Combining ALOS PALSAR and AVNIR-2 data for effective land use/land cover classification in Jharia coalfields region

International Journal of Image and Data Fusion

Volumn 8, Issue 2, 2017, Pages 130-147

  Parihar, N ^a   Rathore, V S ^a   Mohan, Shiv ^b  

^a BIRLA INSTITUTE OF TECHNOLOGY   (India)

^b PHYSICAL RESEARCH LABORATORY   (India)

Author keywords

accuracy; backscatter; classification; data fusion; SAR

Indexed keywords

BACKSCATTERING; COAL DEPOSITS; DATA FUSION; INFRARED DEVICES; LAND USE; LANDFORMS; SYNTHETIC APERTURE RADAR;

ACCURACY; BACKSCATTER DATA; CLASSIFICATION ACCURACY; CLASSIFICATION TECHNIQUE; DATA FUSION TECHNIQUE; LAND USE/LAND COVER; OPTICAL DATA; VISIBLE AND NEAR INFRARED RADIOMETERS;

CLASSIFICATION (OF INFORMATION);

ACCURACY ASSESSMENT; ALOS; BACKSCATTER; DATA PROCESSING; LAND CLASSIFICATION; LAND COVER; LAND USE; PALSAR; SYNTHETIC APERTURE RADAR;

BIHAR; INDIA; JHARIA COALFIELD;

EID: 85007395549     PISSN: 19479832     EISSN: 19479824     Source Type: Journal    
DOI: 10.1080/19479832.2016.1273258     Document Type: Article

References (70)

1. Aiazzi, B., et al., 2006. Enhanced gram-schmidt spectral sharpening based on multivariate regression of MS and pan data. In:Geoscience and remote sensing symposium, IGARSS. 3806–3809.
2. Almeido-Filho, R., and Shimabukuro, Y.E., 2002. Digital processing of a Landsat-TM time-series for mapping and monitoring degraded areas caused by independant gold miners, Roraima State, Brazilian Amazon. Remote Sensing of Environment, 79, 42–50. doi:10.1016/S0034-4257(01)00237-1
3. Amarsaikhan, D., and Douglas, T., 2004. Data fusion and multisource image classification. International Journal of Remote Sensing, 25 (17), 3529–3539. doi:10.1080/0143116031000115111
4. Anys, H., and He, D.C., 1995. Evaluation of textural and multipolarization radar features for crop classification. IEEE Transactions on Geoscience and Remote Sensing, 33 (5), 1170–1181. doi:10.1109/36.469481
5. Aschbacher, J., and Lichtenegger, J., 1990. Complementary nature of SAR and optical data:a case study in the Tropics. Earth Observation Quarterly, 31, 4–8.
6. Banner, A.V., and Ahern, F.J., 1995. Incident angle effects on the interpretability of forest clear cuts using airborne C-HH SAR imagery. Canadian Journal of Remote Sensing, 2 (1), 64–66. doi:10.1080/07038992.1995.10874598
7. Bethune, S., et al., 1998. Fusion of multispectral and panchromatic images by local mean and variance matching filtering techniques. In:Fusion of earth data, sophia antipolis. France.
8. Bharath, H.A., et al., 2009. Fusion of multi resolution remote sensing data for urban sprawl analysis. Bangalore:COSMAR, Indian Institute of Science.
9. Bignami, C., et al. 2004. Comparing and combining the capability of detecting earthquake damages in urban areas using SAR and optical data. Proceedings of IEEE/IGARS, 1, 55-58.
10. Bloom, A., et al. 1988. A demonstration of stereo photogrammetry with combined SIR-B and Landsat-TM images. International Journal of Remote Sensing, 9, 1023–1038. doi:10.1080/01431168808954911
11. Brisco, B., and Brown, R.J., 1999. Multidate SAR/TM synergism for crop classification in Western Canada. Photogrammetric Engineering and Remote Sensing, 61 (8), 1009–1014.
12. Brunner, D., et al. 2008. Extraction of building heights from VHR SAR imagery using an iterative simulation and match procedure. IEEE International Geoscience and Remote Sensing Symposium. IGARSS, 4, 141–144.
13. Chavez, P.S., et al. 1991. Comparison of three different methods to merge multiresolution and multispectral data:landsat TM and SPOT panchromatic. Photogrammetric Engineering and Remote Sensing, 57 (3), 295–303.
14. Chen, C.M., et al. 2003. Fusion of hyperspectral and radar data using the HIS transformation to enhance urban surface features. ISPRS Journal of Photogrammetry and Remote Sensing, 58, 19–30. doi:10.1016/S0924-2716(03)00014-5
15. Cheng, P., 2007. Automated high-accuracy orthorectification and mosaicking of PALSAR data without ground control points. GEOInformatics, 6 (10), 36–38.
16. Cliche, G., et al. 1985. Integration of the SPOT pan channel into its multispectral mode for image sharpness enhancement. Photogrammetric Engineering and Remote Sensing, 51, 311–316.
17. Colditz, R.R., et al. 2006. Influence of image fusion approaches on classification accuracy:a case study. International Journal of Remote Sensing, 27 (15), 3311–3335. doi:10.1080/01431160600649254
18. Das, A., et al. 2014. Topographic correction of ALOS-PALSAR images using InSAR derived DEM. Geocarto International, 30, 145–153.
19. Duguay, G., et al. 1987. Integrating remotely sensed data from different sensors for change detection. In Proceedings of the I.E.E.E. International geoscience and remote sensing symposium, IGARSS. New York:IEEE:18–21.
20. Fan, F., et al. 2007. Land use land cover change in Guangzhou, China, from 1998 to 2003, based on landsat TM/ETM+ Imagery. Sensors, 7, 1323–1342. doi:10.3390/s7071323
21. Gamba, P., 2013. Image and data fusion in remote sensing of urban areas:status issues and research trends. International Journal of Image and Data Fusion, 5 (1), 2–12. doi:10.1080/19479832.2013.848477
22. Gamba, P., and Houshmand, B., 1999. Three-dimensional road network by fusion of polarimetric and interferometric SAR data. Proceedings of IGARSS, 99 (I), 302–304.
23. Genderen, Van, J.L., and Pohl, C., 1994. Image fusion:issues, technique and applications. In Intelligent image fusion proceeding EARSeL workshop. Enschede:ITC:18–26.
24. Hall, D.L., 1992. Mathematical techniques in multisensor data fusion. Norwood:Artech House Inc.
25. Jin, Y., et al., 2006. Pixel level fusion for multiple SAR images using PCA and wavelet transform. In:Radar, CIE international conference, Shanghai. 1–4.
26. Junjie, Z., et al., 2006. 3D reconstruction of building based on high-resolution SAR and optical images. In:IEEE international conference on geoscience and remote sensing symposium. (IGARSS). Denver:3794–3797.
27. Kurosu, T., et al. 1999. Texture statistics for classification of land use with multitemporal JERS-1 SAR single-look imagery. IEEE Transactions on Geosciences and Remote Sensing, 37 (1), 227–235. doi:10.1109/36.739157
28. Lavalle, M., and Wright, T., 2009. Absolute radiometric and polarimetric calibration of ALOS PALSAR products generated within ADEN. Frascati:European Space Agency.
29. Leckie, D.G., 1990. Synergism of SAR and visible/infrared data for forest type discrimination. Photogrammetric Engineering and Remote Sensing, 56, 1237–1246.
30. Li, S., and Wang, Y., 2001. Discrete multiwavelet transform method to fusing Landsat-7 panchromatic image and multi-spectral images. Geoscience and Remote Sensing Symposium, IGARSS, 4, 1962–1964.
31. Liu, J.G., 2000. Smoothing Filter-based intensity modulation:a spectral preserve image fusion technique for improving spatial details. International Journal of Remote Sensing, 21, 3461–3472. doi:10.1080/014311600750037499
32. Niemann, K.O., et al. 1998. A practical alternative for fusion of hyperspectral data with high resolution imagery. Proceedings of IEEE International Geosciences and Remote Sensing Symposium, 1, 174–176.
33. Nizalapur, V., et al. 2011. Coherence-based land cover classification in forested areas of Chattisgarh, Central India, using environmental satellite—advanced synthetic aperture radar data. Journal of Applied Remote Sensing, 5, 59501–59506. doi:10.1117/1.3557816
34. Orsomando, F., et al. 2007. SAR and optical data fusion for change detection. Urban Remote Sensing Joint Event, 1–9.
35. Pacifici, F., et al. 2008. Urban mapping using coarse SAR and optical data:outcome of the 2007 GRSS data fusion contest. IEEE Geoscience and Remote Sensing Letters, 5 (3), 331–335. doi:10.1109/LGRS.2008.915939
36. Parihar, N., et al. 2014. Analysis of L-band SAR backscatter and coherence for delineation of land-use/land-cover. International Journal of Remote Sensing, 35 (18), 6781–6798. doi:10.1080/01431161.2014.965282
37. Pohl, C., and Genderen, Van, J.L., 1995. Image fusion of microwave and optical remote sensing data for map updating in the Tropics. Image and Signal Processing for Remote Sensing, Proceedings of EUROPTO, SPIE, 2579, 2–10.
38. Pohl, C., and Genderen, Van, J.L., 1998. Multisensor image fusion in remote sensing:concepts, methods and applications. International Journal of Remote Sensing, 19 (5), 823–854. doi:10.1080/014311698215748
39. Rahman, M.M., et al. 2010. Microwave and optical image fusion for surface and sub-surface feature mapping in Eastern Sahara. International Journal of Remote Sensing, 31 (20), 5465–5480. doi:10.1080/01431160903302999
40. Rahman, M.M., and Csaplovics, E., 2007. Examination of image fusion using synthetic variable ratio (SVR) technique. International Journal of Remote Sensing, 28 (15), 3413–3424. doi:10.1080/01431160600993405
41. Raouf, A., and Lichtenegger, J., 1997. Integrated use of SAR and optical data for coastal zone management. Third ERS Symposium on Space at the service of our Environment, Florence, Italy.
42. Saraf, A.K., 1999. IRS-1C-LISS-III and PAN data fusion:an approach to improve remote sensing based mapping techniques. International Journal of Remote Sensing, 20 (10), 1929–1934. doi:10.1080/014311699212272
43. Shen, S.S., 1990. Summary of types of data fusion methods utilized in workshop papers. Multisource data integration in remote sensing. In:NASA conference publication 3099. Greenbelt, MD:NASA, 145–149.
44. Singh, B.K., et al., 2011. Land surface feature extraction using palsar and avnir 2 data - applying data fusion technique. Journal of Geoscientists, 1 (1), 43–50.
45. Soergel, U., et al. 2007. Extraction of bridge features from high-resolution InSAR data and optical images. Urban Remote Sensing Joint Event, IntArchPhRS, 36, CD, 1-6.
46. Soldberg, A.H.S., et al. 1994. Multisource classification of remotely sensed data:fusion of Landsat TM and SAR images. IEEE Transaction on Geoscience and Remote Sensing, 32 (4), 768–778. doi:10.1109/36.298006
47. Sportouche, H., et al., 2009. Building extraction and 3d reconstruction in urban areas from high-resolution optical and sar imagery. In:URBAN, IEEE GRSS/ISPRS joint workshop on data fusion and remote sensing over urban areas. Shanghai:IEEE.
48. Stilla, U., et al., 2005. Potential and limits for reconstruction of buildings from high resolution SAR data of urban areas. In:Proceedings of 28th general assembly of international union radio science (URSI). New Delhi:International Union of Radio Science (URSI).
49. Stramondo, S., et al. 2006. Satellite radar and optical remote sensing for earthquake damage detection:results from different case studies. International Journal of Remote Sensing, 27 (15), 4433–4447. doi:10.1080/01431160600675895
50. Strobl, D., et al. 1990. Terrain correction geocoding of a multi-sensor image data set. In:Proceedings 10th EARSeL Symposium, Toulouse, France. Paris:European Space Agency, 98–107.
51. Strozzi, T., and Wegmuller, U., 1998. Delimitation of urban areas with SAR interferometry. IEEE Proceedings of IGARSS, 6-10, 1632–1634.
52. Suits, G., et al. 1988. Procedures for using signals from one sensor as substitutes for signals of another. Remote Sensing of Environment, 25, 395–408. doi:10.1016/0034-4257(88)90111-3
53. Tison, C., et al. 2007. A fusion scheme for joint retrieval of urban height map and classification from high-resolution interferometric SAR images. IEEE Transactions on Geoscience and Remote Sensing, 45 (2), 496. doi:10.1109/TGRS.2006.887006
54. Tran, T.D.B., et al., 2006. Data fusion and texture-direction analyses for urban studies in vietnam. In Proceedings of the 23rd Symposium of the European Association of Remote Sensing Laboratories (EARSeL), Berlin, Germany.
55. Toll, D., 1985. Analysis of digital landsat MSS and SEASAT SAR data for use in discrimination land cover at the urban fringe of Denver, Colorado. International Journal of Remote Sensing, 6 (7), 1209–1229. doi:10.1080/01431168508948273
56. Trouve, E., et al. 2005. Combining optical and SAR data to monitor temperate glaciers. IEEE Geoscience and Remote Sensing Symposium, Seoul, South Korea, 2637–2640.
57. Tsai, V.J.D., 2004. Evaluation of multiresolution image fusion algorithms. Geoscience and Remote Sensing Symposium IGARSS, 1, 621–624.
58. Tupin, F., 2006. Fusion of interferometric and optical data for 3D reconstruction. In:International Geoscience and Remote Sensing Symposium (IGARSS). IEEE:3627–3630.
59. Tupin, F., and Roux, M., 2003. Detection of building outlines based on the fusion of SAR and optical features. ISPRS Journal of Photogrammetry & Remote Sensing, 58, 71–82. doi:10.1016/S0924-2716(03)00018-2
60. Tupin, F., and Roux, M., 2005. Markov random field on region adjacency graph for the fusion of SAR and optical data in radargrammetric applications. IEEE Transactions on Geoscience and Remote Sensing, 43 (8), 1920–1928. doi:10.1109/TGRS.2005.852080
61. Welch, R., and Ehlers, M., 1988. Cartographic feature extraction with integrated SIR-B and Landsat TM images. International Journal of Remote Sensing, 9 (5), 873–889. doi:10.1080/01431168808954902
62. Weydahl, D.J., 1993. Multitemporal analysis of ERS-1 SAR images over land areas. In:Better understanding of earth environment, proceedings of 13th Annual I.E.E.E. International geoscience and remote sensing symposium (IGARSS). New York:IEEE:1459–1461.
63. Weydahl, D.J., et al. 1995. Combining ERS-1 SAR with optical satellite data over urban areas. Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 3, 2161–2163.
64. Worawattanamateekul, J., et al., 2000. Multisource data fusion-fusing optical and sar data for irrigated rice areas identification. In:Proceedings of the ACRS, Taipei, Taiwan.
65. Wu, M.C., and Chen, K.S., 2007. Fusion of SPOT and SAR images for land cover classification. Journal of Photogrammetry and Remote Sensing, 12 (1), 59–72.
66. Yao, S.S., and Gilbert, J.R., 1984. Registration of a synthetic aperture radar image to thematic mapper imagery for remote sensing applications. IEEE Transactions on Geoscience and Remote Sensing, GE-22 (6), 557–563. doi:10.1109/TGRS.1984.6499170
67. Zhang, J., 2010. Multi-source remote sensing data fusion:status and trends. International Journal of Image and Data Fusion, 1 (1), 5–24. doi:10.1080/19479830903561035
68. Zhang, Y., 1999. A new merging method and its spectral and spatial effects. International Journal of Remote Sensing, 20 (10), 2003–2014. doi:10.1080/014311699212317
69. Zhang, Y., and Hong, G., 2005. An IHS and wavelet integrated approach to improve pan-sharpening visual quality of natural colour IKONOS and QuickBird images. Information Fusion, 6, 225–234. doi:10.1016/j.inffus.2004.06.009
70. Zhou, J., et al. 1998. A wavelet transform method to merge Landsat TM and SPOT panchromatic data. International Journal of Remote Sensing, 19 (4), 743–757. doi:10.1080/014311698215973