Coastal wetland mapping with Sentinel-2 MSI imagery based on gravitational optimized multilayer perceptron and morphological attribute profiles

作者: Aizhu Zhang , Genyun Sun , Ping Ma , Xiuping Jia , Jinchang Ren

DOI: 10.3390/RS11080952

关键词: Classifier (UML)Water resourcesComputer scienceMultilayer perceptronMultispectral imageArtificial intelligenceContextual image classificationClimate changeWetlandPattern recognitionWater cycle

摘要: Coastal wetland mapping plays an essential role in monitoring climate change, the hydrological cycle, and water resources. In this study, a novel classification framework …

参考文章(77)
Mahdi Khodadadzadeh, Jun Li, Saurabh Prasad, Antonio Plaza, Fusion of Hyperspectral and LiDAR Remote Sensing Data Using Multiple Feature Learning IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. ,vol. 8, pp. 2971- 2983 ,(2015) , 10.1109/JSTARS.2015.2432037
Jon Atli Benediktsson, Lorenzo Bruzzone, Jocelyn Chanussot, Mauro Dalla Mura, Philippe Salembier, Silvia Valero, Hierarchical analysis of remote sensing data: morphological attribute profiles and binary partition trees international symposium on memory management. pp. 306- 319 ,(2011) , 10.1007/978-3-642-21569-8_27
C. Prigent, F. Papa, F. Aires, C. Jimenez, W. B. Rossow, E. Matthews, Changes in land surface water dynamics since the 1990s and relation to population pressure Geophysical Research Letters. ,vol. 39, pp. n/a- n/a ,(2012) , 10.1029/2012GL051276
Linyi Li, Yun Chen, Tingbao Xu, Rui Liu, Kaifang Shi, Chang Huang, Super-resolution mapping of wetland inundation from remote sensing imagery based on integration of back-propagation neural network and genetic algorithm Remote Sensing of Environment. ,vol. 164, pp. 142- 154 ,(2015) , 10.1016/J.RSE.2015.04.009
Zhengjun Liu, Aixia Liu, Changyao Wang, Zheng Niu, Evolving neural network using real coded genetic algorithm (GA) for multispectral image classification Future Generation Computer Systems. ,vol. 20, pp. 1119- 1129 ,(2004) , 10.1016/J.FUTURE.2003.11.024
Luca Demarchi, Frank Canters, Claude Cariou, Giorgio Licciardi, Jonathan Cheung-Wai Chan, Assessing the performance of two unsupervised dimensionality reduction techniques on hyperspectral APEX data for high resolution urban land-cover mapping Isprs Journal of Photogrammetry and Remote Sensing. ,vol. 87, pp. 166- 179 ,(2014) , 10.1016/J.ISPRSJPRS.2013.10.012
Charles Lane, Hongxing Liu, Bradley Autrey, Oleg Anenkhonov, Victor Chepinoga, Qiusheng Wu, Improved Wetland Classification Using Eight-Band High Resolution Satellite Imagery and a Hybrid Approach Remote Sensing. ,vol. 6, pp. 12187- 12216 ,(2014) , 10.3390/RS61212187
M. Fauvel, Y. Tarabalka, J. A. Benediktsson, J. Chanussot, J. C. Tilton, Advances in Spectral-Spatial Classification of Hyperspectral Images Proceedings of the IEEE. ,vol. 101, pp. 652- 675 ,(2013) , 10.1109/JPROC.2012.2197589
Seyedali Mirjalili, How effective is the Grey Wolf optimizer in training multi-layer perceptrons Applied Intelligence. ,vol. 43, pp. 150- 161 ,(2015) , 10.1007/S10489-014-0645-7
Pedram Ghamisi, Jon Atli Benediktsson, Gabriele Cavallaro, Antonio Plaza, Automatic Framework for Spectral–Spatial Classification Based on Supervised Feature Extraction and Morphological Attribute Profiles IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. ,vol. 7, pp. 2147- 2160 ,(2014) , 10.1109/JSTARS.2014.2298876