Radar image and data fusion for natural hazards characterisation

International Journal of Image and Data Fusion

Volumn 1, Issue 3, 2010, Pages 217-242

  Lu, Zhong ^a   Dzurisin, Daniel ^a   Jung, Hyung Sup ^b   Zhang, Jixian ^c   Zhang, Yonghong ^c  

^a U S GEOLOGICAL SURVEY   (United States)

^b University of Seoul   (South Korea)

^c CHINESE ACADEMY OF SURVEYING AND MAPPING   (China)

Author keywords

Image fusion; Interferometric synthetic aperture radar; Natural hazards; Synthetic aperture radar

Indexed keywords

EID: 79951841214     PISSN: 19479832     EISSN: 19479824     Source Type: Journal    
DOI: 10.1080/19479832.2010.499219     Document Type: Article

References (134)

1. Ahtonen, P., et al., 2005. SAR and optical based algorithms for estimation of water bodies, technical report, FloodMan Project. Available from: http://projects.itek.norut.no/floodman/ResultsFloodman.htm
2. Alparone, L., et al., 2004. Landsat ETM{thorn} and SAR image fusion based on generalized intensity Modulation. IEEE Transactions on Geosciences and Remote Sensing, 42, 2832-2839.
3. Alsdorf, D., et al., 2000. Interferometric radar measurements of water-level changes on the Amazon floodplain. Nature, 404, 174-177.
4. Baek, S., et al., 2005. Digital elevation model of King Edward VII Peninsula, West Antarctica, from SAR interferometry and ICESat laser altimetry. IEEE Geoscience and Remote Sensing Letters, 2, 413-417.
5. Bawden, G., et al., 2001. Tectonic contraction across Los Angeles after removal of groundwater pumping effects. Nature, 412, 812-815.
6. Bell, J., et al., 2008. Permanent scatterer InSAR reveals seasonal and long-term aquifer-system response to groundwater pumping and artificial recharge. Water Resources Research, 44, 1-18.
7. Berardino, P., et al., 2002. A new algorithm for surface deformation monitoring based on small baseline differential SAR interferograms. IEEE Trans. Geoscience Remote Sensing, 40, 2375-2383.
8. Bevis, M., et al., 1992. GPS meteorology: remote sensing of the atmospheric water vapor using the Global Positioning System. Journal of Geophysical Research, 97, 15787-15801.
9. Bianchi, M., 2009. Terrain deformation monitoring with PSInSAR [online]. The 2nd GlobVolcano User Workshop, San Jose, Costa Rica. Available from: http://www.globvolcano.org
10. Biggs, J., et al., 2007. Multi-interferogram method for measuring interseismic deformation: Denali fault, Alaska. Geophysical Journal International, 173, 1165-1179.
11. Biggs, J., et al., 2009. The postseismic response to the (2002) M7.9 Denali fault earthquake: constraints from InSAR. Geophysical Journal International, 176, 353-367.
12. Bourgeau-Chavez, L., et al., 2001. Analysis of space-borne SAR data for wetland mapping in Virginia riparian ecosystems. International Journal of Remote Sensing, 22, 3665-3687.
13. Brakenridge, G., Tracy, B., and Knox, J., 1998. Orbital remote sensing of a river flood wave. International Journal of Remote Sensing, 19, 1439-1445.
14. Bruzzone, L., Prieto, D., and Serpico, S., 1999. A neural-statistical approach to multitempral and multisource remote-sensing image classification. IEEE Transactions on Geosciences and Remote Sensing, 37, 1350-1359.
15. Bwangoy, J.R., et al., 2010. Wetland mapping in the Congo Basin using optical and radar remotely sensed data and derived topographical indices. Remote Sensing of Environment, 114, 73-86.
16. Carande, R., 1994. Estimating ocean coherence time using dual-baseline interferometric synthetic aperture radar. IEEE Transactions on Geoscience and Remote Sensing, 32, 846-854.
17. Chen, C., Hepner, G., and Foster, R., 2003. Fusion of hyperspectral and radar data suing the HIS transformation to enhance urban surface features. ISPRS Journal of Photogrammetry and Remote Sensing, 58, 19-30.
18. Chibani, Y., 2006. Additive integration of SAR features into multispectral SPOT images by means of the à trous wavelet decomposition. ISPRS Journal of Photogrammetry and Remote Sensing, 60 (5), 306-314.
19. Cloude, S. and Papathanassiou, K., 1998. Polarimetric SAR interferometry. IEEE Transactions on Geoscience and Remote Sensing, 36, 1551-1565.
20. Cloude, S. and Pottier, E., 1996. A review of target decomposition theorems in radar polarimetry. IEEE Transactions on Geoscience and Remote Sensing, 34, 498-518.
21. Cloude, S. and Pottier, E., 1997. An entropy based classification scheme for land applications of polarimetric SAR. IEEE Transactions on Geoscience and Remote Sensing, 35, 68-78.
22. Coe, M., 1998. A linked global model of terrestrial hydrologic processes: simulation of the modern rivers, lakes, and wetlands. Journal of Geophysical Research, 103, 8885-8899.
23. Colesanti, C., et al., 2003. Monitoring landslides and tectonic motions with the permanent scatterers technique. Engineering Geology, 68, 3-14.
24. Colesanti, C., et al., 2005. Detection of mining related ground instabilities using the permanent scatterers technique - a case study in the east of France. International Journal of Remote Sensing, 26, 201-207.
25. Crawford, M., 1999. Fusion of airborne polarimetric and interferometric SAR for classification of coastal environments. IEEE Transactions on Geoscience and Remote Sensing, 37, 1306-1313.
26. Curlander, J. and McDonough, R., 1991. Synthetic aperture radar systems and signal processing. New York: John Wiley & Sons.
27. Datcu, M., et al., 2003. Information mining in remote sensing image archives: system concepts. IEEE Transactions on Geoscience and Remote Sensing, 41, 2923-2936.
28. Davis, P.M., 1986. Surface deformation due to inflation of an arbitrarily oriented triaxial ellipsoidal cavity in an elastic half-space, with reference to Kilauea Volcano, Hawaii. Journal of Geophysical Research, 91, 7429-7438.
29. Dey, C., Jia, X., and Fraser, D., 2008. Decision fusion for reliable flood mapping using remote sensing images. Proceedings of digital image computing: techniques and applications, 5, 184-190 (doi: 10.1109/DICTA.2008.65).
30. Dobson, M.C., et al., 1995. Estimation of forest biophysical characteristics in Northern Michigan with SIR-C/X-SAR. IEEE Transactions on Geoscience and Remote Sensing, 33, 877-895.
31. Dzurisin, D., 2003. A comprehensive approach to monitoring volcano deformation as a window on eruption cycle. Review of Geophysics, 41, 1001, (29 pages), doi: 10.1029/2001RG000107.
32. Dzurisin, D., 2007. Volcano deformation - geodetic monitoring techniques. Chichester: Springer- Praxis Publishing Ltd.
33. Emardson, T., Simons, M., and Webb, F., 2003. Neutral atmospheric delay in interferometric synthetic aperture radar applications: statistical description and mitigation. Journal of Geophysical Research, 108 (B5), 2231.
34. Farina, P., et al., 2006. Permanent scatterers for landslide investigations: outcomes from the ESA-SLAM project. Engineering Geology, 88, 200-217.
35. Farr, T.G., et al., 2007. The shuttle radar topography mission. Review of Geophysics, 45, RG2004.
36. Ferretti, A., Prati, C., and Rocca, F., 1999. Multibaselime InSAR DEM reconstruction: the wavelet approach. IEEE Transactions on Geoscience and Remote Sensing, 37 (2), 705-715.
37. Ferretti, A., Prati, C., and Rocca, F., 2001. Permanent scatterers in SAR interferometry. IEEE Transactions on Geoscience and Remote Sensing, 39, 8-20.
38. Ferretti, A., et al., 2007. Submillimeter accuracy of InSAR time series: experimental validation. IEEE Transactions on Geoscience and Remote Sensing, 45, 1142-1153.
39. Fialko, Y., Khazan, Y., and Simons, M., 2001. Deformation due to a pressurized horizontal circular crack in an elastic half-space, with applications to volcano geodesy. Geophysical Journal International, 146, 181-190.
40. Fialko, Y., et al., 2002. Deformation on nearby faults induced by the 1999 Hector Mine earthquake. Science, 297, 1858-1862.
41. Floury, N., et al., 2008. ESA sentinel-1 mission and products. 37th COSPAR Scientific Assembly, 13-20 July 2008, Montréal, Canada.
42. Fornaro, G., Lombardini, F., and Serafino, F., 2005. Three-dimensional multipass SAR focusing: experiments with long-term spaceborne data. IEEE Transactions on Geoscience and Remote Sensing, 43 (4), 702-714.
43. Foster, J., et al., 2006. Mitigating atmospheric noise for InSAR using a high-resolution weather model. Geophysical Research Letters, 33, L16304.
44. Funning, G., et al., 2007. Creep on the Rodgers Creek fault, northern San Francisco Bay area from a 10 years PS-InSAR dataset. Geophysical Research Letters, 34, L(1930)6, 1-5.
45. Gamba, P. and Houshmand, B., 2002. Joint analysis of SAR, LIDAR and aerial imagery for simultaneous extraction of land cover, DTM and 3D shape of buildings. International Journal of Remote Sensing, 23, 4439-4450.
46. Goldstein, R. and Zebker, H., 1987. Interferometric radar measurements of ocean surface currents. Nature, 328, 707-709.
47. Gray, L. and Farris-Manning, P., 1993. Repeat-pass interferometry with airborne synthetic aperture radar. IEEE Transactions on Geoscience and Remote Sensing, 31, 180-191.
48. Guarnieri, A.M. and Rocca, F., 1999. Combination of low- and high-resolution SAR images for differential interferometry. IEEE Transactions on Geoscience and Remote Sensing, 37, 2035-2049.
49. Haack, B., et al., 2002. Radar and optical data comparison/integration for urban delineation: a case study. Photogrammetric Engineering and Remote Sensing, 68, 1289-1296.
50. Henry, J., et al., 2006. Envisat multipolarized ASAR data for flood mapping. International Journal of Remote Sensing, 27, 1921-1929.
51. Hensley, S., et al., 2005. Status of a UAVSAR designed for repeat pass interferometry for deformation measurements. IEEE MTTS International Microwave Symposium Digest, 3, 1453-1456.
52. Hess, L., et al., 1995. Delineation of inundated area and vegetation along the Amazon floodplain with the SIR-C synthetic aperture radar. IEEE Transactions on Geoscience and Remote Sensing, 33, 896-904.
53. Hilley, G., et al., 2004. Dynamics of slow-moving landslides from permanent scatterer analysis. Science, 304, 1952-1955.
54. Holzner, J. and Bamler, R., 2002. Burst-mode and scanSAR interferometry. IEEE Transactions on Geoscience and Remote Sensing, 40, 1917-1934.
55. Hong, G., Zhang, Y., and Mercer, B., 2009. A wavelet and HIS integration method to fuse high resolution SAR and moderate resolution multispectral images. Photogrammetric Engineering and Remote Sensing, 75 (10), 1-11.
56. Hooper, A., Segall, P., and Zebker, H., 2007. Persistent scatterer interferometric synthetic aperture radar for crustal deformation analysis, with application to Volcán Alcedo, Galápagos. Journal of Geophysical Research, 112, B07407.
57. Iverson, R., Schilling, S., and Vallance, J., 1998. Objective delineation of lahar-inundation hazard zones. GSA Bulletin, 110 (8), 972-984.
58. Jackson, T., et al., 2005. Mapping near-surface soil moisture on regional scale using ERS-2 SAR data. International Journal of Remote Sensing, 22, 4589-4598.
59. Jarlemark, P.O.J. and Elgered, G., 1998. Characterization of temporal variations in atmospheric water vapor. IEEE Transactions on Geoscience and Remote Sensing, 36, 319-321.
60. Kim, J., et al., 2009. Integrated analysis of PALSAR/Radarsat-1 InSAR and ENVISAT altimeter for mapping of absolute water level changes in Louisiana wetland. Remote Sensing of Environment, 113, 2356-2365.
61. Krieger, G., et al., 2007. TanDEM-X: a satellite formation for high-resolution SAR interferometry. IEEE Transactions on Geoscience and Remote Sensing, 45, 3317-3341.
62. Kwoun, O. and Lu, Z., 2009. Multi-temporal RADARSAT-1 and ERS backscattering signatures of coastal wetlands at southeastern Louisiana. Photogrammetric Engineering and Remote Sensing, 75 (5), 607-617.
63. Lanari, R., et al., 2004. Satellite radar interferometry time series analysis of surface deformation for Los Angeles, California. Geophysical Research Letters, 31, 1-5.
64. Le Hegarat-Mascle, S., et al., 2002. Soil moisture estimation from ERS/SAR data: toward an operational methodology. IEEE Transactions on Geoscience and Remote Sensing, 40, 2647-2658.
65. Lee, J., et al., 1999. Unsupervised classification of polarimetric SAR images by applying target decomposition and complex wishart distribution. IEEE Transactions on Geoscience and Remote Sensing, 37 (5), 2249-2258.
66. Lee, H., et al., 2009. Louisiana wetland water level monitoring using retracked TOPEX/POSEIDON altimetry. Marine Geodesy, 32 (3), 284-302.
67. Lee, C., et al., 2010. Surface deformation of Augustine Volcano (Alaska), 1992-2005, from multipleinterferogram processing using a refined SBAS InSAR approach. USGS Professional Paper (in press).
68. Li, Z., Muller, J.P., and Cross, P., 2003. Comparison of precipitable water vapor derived from radiosonde, GPS, and moderate-resolution imaging spectroradiometer measurements. Journal of Geophysical Research, 108 (D20), 4651.
69. Li, Z., et al., 2005. InSAR atmospheric correction: GPS topography-dependent turbulence model (GTTM). Journal of Geophysical Research, 110, B02404.
70. Lombardini, F., 2005. Differential tomography: a new framework for SAR interferometry. IEEE Transactions on Geoscience and Remote Sensing, 43 (1), 37-44.
71. Lu, Z. and Danskin, W., 2001. InSAR analysis of natural recharge to define structure of a groundwater basin, San Bernardino, California. Geophysical Research Letters, 28, 2661-2664.
72. Lu, Z. and Freymueller, J., 1998. Synthetic aperture radar interferometry coherence analysis over Katmai volcano group, Alaska. Journal of Geophysical Research, 103, 29887-29894.
73. Lu, Z. and Meyer, D., 2002. Study of high SAR backscattering due to an increase of soil moisture over less vegetated area: its implication for characteristic of backscattering. International Journal of Remote Sensing, 23 (6), 1065-1076.
74. Lu, Z., et al., 2002. Magmatic inflation at a dormant Strato volcano: 1996-98 activity at Mount Peulik Volcano, Alaska, revealed by satellite radar interferometry. Journal of Geophysical Research, 107, 2134.
75. Lu, Z., et al., 2003. Estimating lava volume by precision combination of multiple baseline spaceborne and airborne interferometric synthetic aperture radar: the 1997 eruption of Okmok volcano, Alaska. IEEE Transactions on Geoscience and Remote Sensing, 41, 1428-1436.
76. Lu, Z., Masterlark, T., and Dzurisin, D., 2005. Interferometric synthetic aperture radar (InSAR) study of Okmok Volcano, Alaska, 1992-2003: magma supply dynamics and postemplacement lava flow deformation. Journal of Geophysical Research, 110, B02403.
77. Lu, Z., 2007. InSAR imaging of volcanic deformation over cloud-prone areas - Aleutian Islands. Photogrammetric Engineering and Remote Sensing, 73, 245-257.
78. Lu, Z., Kwoun, O., and Rykhus, R., 2007a. Interferometric synthetic aperture radar (InSAR): its past, present and future. Photogrammetric Engineering and Remote Sensing, 73, 217-221.
79. Lu, Z., et al., 2007b. Diverse deformation patterns of Aleutian volcanoes from satellite interferometric synthetic aperture radar (InSAR), In: J. Eichelberger, et al. eds. Volcanism and subduction: the Kamchatka region, American Geophysical Union Geophysical Monograph Series 172, 249-261.
80. Lu, Z. and Kwoun, O., 2008. RADARSAT-1 and ERS interferometric analysis over southeastern coastal Louisiana: implication for mapping water-level changes beneath swamp forests. IEEE Transactions on Geoscience and Remote Sensing, 46, 2167-2184.
81. Lu, Z., et al., 2009. Helmand river hydrologic studies using ALOS PALSAR InSAR and ENVISAT altimetry. Marine Geodesy, 32 (3), 320-333.
82. Lu, Z. and Dzurisin, D., 2010. Ground surface deformation patterns, magma supply, and magma storage at Okmok volcano, Alaska, inferred from InSAR analysis: II: co-eruptive deflation, July-August 2008. Journal of Geophysical Research, 115, (13 pages), doi:10.1029/ 2009JB006970.
83. Madsen, S., Zebker, H., and Martin, J., 1993. Topographic mapping using radar interferometry: processing techniques. IEEE Transactions on Geoscience and Remote Sensing, 31, 246-256.
84. Mason, D., et al., 2010. Flood detection in urban areas using TerraSAR-X. IEEE Transactions on Geoscience and Remote Sensing, 48, 882-894.
85. Massonnet, D., et al., 1993. The displacement field of the landers earthquake mapped by radar interferometry. Nature, 364, 138-142.
86. Massonnet, D. and Feigl, K., 1998. Radar interferometry and its application to changes in the Earth's surface. Reviews of Geophysics, 36, 441-500.
87. Mogi, K., 1958. Relations between the eruptions of various volcanoes and the deformations of the ground surface around them. Bulletinof the Earthquake Research Institute of University of Tokyo, 36, 99-134.
88. Nannini, M., Scheiber, R., and Moreira, A., 2009. Estimation of the minimum number of tracks for SAR tomography. IEEE Transactions on Geoscience and Remote Sensing, 47, 531-543.
89. Niell, A., et al., 2001. Comparison of measurements of atmospheric wet delay by radiosonde, water vapor radiometer, GPS, and VLBI. Journal of Atmospheric and Oceanic Technology, 18, 830-850.
90. Novali, F., et al., 2008. PSInSAR analysis monitors Lake Sarez displacement. GIS Development, 12, 38-41.
91. Okada, Y., 1985. Surface deformation due to shear and tensile faults in a half-space. Bulletin of the Seismological Society of America, 75, 1135-1154.
92. Pohl, C. and van Genderen, J., 1998. Multisensor image fusion in remote sensing: concepts, methods and applications. International Journal of Remote Sensing, 19, 823-854.
93. Puglisi, G., et al., 2008. Dynamics of Mt. Etna before, during and after the July-August 2001 eruption inferred from GPS and differential SAR interferometry. Journal of Geophysical Research, 113, 1-20.
94. Ramsey, E. III, et al., 2006. Multiple baseline radar interferometry applied to coastal landscape classification and changes. GIScience and Remote Sensing, 43, 283-309.
95. Ramsey, E., et al., 2009. Satellite optical and radar data used to track wetland forest impact and short-term recovery from Hurricane Katrina. Wetlands, 29 (1), 66-79.
96. Reigber, A. and Moreira, A., 2000. First demonstration of airborne SAR tomography using multibaseline L-band data. IEEE Transactions on Geoscience and Remote Sensing, 38, 2142-2152.
97. Rignot, E., Chellappa, R., and Dubois, P., 1992. Unsupervised segmentation of polarimetric SAR data using the covariance matrix. IEEE Transactions on Geoscience and Remote Sensing, 30, 697-705.
98. Rignot, E. and Thomas, R., 2002. Mass balance of polar ice sheets. Science, 297, 1502-1506.
99. Rocca, F., 2007. Modeling interferogram stacks. IEEE Transactions on Geoscience and Remote Sensing, 45, 3289-3299.
100. Romeiser, R. and Thompson, D., 2000. Numerical study on the along-track interferometric radar imaging mechanism of oceanic surface currents. IEEE Transactions on Geoscience and Remote Sensing, 38, 446-458.
101. Rosen, P., et al., 2000. Synthetic aperture radar interferometry. Proceedings of IEEE, 88, 333-380.
102. Ruffino, G., Moccia, A., and Esposito, S., 1998. DEM generation by means of ERS tandem data. IEEE Transactions on Geoscience and Remote Sensing, 36, 1905-1912.
103. Rykhus, R. and Lu, Z., 2007. Hurricane Katrina flooding and possible oil slicks mapped with satellite imagery, USGS Circular 1306: Science and the Storms - The USGS Response to the Hurricanes of 2005, 50-53.
104. Rykhus, R. and Lu, Z., 2010. Monitoring a 2003, Yukon flats, Alaska wildfire using multi-temporal Radarsat-1 intensity and interferometric coherence images. IEEE Journal of Selected Topics in Applied Earth Observations (in revision).
105. Saatchi, S., et al., 2007. Estimation of forest fuel load from radar remote sensing. IEEE Transactions on Geoscience and Remote Sensing, 45 (6), 1726-1740.
106. Sansosti, E., et al., 1999. Digital elevation model generation using ascending and descending ERS-1/ ERS-2 tandem data. Internatinal Journal of Remote Sensing, 20, 1527-1547.
107. Schumann, G., et al., 2009. Progress in integration of remote sensing-derived flood extent and stage data and hydraulic models. Review of Geophysics, 47, RG4001.
108. Serpico, S. and Roli, F., 1995. Classification of multisensory remote-sensing images by structured neural networks. IEEE Transactions on Geoscience, and Remote Sensing, 33, 562-578.
109. Simard, M., et al., 2006. Mapping height and biomass of Mangrove forests in the Everglades National Park with SRTM dlevation data. Photogrammetric Engineering and Remote Sensing, 72 (3), 299-312.
110. Simone, G., et al., 2002. Image fusion techniques for remote sensing applications. Information Fusion, 3, 3-15.
111. Singhroy, V., 1995. SAR integrated techniques for geohazard assessment, natural hazards: monitoring and assessment using remote sensing techniques. Advances in Space Research, 33, 205-290.
112. Singhroy, V., Matter, K., and Gray, A., 1998. Landslide characterization in Canada using interferometric SAR and combined SAR and TM images. Advances in Space Research, 21, 465-476.
113. Slatton, K., Crawford, M., and Evan, B., 2001. Fusing interferometric radar and laser altimeter data to estimate surface topography and vegetation heights. IEEE Transactions on Geoscience and Remote Sensing, 39, 2470-2482.
114. Solberg, A., Jain, A., and Taxt, T., 1994. Multisource classification of remotely sensed data: fusion of Landsat TM and SAR images. IEEE Transaction on Geoscience and Remote Sensing, 32, 768-778.
115. Solberg, A., Taxt, T., and Jain, A., 1996. A Markov random field model for classification of multisource satellite imagery. IEEE Transactions on Geoscience and Remote Sensing, 34, 100-113.
116. Tholey, N., Clandillon, S., and De Fraipont, P., 1997. The contribution of spaceborne SAR and optical data in monitoring flood events: examples in Northern and Southern France. Hydrological Processes, 11, 1409-1413.
117. Touzi, R., et al., 2004. A review of polarimetry in the context of synthetic aperture radar: concepts and information extraction. Canadian Journal of Remote Sensing, 30, 380-407.
118. Townsend, P. and Walsh, S., 1998. Modeling floodplain inundation using an integrated GIS with radar and optical remote sensing. Geomorphology, 21, 295-312.
119. Townsend, P.A., 2002. Relationships between forest structure and the detection of flood inundation in forest wetlands using C-band SAR. International Journal of Remote Sensing, 23, 443-460.
120. Tralli, D., et al., 2005. Satellite remote sensing of earthquake, volcano, flood, landslide and coastal inundation hazards. ISPRS Journal of Photogrammetry and Remote Sensing, 59, 185-198.
121. Tu, T., et al., 2004. A fast intensity-hue-saturation fusion technique with spectral adjustment for IKONOS imagery. IEEE Transactions on Geoscience and Remote Sensing, 42 (4), 309-312.
122. van Zyl, J., 1989. Unsupervised classification of scattering mechanisms using radar polarimetry data. IEEE Transactions on Geoscience and Remote Sensing, 27, 36-45.
123. Walker, W., Kellndorfer, J., and Pierce, L., 2007. Quality assessment of SRTM C- and X-band interferometric data: implications for the retrieval of vegetation canopy height. Remote Sensing of Environment, 106, 428-448.
124. Wang, Y., 2002. Mapping extent of floods: what we have learned and how we can do better. Natural Hazards Review, 3, 68-73.
125. Wright, T., et al., 2002. Remote monitoring of the earthquake cycle using satellite radar interferometry. Philosophical Transactions of the Royal Society of London, 360, 2873-2888.
126. Xie, H. and Keller, R., 2006. Fusion of landsat ETM{thorn} and radar data to enhance the extraction of surface and near-subsurface information. Geological Society of America Special Papers, 397, 141-151.
127. Yang, X.M., Davis, P., and Dieterich, J., 1988. Deformation from inflation of a dipping finite prolate spheroid in an elastic half-space as a model for volcanic stressing. Journal of Geophysical Research, 93, 4249-4257.
128. Yocky, D., 1996. Multiresolution wavelet decomposition image merger of Landsat TM and SPOT panchromatic data. Photogrammetric Engineering and Remote Sensing, 62 (3), 295-303.
129. Zebker, H., et al., 1992. The TOPSAR interferometric radar topographic mapping instrument. IEEE Transactions on Geoscience and Remote Sensing, 30, 933-940.
130. Zebker, H. and Villasenor, J., 1992. Decorrelation in interferometric radar echoes. IEEE Transactions on Geoscience and Remote Sensing, 30, 950-959.
131. Zebker, H., Rosen, P., and Hensley, S., 1997. Atmospheric effects in interferometric synthetic aperture radar surface deformation and topographic maps. Journal of Geophysical Research, 102, 7547-7563.
132. Zebker, H., Shugart, H., and Fahnestock, M. eds., 2007. Report of the July 17-19, 2007 Orlando, Florida, workshop to assess the National Research Council Decadal Survey Recommendation for the DESDynI Radar/Lidar Space Mission.
133. Zhang, Y., 2009. Adjustable SAR-MS fusion (ASMF) for diverse geo-spatial application. In: Proceedings of joint urban remote sensing conference, Shanghai, China.
134. Zhang, B., Perrie, W., and He, Y., 2009. Remote sensing of ocean waves by along-track interferometric synthetic aperture radar. Journal of Geophysical Research, 114, C10015.