applied Science and Advanced Technology (CICATA),
Instituto Politécnico Nacional,
Cerro Blanco 141 Col. Colinas del Cimatario,
Quéretaro 76090, México
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Jose-Joel González-Barbosa,
Jose-Joel González-Barbosa
Department of Image Analysis,
Research Center for Applied Science and Advanced Technology (CICATA),
Instituto Politécnico Nacional,
Cerro Blanco 141 Col. Colinas del Cimatario,
Quéretaro 76090, México
e-mail: jgonzalezba@ipn.mx
Research Center for Applied Science and Advanced Technology (CICATA),
Instituto Politécnico Nacional,
Cerro Blanco 141 Col. Colinas del Cimatario,
Quéretaro 76090, México
e-mail: jgonzalezba@ipn.mx
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Alfonso Ramírez-Pedraza,
Alfonso Ramírez-Pedraza
Department of Image Analysis,
Research Center for Applied Science and Advanced Technology (CICATA),
Instituto Politécnico Nacional,
Cerro Blanco 141 Col. Colinas del Cimatario,
Quéretaro 76090, México
Research Center for Applied Science and Advanced Technology (CICATA),
Instituto Politécnico Nacional,
Cerro Blanco 141 Col. Colinas del Cimatario,
Quéretaro 76090, México
Search for other works by this author on:
Juan B. Hurtado-Ramos,
Juan B. Hurtado-Ramos
Department of Image Analysis,
Research Center for Applied Science and Advanced Technology (CICATA),
Instituto Politécnico Nacional,
Cerro Blanco 141 Col. Colinas del Cimatario,
Quéretaro 76090, México
Research Center for Applied Science and Advanced Technology (CICATA),
Instituto Politécnico Nacional,
Cerro Blanco 141 Col. Colinas del Cimatario,
Quéretaro 76090, México
Search for other works by this author on:
Francisco-Javier Ornelas-Rodríguez
Francisco-Javier Ornelas-Rodríguez
Department of Image Analysis,
Research Center for Applied Science and Advanced Technology (CICATA),
Instituto Politécnico Nacional,
Cerro Blanco 141 Col. Colinas del Cimatario,
Quéretaro 76090, México
Research Center for Applied Science and Advanced Technology (CICATA),
Instituto Politécnico Nacional,
Cerro Blanco 141 Col. Colinas del Cimatario,
Quéretaro 76090, México
Search for other works by this author on:
Angel-Iván García-Moreno
Department of Image Analysis,
Research Center for Applied Science and Advanced Technology (CICATA),
Instituto Politécnico Nacional,
Cerro Blanco 141 Col. Colinas del Cimatario,
Quéretaro 76090, México
Research Center for Applied Science and Advanced Technology (CICATA),
Instituto Politécnico Nacional,
Cerro Blanco 141 Col. Colinas del Cimatario,
Quéretaro 76090, México
Jose-Joel González-Barbosa
Department of Image Analysis,
Research Center for Applied Science and Advanced Technology (CICATA),
Instituto Politécnico Nacional,
Cerro Blanco 141 Col. Colinas del Cimatario,
Quéretaro 76090, México
e-mail: jgonzalezba@ipn.mx
Research Center for Applied Science and Advanced Technology (CICATA),
Instituto Politécnico Nacional,
Cerro Blanco 141 Col. Colinas del Cimatario,
Quéretaro 76090, México
e-mail: jgonzalezba@ipn.mx
Alfonso Ramírez-Pedraza
Department of Image Analysis,
Research Center for Applied Science and Advanced Technology (CICATA),
Instituto Politécnico Nacional,
Cerro Blanco 141 Col. Colinas del Cimatario,
Quéretaro 76090, México
Research Center for Applied Science and Advanced Technology (CICATA),
Instituto Politécnico Nacional,
Cerro Blanco 141 Col. Colinas del Cimatario,
Quéretaro 76090, México
Juan B. Hurtado-Ramos
Department of Image Analysis,
Research Center for Applied Science and Advanced Technology (CICATA),
Instituto Politécnico Nacional,
Cerro Blanco 141 Col. Colinas del Cimatario,
Quéretaro 76090, México
Research Center for Applied Science and Advanced Technology (CICATA),
Instituto Politécnico Nacional,
Cerro Blanco 141 Col. Colinas del Cimatario,
Quéretaro 76090, México
Francisco-Javier Ornelas-Rodríguez
Department of Image Analysis,
Research Center for Applied Science and Advanced Technology (CICATA),
Instituto Politécnico Nacional,
Cerro Blanco 141 Col. Colinas del Cimatario,
Quéretaro 76090, México
Research Center for Applied Science and Advanced Technology (CICATA),
Instituto Politécnico Nacional,
Cerro Blanco 141 Col. Colinas del Cimatario,
Quéretaro 76090, México
1Corresponding author.
Contributed by the Design Engineering Division of ASME for publication in the JOURNAL OF COMPUTING AND INFORMATION SCIENCE IN ENGINEERING. Manuscript received June 3, 2015; final manuscript received October 30, 2015; published online December 11, 2015. Editor: Bahram Ravani.
J. Comput. Inf. Sci. Eng. Mar 2016, 16(1): 014501 (10 pages)
Published Online: December 11, 2015
Article history
Received:
June 3, 2015
Revised:
October 30, 2015
Citation
García-Moreno, A., González-Barbosa, J., Ramírez-Pedraza, A., Hurtado-Ramos, J. B., and Ornelas-Rodríguez, F. (December 11, 2015). "Complete Sensitivity Analysis in a LiDAR-Camera Calibration Model." ASME. J. Comput. Inf. Sci. Eng. March 2016; 16(1): 014501. https://doi.org/10.1115/1.4032026
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