Demodulation of Interferograms based on Particle Swarm Optimization

A parametric method to carry out fringe pattern demodulation by means of a particle swarm optimization is presented. The phase is approximated by the parametric estimation of an nth-grade polynomial so that no further unwrapping is required. A particle swarm is used to optimize the input parameters of the function that estimates the phase. A fitness function is established to evaluate the particles, which considers: (a) the closeness between the observed fringes and the recovered fringes, (b) the phase smoothness and c) the prior knowledge of the object, such as its shape and size. The swarm of particles evolves until a fitness average threshold is obtained. We demonstrate that the method is able to successfully demodulate fringe patterns and even a one-image closed-fringe pattern.

[1]  K. Creath V Phase-Measurement Interferometry Techniques , 1988 .

[2]  Riccardo Poli,et al.  Particle swarm optimization , 1995, Swarm Intelligence.

[3]  Louis A. Romero,et al.  A Cellular Automata Method for Phase Unwrapping , 1986, Topical Meeting On Signal Recovery and Synthesis II.

[4]  D. Malacara,et al.  Interferogram Analysis for Optical Testing , 2018 .

[5]  Xianyu Su,et al.  Fourier transform profilometry:: a review , 2001 .

[6]  Xianyu Su,et al.  Phase unwrapping algorithm based on fringe frequency analysis in Fourier-transform profilometry , 2001 .

[7]  D. Malacara Optical Shop Testing , 1978 .

[8]  Manuel Servin,et al.  Two-dimensional Phase Locked Loop Demodulation of Interferograms , 1993 .

[9]  J William,et al.  IEEE Computer Graphics and Applications , 2019, Computer.

[10]  R. Eberhart,et al.  Empirical study of particle swarm optimization , 1999, Proceedings of the 1999 Congress on Evolutionary Computation-CEC99 (Cat. No. 99TH8406).

[11]  Linda G. Shapiro,et al.  Computer and Robot Vision , 1991 .

[12]  L. E. Toledo,et al.  Optical Metrology by Fringe Processing on Independent Windows Using a Genetic Algorithm , 2008 .

[13]  Francisco J. Cuevas,et al.  Depth object recovery using radial basis functions , 1999 .

[14]  Azriel Rosenfeld,et al.  Sequential Operations in Digital Picture Processing , 1966, JACM.

[15]  RosenfeldAzriel,et al.  Sequential Operations in Digital Picture Processing , 1966 .

[16]  G. T. Reid,et al.  Interferogram Analysis: Digital Fringe Pattern Measurement Techniques , 1994 .

[17]  J. Hadamard Sur les problemes aux derive espartielles et leur signification physique , 1902 .

[18]  Francisco J. Cuevas,et al.  Multi-layer neural network applied to phase and depth recovery from fringe patterns , 2000 .

[19]  James C. Wyant Book Rvw: Interferogram Analysis: Digital Fringe Pattern Measurement Techniques. By David W. Robinson and Graeme T. Reid , 1993 .

[20]  Joydeep Ghosh,et al.  Two-dimensional phase unwrapping using neural networks , 2000, 4th IEEE Southwest Symposium on Image Analysis and Interpretation.

[21]  Manuel Servin,et al.  A parametric method applied to phase recovery from a fringe pattern based on a genetic algorithm , 2002 .

[22]  Russell C. Eberhart,et al.  Comparison between Genetic Algorithms and Particle Swarm Optimization , 1998, Evolutionary Programming.

[23]  Yue Shi,et al.  A modified particle swarm optimizer , 1998, 1998 IEEE International Conference on Evolutionary Computation Proceedings. IEEE World Congress on Computational Intelligence (Cat. No.98TH8360).

[24]  N. Otsu A threshold selection method from gray level histograms , 1979 .

[25]  Francisco J. Cuevas,et al.  Window fringe pattern demodulation by multi-functional fitting using a genetic algorithm , 2006 .

[26]  M. Takeda,et al.  Fourier-transform method of fringe-pattern analysis for computer-based topography and interferometry , 1982 .

[27]  J. Marroquín,et al.  Demodulation of a single interferogram by use of a two-dimensional regularized phase-tracking technique. , 1997, Applied optics.

[28]  M. Servin,et al.  Fringe-follower regularized phase tracker for demodulation of closed-fringe interferograms , 2001 .

[29]  A. Glassner Fill 'Er Up! , 2001, IEEE Computer Graphics and Applications.

[30]  Kenneth H. Womack,et al.  Interferometric Phase Measurement Using Spatial Synchronous Detection , 1983 .

[31]  Russell C. Eberhart,et al.  A new optimizer using particle swarm theory , 1995, MHS'95. Proceedings of the Sixth International Symposium on Micro Machine and Human Science.

[32]  Juan Martín Carpio Valadez,et al.  Demodulation of Interferograms of Closed Fringes by Zernike Polynomials using a technique of Soft Computing , 2007, Eng. Lett..