Journal of Applied Optics, Volume. 40, Issue 6, 1059(2019)
Nonlinear unmixing of hyperspectral images based on double-bird flock optimization
[1] [1] TONG Qingxi, ZHANG Bing, ZHENG Lanfen. Hyperspectral remote sensing: principle, technology and application[M]. Beijing: Higher Education Press, 2006.
[3] [3] YANG Bin, WANG Bin, WU Zongmin. Nonlinear spectral unmixing for hyperspectral imagery based on bilinear mixture models[J]. J. Infrared Milli. Waves,2018, 37(5): 121-131.
[4] [4] ALTMANN Y, HALIMI A, DOBIGEON N, et al. Supervised nonlinear spectral unmixing using a post-nonlinear mixing model for hyperspectral imagery[J]. IEEE Trans. on Image Processing, 2012,21(6): 3017-3025.
[5] [5] AMIRI F , KAHAEI M H . Bayesian unmixing using sparse dirichlet prior with polynomial post-nonlinear mixing model[J]. IEEE Transactions on Electrical and Electronic Engineering, 2019,14(4): 650-651.
[6] [6] EBERHART R, KENNEDY J. A new optimizer using particle swarm theory[C]//Proceedings of the 6th International Symposium on Micro Machine and Human Science . Los Alamitos: IEEE Computer Society Press,1995: 39-43
[7] [7] HE Z , DING S , LI B , et al. An improved particle swarm optimization of support vector machine parameters for hyperspectral image classification[C]// 2017 12th IEEE Conference on Industrial Electronics and Applications (ICIEA). USA: IEEE, 2017.
[8] [8] TEMBHURNE O, SHRIMANKAR D. N-PSO: endmember extraction using advance particle swarm optimization for NLMM[J]. Sadhana-Academy Proceedings in Engineering Sciences, 2018,43(9): 141.
[9] [9] KARABOGA D, AKAY B. A comparative study of artificial bee colony algorithm[J]. Applied Mathematics & Computation, 2009, 214(1): 108-132.
[10] [10] ALAM F, SAADI H S, ALAM M S. A novel comparative study between dual population genetic algorithm and artificial bee colony algorithm for function optimization[C]// International Conference on Computer & Information Technology.USA: IEEE, 2017.
[11] [11] CHEN Lei, GAN Shizhong, SUN Xi. Nonlinear unmixing using backtracking optimization for hyperspectral images[J]. Infrared and Laser Engineering, 2017,46(6): 0638001.
[12] [12] CHEN Lei, ZHANG Liyi, FEI Teng, et al. Nonlinear unmixing of hyperspectral images based on differential search algorithm[J]. Acta Electronica Sinica, 2017, 45(2): 337-345.
[13] [13] LIU Seng, JIA Zhicheng, CHEN Lei, et al. Hyperspectral images unmixing based on nonnegative matrix factorization optimized by Salp swarm algorithm[J]. Journal of Computer-Aided Design & Computer Graphics, 2019, 31(2): 315-323.
[14] [14] MENG X B , GAO X Z , LU L , et al. A new bio-inspired optimisation algorithm: Bird swarm algorithm[J]. Journal of Experimental & Theoretical Artificial Intelligence, 2016, 28(4): 673-687.
[15] [15] DAS S, SUGANTHAN P N. Differential evolution: A survey of the state-of-the-art[J]. IEEE Transactions on Evolutionary Computation, 2011, 15(1): 4-31.
[16] [16] HEINZ D C, CHANG C I. Fully constrained least-squares linear spectral mixture analysis method for material quantifification in hyperspectral imagery[J]. IEEE Trans. Geosci. Remote Sens., 2001, 39(3): 529-545.
[17] [17] BIOUCAS-DIAS J M , FIGUEIREDO M A T . Alternating direction algorithms for constrained sparse regression: Application to hyperspectral unmixing[C]// Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS). USA: IEEE, 2010.
[18] [18] ECHES O , DOBIGEON N , MAILHES C , et al. Bayesian estimation of linear mixtures using the normal compositional model[J]. IEEE Transactions on Image Processing, 2010, 19(6): 1403-1413.
[19] [19] ZHUANG L , ZHANG B , GAO L , et al. Normal endmember spectral unmixing method for hyperspectral imagery[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2015, 8(6): 2598-2606.
Get Citation
Copy Citation Text
WENG Xuhui, LEI Wuhu, REN Xiaodong. Nonlinear unmixing of hyperspectral images based on double-bird flock optimization[J]. Journal of Applied Optics, 2019, 40(6): 1059
Category:
Received: Jun. 25, 2019
Accepted: --
Published Online: Feb. 11, 2020
The Author Email: Xuhui WENG (xuhui_weng@163.com)