Toward mapping surface deformation in three dimensions using InSAR
|
|
|
- Judith Ella Joseph
- 10 years ago
- Views:
Transcription
1 GEOPHYSICAL RESEARCH LETTERS, VOL. 31, L01607, oi: /2003gl018827, 2004 Towar mapping surface eformation in three imensions using InSAR Tim J. Wright, 1 Barry E. Parsons, 1 an Zhong Lu 2 Receive 12 October 2003; revise 25 November 2003; accepte 28 November 2003; publishe 14 January [1] One of the limitations of eformation measurements mae with interferometric synthetic aperture raar (InSAR) is that an interferogram only measures one component of the surface eformation in the satellite s line of sight. We investigate strategies for mapping surface eformation in three imensions by using multiple interferograms, with ifferent imaging geometries. Geometries for both current an future missions are evaluate, an their abilities to resolve the isplacement vector are compare. The north component is always the most ifficult to etermine using ata from near-polar orbiting satellites. However, a satellite with an inclination of about 60 /120 woul enable all three components to be well resolve. We attempt to resolve the 3D isplacements for the 23 October 2002 Nenana Mountain (Alaska) Earthquake. The north component s error is much larger than the signal, but proxies for eastwar an vertical motion can be etermine if the north component is assume negligible. Inversions of hypothetical coseismic interferograms emonstrate that earthquake moel parameters can be well recovere from two interferograms, acquire on ascening an escening tracks. INDEX TERMS: 1243 Geoesy an Gravity: Space geoetic surveys; 1242 Geoesy an Gravity: Seismic eformations (7205); 1294 Geoesy an Gravity: Instruments an techniques; 6969 Raio Science: Remote sensing; KEYWORDS:. Citation: Wright, T. J., B. E. Parsons, an Z. Lu (2004), Towar mapping surface eformation in three imensions using InSAR, Geophys. Res. Lett., 31, L01607, oi: / 2003GL Introuction [2] In the past ecae, InSAR has prove a powerful technique for mapping surface eformation at an unpreceente spatial resolution [Massonnet an Feigl, 1998; Bürgmann et al., 2000]. A limiting factor in interpreting interferograms is that they are only sensitive to surface movements towars or away from the satellite. Fialko et al. [2001] recovere the 3D isplacements for the 1999 Hector Mine earthquake using ERS interferograms acquire on ascening an escening passes, an surface-parallel motion calculate by correlating the SAR amplitue images. This metho is only effective for events such as large earthquakes where the eformation signal is large they estimate an error of 10 cm on their north component of eformation. Here we investigate ways to resolve 3D surface isplacement fiels by using multiple interferograms. We use geometries that are possible with current, planne an propose SAR missions, an iscuss the implications for future image acquisition strategies. [3] In aition, we attempt to resolve the 3D surface isplacements for the 23 October 2002, Nenana Mountain (Alaska) earthquake, which to our knowlege is the first earthquake for which interferograms with 4 ifferent viewing geometries have been acquire in the epicentral area. One important question is whether 3D isplacements are necessary. We investigate whether the etermination of simple earthquake moels is improve by the use of interferograms with more than 2 viewing geometries. 2. Determining 3D Displacements [4] Before etermining 3D isplacements, it is necessary to etren all the interferograms, removing orbital errors, an to etermine a reference phase level. In many cases, this can be one using ata in the far fiel of the interferogram, away from the eforming area. In the subsequent iscussion, calculations are performe on a pixel by pixel basis. [5] Let ^p be the unit row vector ( p x, p y, p z ), pointing from the groun to the satellite in a local east; north; up reference frame. The observe range change r, with the positive being equivalent to motion away from the satellite in its line of sight, is then given by r = ^pu, where u is the column vector (u x, u y, u z ) T, containing the vector components of isplacement in the same reference frame. [6] Suppose now that a point on the groun is observe in interferograms with four ifferent look irections, for instance, with the antenna looking both right an left on both ascening an escening passes, or for two ifferent incience angles on ascening an escening passes. Defining R =(r 1, r 2, r 3, r 4 ) T, where r i are the line-of-sight isplacements for the ifferent look irections, then R = Pu where P is the 4 3 matrix given by 0 1 ^p 1 ^p P ¼ B 2 ^p A 3 ^p 4 If the covariance matrix for errors in the observe range changes is R, then the weighte least-squares (maximum likelihoo) solution for u is ^u ¼ P T 2 1 1P T 2 1 R P R R ð1þ ð2þ 1 COMET an Department of Earth Sciences, Oxfor University, UK. 2 USGS, EROS Data Center, SAIC, South Dakota, USA. Copyright 2004 by the American Geophysical Union /04/2003GL018827$05.00 an the covariance matrix for the estimate vector components is 2 u ¼ P T 2 1 R P 1 ð3þ L of5
2 Table 1. Relative Errors (Dilution of precision) in Vector Components of Groun Displacements Estimate From Observe Line-of-Sight Displacements With s = 1 Case a a q b L/R c e x 1 12, , 43 R a 12, L,R b 30, L,R , , 43 L,R a Satellite Azimuth. b Incience angle. c Look irection. L = Left-looking; R = Right-looking. Dilution of Precision in x, y, an z components. In the case where we assume that errors in range change are inepenent an have equal stanar eviations, s, we get 2 u ¼ s 2 P T 1 P ð4þ The square root of the iagonal terms of u give the stanar errors in the estimates of the components of the groun isplacement. If we set s = 1, then the iagonal terms provie a measure of the effect of geometry on these estimates in terms of the relative measurement error (equivalent to the ilution-of-precision use with GPS measurements [e.g., Strang an Borre, 1997]). [7] Below, we consier three cases of viewing geometry that are possible with current, planne or propose missions. In most geometries we consier a stanar, near-polar orbit, as use by current SAR satellites such as Envisat. Because the swath azimuth is approximately constant between 60 S an 60 N, where most volcanoes an fault zones occur, we calculate the ilution of precision assuming azimuths of 12 for ascening passes an 168 for escening passes, measure clockwise from local north Case 1: Right-Looking, 2 Incience Angles [8] We first consier the case where range changes are observe for two ifferent incience angles on both ascening an escening swaths. This is possible using satellites such as Envisat an Raarsat-1 that have multiple beam moes, recoring ata at ifferent incience angles, or with overlapping swaths from fixe beam satellites. If the two incience angles are assume to be 23 an 43, the relative errors of the vector components are given in Table 1. It can be seen that the error in the north component of the groun isplacement is much larger than in the other components. The ifficulty in resolving the north component results from the near-polar orbits an the small angular separation of the ifferent line-of-sight observations: 20 between ascening an escening passes an between the two incience angles. For a reasonable rms error of 10 mm in the range change observations, the north component of isplacement woul have an error of 12 cm comparable to the error in the north component of isplacement etermine using SAR azimuth offsets [Fialko et al., 2001] Case 2: Left & Right-looking [9] Some propose SAR missions, such as ECHO an EVINSAR [Wage et al., 2003], have the ability to rotate the spacecraft in orer to acquire ata with the raar looking left or right. The relative errors for a sun-synchronous orbit assuming an incience angle of 30 are given as case 2a in e y e z Table 1. The error in north component is improve by a factor of two with this geometry, but remains relatively poor compare to the east an vertical components because of the choice of a near-polar orbit. To emphasise this point, we consier case 2b with the same incience angle as before, but swath azimuths of 30 an 150 for ascening an escening passes respectively. This geometry, as propose for the EVINSAR mission, enables all three components to be well-resolve (Table 1). The isavantage of such a mission is that it acquires little ata outsie the latitue range 60 S to60 N Case 3: Left & Right-looking, 2 Incience Angles [10] In a few cases it might be possible to obtain two incience angles on ascening an escening passes with the raar both left-looking an right-looking. To investigate this extreme possibility, we extene the analysis for case 2a to eight range change measurements (Case 3; Table 1). The error in the north component has become relatively acceptable, although the result is best interprete as a 2 pffiffi improvement in errors through oubling the number of observations, rather than any stronger geometrical constraints. 3. The Nenana Mountain Earthquake [11] To our knowlege, the M6.7, 23 October 2002 Nenana Mountain (Alaska) Earthquake is the only earthquake for which interferograms have been acquire with 4 ifferent look irections. This is all the more remarkable in that the 4 Raarsat-1 post-event images were acquire within 6 ays of the event, before the much larger M7.9, 3 November 2002 Denali Earthquake, which occurre on the Denali Fault, immeiately east of the Nenana Mountain event (Figure 1f ). The 23 October 2002 event was rightlateral strike-slip on a vertical fault. Slip reache 90 cm at a epth of 12 km, but faile to break the surface [Wright et al., 2003]. We constructe 5 interferograms using ata from Raarsat-1 with 4 ifferent geometries split evenly between ascening an escening passes, an with incience angles between 24 an 45 (Auxiliary Table 1 1 ). Images were etrene, an a reference level was set using the far fiel of the interferograms. Unfortunately, the ascening interferograms i not acquire ata north of the fault, because of a change in the beam moe at that location. More etails of the InSAR ata an processing are presente in Wright et al. [2003], along with a source moel for the event. [12] We etermine the vector components of isplacement using equation (2), an their errors using equation (3), because the noise varie between interferograms (Auxiliary Table 1 1 ). The stanar errors in east, north an up components are 6, 286, an 41 mm respectively. The large errors in north an vertical components for this geometry mean that the noise swamps the signal, although the east component is well-etermine an the simplicity of the inversion results suggest the 6 mm error is realistic (Figures 1a 1c). However, because the earthquake is approximately east-west in orientation, the expecte north 1 Auxiliary material is available at ftp://ftp.agu.org/apen/gl/ 2003GL of5
3 Figure 1. Determining the 3D isplacement fiel for the Nenana Mountain Earthquake. (a c) Estimates of u x, u y, an u z respectively. Note that the stanar errors in u x, u y an u z are 6, 286 an 41 mm respectively, hence the noisy appearance of u y an u z ;(, e) Solutions for u x 0 an u z 0, etermine assuming u y =0.Ina e, the contour interval is 10 mm, except in b where it is 100 mm. The extents of the figure are shown as a ashe box in f; (f ) Location map for the Nenana Mountain earthquake, whose aftershocks are shown in white. Focal Mechanisms for the 23 October an 3 November 2002 earthquakes are from Harvar CMT, an their epicentres are inicate by the stars. Black lines elimit the extents of the InSAR ata available for this stuy, an the region of overlap where 3D isplacements were etermine is highlighte in yellow. White lines are mappe faults, an the re line is the surface rupture of the 3 November 2002 earthquake. component of eformation is small. We can therefore etermine proxies for eastwar an vertical eformation, u x 0, u z 0, by setting u y = 0 (Figures 1 an 1e). The errors for these proxies are 6 an 4 mm respectively, an a ramatic improvement is noticeable in the systematic pattern of u z 0, with 4 cm of uplift an subsience evient in the convergent an extensional quarants respectively. The east component of surface eformation reaches a maximum of 10 cm, some 10 km south of the fault. 4. Do We Nee 3D Displacements? [13] Although it may not be possible to acquire 4 line-ofsight components routinely, it is possible to o so for 2 lineof-sight components right-looking on ascening an escening passes. We illustrate the esirability of oing so by looking at the trae-offs in earthquake moel parameters that exist when only a single line-of-sight measurement is available, as is the case in the majority of earthquakes stuie using near-polar satellites such as ERS-1/2. [14] Figure 2 shows synthetic interferograms for the 4 possible line-of-sight irections for a near-polar orbiting mission, calculate using an elastic islocation moel [Okaa, 1985] with source parameters similar to those of the 1999 Düzce (Turkey) Earthquake, i.e., a right-lateral strike slip earthquake with 5 m of slip on an E-W fault ipping north [Bürgmann et al., 2002]. As in case 2a above an incience angle of 30 was assume, with azimuths of Figure 2. Synthetic interferograms for a Düzce-like earthquake [Strike/Dip/Rake/Depth Range/Length/Slip = 262 /52 / 175 /0 11 km/20 km/5 m], calculate with ifferent viewing geometries (Case 2a; Table 1). Each fringe is equivalent to a range change of 100 mm, half of the wavelength of an L-ban mission. 3of5
4 Figure 3. Trae-offs among slip, rake an moment for Monte-Carlo inversions of noisy, synthetic ata for the Düzce earthquake (Figure 2). Black points were obtaine using only escening, right-looking interferograms, re points using interferograms from both ascening an escening tracks with a right-looking raar, an the cyan points using interferograms from both ascening an escening track with both right-looking an left-looking raar. 12 an 168. With these azimuths, the ascening, rightlooking an escening, left-looking interferograms are very similar, as are the escening, right-looking an ascening, left-looking images. [15] The synthetic interferograms were subsample using the quatree algorithm [e.g., Jónsson et al., 2002], an a series of Monte-Carlo inversions [Wright et al., 1999] were then carrie out in which the synthetic ata were perturbe ranomly for each inversion, the noise being base on a 1-imensional covariance function erive from real interferograms in the Düzce area [Wright et al., manuscript in preparation, 2003; Hanssen, 2001]. Figure 3 shows the trae-offs that exist between the slip, rake an moment for the moel when only the escening, right-looking ata are use (as woul be the case for most applications of ERS), when both ascening an escening right-looking ata are use, an with 4 components (ascening & escening, left & right-looking). Trae-offs for other fault parameters are shown in Auxiliary Figure 1 1. [16] There is a marke trae-off among parameters when only the escening track is use, which is substantially reuce when inverting ata from both ascening an escening tracks. Use of left-looking ata in aition only prouces ap ffiffi small extra benefit an again is best interprete as a 2 reuction in errors through a oubling of the observations. We repeate the calculation using a fault with an N-S strike, with all other parameters ientical (Auxiliary Figure 2) 1. Despite the largest component of eformation being sub-parallel to the satellite azimuths, an hence harer to etect, earthquake parameters can again be reliably recovere using only ascening an escening, right-looking interferograms. It seems likely that this combination of ascening an escening, right-looking interferograms is sufficient to resolve the parameters of islocation source moels for events large enough to eform the surface by more than a few centimeters. 5. Conclusions [17] We have shown that it is possible to resolve 3D isplacements to a high egree of accuracy with an optimally configure InSAR satellite. A satellite that only covers the earth between latitues of 60 S an 60 N woul cover most continental volcanoes an fault zones, an woul enable north-south eformation to be etermine with an error only twice as large as the error in range changes (i.e., 20 mm for typical atmospheric conitions), if it acquire left an right looking images on ascening an escening passes. Stacking multiple interferograms coul reuce this error further such that slow north-south eformation coul be measure. For near-polar orbiting satellites resolving the north component of eformation is more ifficult ue to lack of iversity in viewing geometry. Again, a satellite that looks both left an right woul be the best option, an the north error coul be reuce to 30 mm if images with multiple incience angles coul be acquire; this might not be accomplishe without a constellation of raar satellites. [18] With a single, polar-orbiting satellite, it is likely that such a strategy may only be possible in exceptional circumstances, for very specific targets. In the general case, acquiring both ascening an escening imagery over volcanoes an fault zones shoul be straightforwar, without causing any programming conflicts in a eicate mission. We show that this is sufficient to etermine earthquake moel parameters, an strongly recommen that such acquisition strategies be implemente for current an future SAR missions. [19] Acknowlegments. COMET is a NERC-supporte Earth Observation Centre. TJW is supporte by a NERC postoctoral research fellowship. RADARSAT-1 images are #2002 Canaian Space Agency an were provie by the Alaska SAR Facility (ASF). Part of this research was performe at the SAIC, EROS Data Center uner USGS contract O3CRCN0001 an funing from NASA (NRA-99-OES-10 RADARSAT ). Some figures were prepare using the public omain Generic Mapping Tools GMT. References Bürgmann, R., P. Rosen, an E. Fieling (2000), Synthetic Aperture Raar interferometry to measure Earth s surface topography an its eformation, Ann. Rev. Earth. Planet. Sci., 28, Bürgmann, R., M. E. Ayhan, E. J. Fieling, T. J. Wright, S. McClusky, B. Aktug, C. Demir, O. Lenk, an A. Türkezer (2002), Deformation uring the 12 November 1999, Düzce, Turkey earthquake, from GPS an InSAR ata, Bull. Seismol. Soc. Am., 92, Fialko, Y., M. Simons, an D. Agnew (2001), The complete (3-D) surface isplacement fiel in the epicentral area of the 1999 M w 7.1 Hector Mine earthquake, California, from space geoetic observations, Geophys. Res. Lett., 28(16), Hanssen, R. (2001), Raar interferometry: Data interpretation an error analysis, Kluwer Acaemic Publishers, Netherlans. 4of5
5 Jónsson, S., H. Zebker, P. Segall, an F. Amelung (2002), Fault slip istribution of the 1999 Mw 7.1 Hector Mine earthquake, California, estimate from satellite raar an GPS measurements, Bull. Seismol. Soc. Am., 92, Massonnet, D., an K. L. Feigl (1998), Raar interferometry an its application to changes in the earth s surface, Rev. Geophys., 36, Okaa, Y. (1985), Surface eformation ue to shear an tensile faults in a half-space, Bull. Seismol. Soc. Am., 75, Strang, G., an K. Borre (1997), Linear algebra, geoesy, an GPS, Wellesley-Cambrige Press, Wellesley MA, USA. Wage, G., B. Parsons, an the EVINSAR science team (2003), Achieving the EVINSAR objectives with TerraSAR-L, in Proc. Thir International Workshop on ERS SAR Interferometry, Frascati, Italy, 2 5 December. Wright, T. J., B. Parsons, J. Jackson, M. Haynes, E. Fieling, P. Englan, an P. Clarke (1999), Source parameters of the 1 October 1995 Dinar (Turkey) earthquake from SAR interferometry an seismic boywave moelling, Earth Planet. Sci. Lett., 172, Wright, T. J., Z. Lu, an C. Wicks (2003), Source moel for the M w 6.7, 23 October 2002, Nenana Mountain Earthquake (Alaska) from InSAR, Geophys. Res. Lett., 30(18), 1974, oi: /2003gl T. J. Wright an B. E. Parsons, Centre for the Observation an Moelling of Earthquakes an Tectonics, Department of Earth Sciences, Parks Roa, Oxfor, OX1 3PR, UK. ([email protected]; barry.parsons@ earth.ox.ac.uk) Z. Lu, U.S. Geological Survey, EROS Data Center, SAIC, 47914, 252n St. Sioux Falls, SD 57196, USA. ([email protected]) 5of5
Remote Monitoring of the Earthquake Cycle using Satellite Radar Interferometry Tim Wright, COMET, Department of Earth Sciences, Oxford University
Remote Monitoring of the Earthquake Cycle using Satellite Radar Interferometry Tim Wright, COMET, Department of Earth Sciences, Oxford University Outline Lecture 1: Satellite remote sensing Imaging radars
Lecture L25-3D Rigid Body Kinematics
J. Peraire, S. Winall 16.07 Dynamics Fall 2008 Version 2.0 Lecture L25-3D Rigi Boy Kinematics In this lecture, we consier the motion of a 3D rigi boy. We shall see that in the general three-imensional
DIFFRACTION AND INTERFERENCE
DIFFRACTION AND INTERFERENCE In this experiment you will emonstrate the wave nature of light by investigating how it bens aroun eges an how it interferes constructively an estructively. You will observe
Digital barrier option contract with exponential random time
IMA Journal of Applie Mathematics Avance Access publishe June 9, IMA Journal of Applie Mathematics ) Page of 9 oi:.93/imamat/hxs3 Digital barrier option contract with exponential ranom time Doobae Jun
Monitoring a Changing Environment with Synthetic Aperture Radar. Alaska Satellite Facility National Park Service Don Atwood
Monitoring a Changing Environment with Synthetic Aperture Radar Don Atwood Alaska Satellite Facility 1 Entering the SAR Age 2 SAR Satellites RADARSAT-1 Launched 1995 by CSA 5.6 cm (C-Band) HH Polarization
Orbital and atmospheric noise in InSAR data inferred from the global ERS1,2 and Envisat SAR data archives
Category-1 proposal submitted to the European Space Agency Orbital and atmospheric noise in InSAR data inferred from the global ERS1,2 and Envisat SAR data archives Executive Summary We request the online
10.2 Systems of Linear Equations: Matrices
SECTION 0.2 Systems of Linear Equations: Matrices 7 0.2 Systems of Linear Equations: Matrices OBJECTIVES Write the Augmente Matrix of a System of Linear Equations 2 Write the System from the Augmente Matrix
STUDY ON RADAR DIFFERENTIAL INTERFEROMETRY TECHNOLOGY AND IT S APPLICATION TO MANI EARTHQUAKE USING ERS-1/2 SAR DATA: A CASE STUDY IN CHINA
STUDY ON RADAR DIFFERENTIAL INTERFEROMETRY TECHNOLOGY AND IT S APPLICATION TO MANI EARTHQUAKE USING ERS-1/2 SAR DATA: A CASE STUDY IN CHINA Qulin Tan a, *, Siwen i b, in Wang a, Songlin Yang a a School
State of Louisiana Office of Information Technology. Change Management Plan
State of Louisiana Office of Information Technology Change Management Plan Table of Contents Change Management Overview Change Management Plan Key Consierations Organizational Transition Stages Change
11 CHAPTER 11: FOOTINGS
CHAPTER ELEVEN FOOTINGS 1 11 CHAPTER 11: FOOTINGS 11.1 Introuction Footings are structural elements that transmit column or wall loas to the unerlying soil below the structure. Footings are esigne to transmit
Professional Level Options Module, Paper P4(SGP)
Answers Professional Level Options Moule, Paper P4(SGP) Avance Financial Management (Singapore) December 2007 Answers Tutorial note: These moel answers are consierably longer an more etaile than woul be
Firewall Design: Consistency, Completeness, and Compactness
C IS COS YS TE MS Firewall Design: Consistency, Completeness, an Compactness Mohame G. Goua an Xiang-Yang Alex Liu Department of Computer Sciences The University of Texas at Austin Austin, Texas 78712-1188,
The one-year non-life insurance risk
The one-year non-life insurance risk Ohlsson, Esbjörn & Lauzeningks, Jan Abstract With few exceptions, the literature on non-life insurance reserve risk has been evote to the ultimo risk, the risk in the
FAST JOINING AND REPAIRING OF SANDWICH MATERIALS WITH DETACHABLE MECHANICAL CONNECTION TECHNOLOGY
FAST JOINING AND REPAIRING OF SANDWICH MATERIALS WITH DETACHABLE MECHANICAL CONNECTION TECHNOLOGY Jörg Felhusen an Sivakumara K. Krishnamoorthy RWTH Aachen University, Chair an Insitute for Engineering
Calibration of the broad band UV Radiometer
Calibration of the broa ban UV Raiometer Marian Morys an Daniel Berger Solar Light Co., Philaelphia, PA 19126 ABSTRACT Mounting concern about the ozone layer epletion an the potential ultraviolet exposure
Brian D. Conway Hydrologist/Supervisor Geophysics-Surveying Unit
Arizona Department of Water Resources Land Subsidence Monitoring Program Using Interferometric Synthetic Aperture Radar (InSAR) in Cochise County, Southeastern Arizona Brian D. Conway Hydrologist/Supervisor
Unsteady Flow Visualization by Animating Evenly-Spaced Streamlines
EUROGRAPHICS 2000 / M. Gross an F.R.A. Hopgoo Volume 19, (2000), Number 3 (Guest Eitors) Unsteay Flow Visualization by Animating Evenly-Space Bruno Jobar an Wilfri Lefer Université u Littoral Côte Opale,
Ch 10. Arithmetic Average Options and Asian Opitons
Ch 10. Arithmetic Average Options an Asian Opitons I. Asian Option an the Analytic Pricing Formula II. Binomial Tree Moel to Price Average Options III. Combination of Arithmetic Average an Reset Options
12.510 Introduction to Seismology Spring 2008
MIT OpenCourseWare http://ocw.mit.edu 12.510 Introduction to Seismology Spring 2008 For information about citing these materials or our Terms of Use, visit: http://ocw.mit.edu/terms. 04/30/2008 Today s
MSc. Econ: MATHEMATICAL STATISTICS, 1995 MAXIMUM-LIKELIHOOD ESTIMATION
MAXIMUM-LIKELIHOOD ESTIMATION The General Theory of M-L Estimation In orer to erive an M-L estimator, we are boun to make an assumption about the functional form of the istribution which generates the
INFLUENCE OF GPS TECHNOLOGY ON COST CONTROL AND MAINTENANCE OF VEHICLES
1 st Logistics International Conference Belgrae, Serbia 28-30 November 2013 INFLUENCE OF GPS TECHNOLOGY ON COST CONTROL AND MAINTENANCE OF VEHICLES Goran N. Raoičić * University of Niš, Faculty of Mechanical
Radar interferometric techniques and data validation Terrafirma Essen, March 2011. Page 1
Radar interferometric techniques and data validation Terrafirma Essen, March 2011 Page 1 Agenda Introduction to InSAR technology Different radarinterferometric techniques Validation of InSAR technology
Stock Market Value Prediction Using Neural Networks
Stock Market Value Preiction Using Neural Networks Mahi Pakaman Naeini IT & Computer Engineering Department Islamic Aza University Paran Branch e-mail: [email protected] Hamireza Taremian Engineering
On Adaboost and Optimal Betting Strategies
On Aaboost an Optimal Betting Strategies Pasquale Malacaria 1 an Fabrizio Smerali 1 1 School of Electronic Engineering an Computer Science, Queen Mary University of Lonon, Lonon, UK Abstract We explore
Cross-Over Analysis Using T-Tests
Chapter 35 Cross-Over Analysis Using -ests Introuction his proceure analyzes ata from a two-treatment, two-perio (x) cross-over esign. he response is assume to be a continuous ranom variable that follows
1 Introduction to the Recommendations and their Application Principles
1 Introuction to the Recommenations an their Application Principles 1.1 National an International Regulations for Piling Wors (1) Since the implementation ofdin EN 1997-1:2009-09: Eurocoe 7: Geotechnical
Using advanced InSAR techniques as a remote tool for mine site monitoring
The Southern African Institute of Mining and Metallurgy Slope Stability 2015 D. Colombo and B. MacDonald Using advanced InSAR techniques as a remote tool for mine site monitoring D. Colombo* and B. MacDonald
Modelling and Resolving Software Dependencies
June 15, 2005 Abstract Many Linux istributions an other moern operating systems feature the explicit eclaration of (often complex) epenency relationships between the pieces of software
View Synthesis by Image Mapping and Interpolation
View Synthesis by Image Mapping an Interpolation Farris J. Halim Jesse S. Jin, School of Computer Science & Engineering, University of New South Wales Syney, NSW 05, Australia Basser epartment of Computer
Achieving quality audio testing for mobile phones
Test & Measurement Achieving quality auio testing for mobile phones The auio capabilities of a cellular hanset provie the funamental interface between the user an the raio transceiver. Just as RF testing
Gender Differences in Educational Attainment: The Case of University Students in England and Wales
Gener Differences in Eucational Attainment: The Case of University Stuents in Englan an Wales ROBERT MCNABB 1, SARMISTHA PAL 1, AND PETER SLOANE 2 ABSTRACT This paper examines the eterminants of gener
i( t) L i( t) 56mH 1.1A t = τ ln 1 = ln 1 ln 1 6.67ms
Exam III PHY 49 Summer C July 16, 8 1. In the circuit shown, L = 56 mh, R = 4.6 Ω an V = 1. V. The switch S has been open for a long time then is suenly close at t =. At what value of t (in msec) will
MASSACHUSETTS INSTITUTE OF TECHNOLOGY 6.436J/15.085J Fall 2008 Lecture 14 10/27/2008 MOMENT GENERATING FUNCTIONS
MASSACHUSETTS INSTITUTE OF TECHNOLOGY 6.436J/15.085J Fall 2008 Lecture 14 10/27/2008 MOMENT GENERATING FUNCTIONS Contents 1. Moment generating functions 2. Sum of a ranom number of ranom variables 3. Transforms
Data Center Power System Reliability Beyond the 9 s: A Practical Approach
Data Center Power System Reliability Beyon the 9 s: A Practical Approach Bill Brown, P.E., Square D Critical Power Competency Center. Abstract Reliability has always been the focus of mission-critical
A multi-scale approach to InSAR time series analysis
A multi-scale approach to InSAR time series analysis M. Simons, E. Hetland, P. Muse, Y. N. Lin & C. DiCaprio U Interferogram stack time A geophysical perspective on deformation tomography Examples: Long
How To Segmentate An Insurance Customer In An Insurance Business
International Journal of Database Theory an Application, pp.25-36 http://x.oi.org/10.14257/ijta.2014.7.1.03 A Case Stuy of Applying SOM in Market Segmentation of Automobile Insurance Customers Vahi Golmah
Performance And Analysis Of Risk Assessment Methodologies In Information Security
International Journal of Computer Trens an Technology (IJCTT) volume 4 Issue 10 October 2013 Performance An Analysis Of Risk Assessment ologies In Information Security K.V.D.Kiran #1, Saikrishna Mukkamala
Reading: Ryden chs. 3 & 4, Shu chs. 15 & 16. For the enthusiasts, Shu chs. 13 & 14.
7 Shocks Reaing: Ryen chs 3 & 4, Shu chs 5 & 6 For the enthusiasts, Shu chs 3 & 4 A goo article for further reaing: Shull & Draine, The physics of interstellar shock waves, in Interstellar processes; Proceeings
POTENTIALS OF HIGH RESOLUTION TERRASAR-X IMAGES IN INSAR PROCESSING
POTENTIALS OF HIGH RESOLUTION TERRASAR-X IMAGES IN INSAR PROCESSING FOR EARTH DEFORMATION AND ENVIRONMENTAL STUDIES Magdalena Niemiec 1 Abstract Accurate determination of topography and surface deformation
An Alternative Approach of Operating a Passive RFID Device Embedded on Metallic Implants
An Alternative Approach of Operating a Passive RFID Device Embee on Metallic Implants Xiaoyu Liu, Ravi Yalamanchili, Ajay Ogirala an Marlin Mickle RFID Center of Excellence, Department of Electrical an
Towards a Framework for Enterprise Architecture Frameworks Comparison and Selection
Towars a Framework for Enterprise Frameworks Comparison an Selection Saber Aballah Faculty of Computers an Information, Cairo University [email protected] Abstract A number of Enterprise Frameworks
Detecting Possibly Fraudulent or Error-Prone Survey Data Using Benford s Law
Detecting Possibly Frauulent or Error-Prone Survey Data Using Benfor s Law Davi Swanson, Moon Jung Cho, John Eltinge U.S. Bureau of Labor Statistics 2 Massachusetts Ave., NE, Room 3650, Washington, DC
A Blame-Based Approach to Generating Proposals for Handling Inconsistency in Software Requirements
International Journal of nowlege an Systems Science, 3(), -7, January-March 0 A lame-ase Approach to Generating Proposals for Hanling Inconsistency in Software Requirements eian Mu, Peking University,
DEEP AZIMUTHAL SEISMIC ANISOTROPY IN THE WESTERNANATOLIA AND AEGEAN SUBDUCTION ZONE
DEEP AZIMUTHAL SEISMIC ANISOTROPY IN THE WESTERNANATOLIA AND AEGEAN SUBDUCTION ZONE G. Polat -1 and M.N. Ozel -1 Adress: 1- Boğaziçi University, Kandilli Observatory and Earthquake Research Institution,
TerraSAR-X Interferometry. Michael Eineder, Nico Adam Remote Sensing Technology Institute
TerraSAR-X Interferometry Michael Eineder, Nico Adam Remote Sensing Technology Institute TerraSAR-X Contribution to Commissioning Phase: verify phase and geometric stability of instrument and SAR processor
Improving Direct Marketing Profitability with Neural Networks
Volume 9 o.5, September 011 Improving Direct Marketing Profitability with eural etworks Zaiyong Tang Salem State University Salem, MA 01970 ABSTRACT Data mining in irect marketing aims at ientifying the
Measures of distance between samples: Euclidean
4- Chapter 4 Measures of istance between samples: Eucliean We will be talking a lot about istances in this book. The concept of istance between two samples or between two variables is funamental in multivariate
Satellites for Terrain Motion Mapping Terrafirma User Workshop Mining. Nico Adam
Satellites for Terrain Motion Mapping Terrafirma User Workshop Mining Nico Adam Outline SAR / InSAR observation characteristic Sensors TSX, TDX ERS-1, ERS-2 Processing techniques D-InSAR PSI SBAS Acquisition
Differentiability of Exponential Functions
Differentiability of Exponential Functions Philip M. Anselone an John W. Lee Philip Anselone ([email protected]) receive his Ph.D. from Oregon State in 1957. After a few years at Johns Hopkins an
Chapter 9 AIRPORT SYSTEM PLANNING
Chapter 9 AIRPORT SYSTEM PLANNING. Photo creit Dorn McGrath, Jr Contents Page The Planning Process................................................... 189 Airport Master Planning..............................................
RUNESTONE, an International Student Collaboration Project
RUNESTONE, an International Stuent Collaboration Project Mats Daniels 1, Marian Petre 2, Vicki Almstrum 3, Lars Asplun 1, Christina Björkman 1, Carl Erickson 4, Bruce Klein 4, an Mary Last 4 1 Department
Case Study Australia. Dr John Dawson A/g Branch Head Geodesy and Seismic Monitoring Geoscience Australia. Chair UN-GGIM-AP WG1 Chair APREF.
Case Study Australia Dr John Dawson A/g Branch Head Geodesy and Seismic Monitoring Geoscience Australia Chair UN-GGIM-AP WG1 Chair APREF Page 1 Overview 1. Australian height system Australian Height Datum
ThroughputScheduler: Learning to Schedule on Heterogeneous Hadoop Clusters
ThroughputScheuler: Learning to Scheule on Heterogeneous Haoop Clusters Shehar Gupta, Christian Fritz, Bob Price, Roger Hoover, an Johan e Kleer Palo Alto Research Center, Palo Alto, CA, USA {sgupta, cfritz,
Integration between spaceand ground-based data sets: application on ground deformations measurements
Integration between spaceand ground-based data sets: application on ground deformations measurements Giuseppe Puglisi Istituto Nazionale di Geofisica e Vulcanologia Sezione di Catania Osservatorio Etneo
Automatic Long-Term Loudness and Dynamics Matching
Automatic Long-Term Louness an Dynamics Matching Earl ickers Creative Avance Technology Center Scotts alley, CA, USA [email protected] ABSTRACT Traitional auio level control evices, such as automatic
National Snow and Ice Data Center
National Snow and Ice Data Center This data set (NSIDC-0484), part of the NASA Making Earth System Data Records for Use in Research Environments (MEaSUREs) Program, provides the first comprehensive, high-resolution,
Lagrangian and Hamiltonian Mechanics
Lagrangian an Hamiltonian Mechanics D.G. Simpson, Ph.D. Department of Physical Sciences an Engineering Prince George s Community College December 5, 007 Introuction In this course we have been stuying
A NATIONAL MEASUREMENT GOOD PRACTICE GUIDE. No.107. Guide to the calibration and testing of torque transducers
A NATIONAL MEASUREMENT GOOD PRACTICE GUIDE No.107 Guie to the calibration an testing of torque transucers Goo Practice Guie 107 Measurement Goo Practice Guie No.107 Guie to the calibration an testing of
BOSCH. CAN Specification. Version 2.0. 1991, Robert Bosch GmbH, Postfach 30 02 40, D-70442 Stuttgart
CAN Specification Version 2.0 1991, Robert Bosch GmbH, Postfach 30 02 40, D-70442 Stuttgart CAN Specification 2.0 page 1 Recital The acceptance an introuction of serial communication to more an more applications
Manure Spreader Calibration
Agronomy Facts 68 Manure Spreaer Calibration Manure spreaer calibration is an essential an valuable nutrient management tool for maximizing the efficient use of available manure nutrients. Planne manure
JON HOLTAN. if P&C Insurance Ltd., Oslo, Norway ABSTRACT
OPTIMAL INSURANCE COVERAGE UNDER BONUS-MALUS CONTRACTS BY JON HOLTAN if P&C Insurance Lt., Oslo, Norway ABSTRACT The paper analyses the questions: Shoul or shoul not an iniviual buy insurance? An if so,
Exploitation of historical satellite SAR archives for mapping and monitoring landslides at regional and local scale
Exploitation of historical satellite SAR archives for mapping and monitoring landslides at regional and local scale (A. Ferretti (TRE), A. Tamburini (TRE), M. Bianchi (TRE), M. Broccolato (Regione Valle
MODELLING OF TWO STRATEGIES IN INVENTORY CONTROL SYSTEM WITH RANDOM LEAD TIME AND DEMAND
art I. robobabilystic Moels Computer Moelling an New echnologies 27 Vol. No. 2-3 ransport an elecommunication Institute omonosova iga V-9 atvia MOEING OF WO AEGIE IN INVENOY CONO YEM WIH ANOM EA IME AN
A New Pricing Model for Competitive Telecommunications Services Using Congestion Discounts
A New Pricing Moel for Competitive Telecommunications Services Using Congestion Discounts N. Keon an G. Ananalingam Department of Systems Engineering University of Pennsylvania Philaelphia, PA 19104-6315
How To Understand The Structure Of A Can (Can)
Thi t t ith F M k 4 0 4 BOSCH CAN Specification Version 2.0 1991, Robert Bosch GmbH, Postfach 50, D-7000 Stuttgart 1 The ocument as a whole may be copie an istribute without restrictions. However, the
ISSN: 2277-3754 ISO 9001:2008 Certified International Journal of Engineering and Innovative Technology (IJEIT) Volume 3, Issue 12, June 2014
ISSN: 77-754 ISO 900:008 Certifie International Journal of Engineering an Innovative echnology (IJEI) Volume, Issue, June 04 Manufacturing process with isruption uner Quaratic Deman for Deteriorating Inventory
Consumer Referrals. Maria Arbatskaya and Hideo Konishi. October 28, 2014
Consumer Referrals Maria Arbatskaya an Hieo Konishi October 28, 2014 Abstract In many inustries, rms rewar their customers for making referrals. We analyze the optimal policy mix of price, avertising intensity,
Wage Compression, Employment Restrictions, and Unemployment: The Case of Mauritius
WP/04/205 Wage Compression, Employment Restrictions, an Unemployment: The Case of Mauritius Nathan Porter 2004 International Monetary Fun WP/04/205 IMF Working Paper Finance Department Wage Compression,
Using research evidence in mental health: user-rating and focus group study of clinicians preferences for a new clinical question-answering service
DOI: 10.1111/j.1471-1842.2008.00833.x Using research evience in mental health: user-rating an focus group stuy of clinicians preferences for a new clinical question-answering service Elizabeth A. Barley*,
1 Introduction. External Grant Award Number: 04HQGR0038. Title: Retrieval of high-resolution kinematic source parameters for large earthquakes
External Grant Award Number: 04HQGR0038 Title: Retrieval of high-resolution kinematic source parameters for large earthquakes Author: Hong Kie Thio URS Group Inc. 566 El Dorado Street, 2 nd floor Pasadena,
A Generalization of Sauer s Lemma to Classes of Large-Margin Functions
A Generalization of Sauer s Lemma to Classes of Large-Margin Functions Joel Ratsaby University College Lonon Gower Street, Lonon WC1E 6BT, Unite Kingom [email protected], WWW home page: http://www.cs.ucl.ac.uk/staff/j.ratsaby/
Sentinel-1 Mission Overview
Sentinel-1 Mission Overview Pierre Potin Sentinel-1 Mission Manager, ESA Advanced Course on Radar Polarimetry ESRIN, Frascati, 19 January 2011 Global Monitoring for Environment and Security GMES is established
A Data Placement Strategy in Scientific Cloud Workflows
A Data Placement Strategy in Scientific Clou Workflows Dong Yuan, Yun Yang, Xiao Liu, Jinjun Chen Faculty of Information an Communication Technologies, Swinburne University of Technology Hawthorn, Melbourne,
Option Pricing for Inventory Management and Control
Option Pricing for Inventory Management an Control Bryant Angelos, McKay Heasley, an Jeffrey Humpherys Abstract We explore the use of option contracts as a means of managing an controlling inventories
Введение в спутниковую радиолокацию: Радиолокаторы с синтезированной апертурой (РСА) Introduction to satellite radars: Synthetic Aperture Radars (SAR)
Введение в спутниковую радиолокацию: Радиолокаторы с синтезированной апертурой (РСА) Introduction to satellite radars: Synthetic Aperture Radars (SAR) проф. Бертран Шапрон IFREMER / ЛСО РГГМУ Prof. Bertrand
Optimal Control Policy of a Production and Inventory System for multi-product in Segmented Market
RATIO MATHEMATICA 25 (2013), 29 46 ISSN:1592-7415 Optimal Control Policy of a Prouction an Inventory System for multi-prouct in Segmente Market Kuleep Chauhary, Yogener Singh, P. C. Jha Department of Operational
Software Diversity for Information Security
for Information Security Pei-yu Chen, Gaurav Kataria an Ramayya Krishnan,3 Heinz School, Tepper School an 3 Cylab Carnegie Mellon University Abstract: In this paper we analyze a software iversification-base
Hyperspectral Satellite Imaging Planning a Mission
Hyperspectral Satellite Imaging Planning a Mission Victor Gardner University of Maryland 2007 AIAA Region 1 Mid-Atlantic Student Conference National Institute of Aerospace, Langley, VA Outline Objective
A Monte Carlo Simulation of Multivariate General
A Monte Carlo Simulation of Multivariate General Pareto Distribution an its Application 1 1 1 1 1 1 1 1 0 1 Luo Yao 1, Sui Danan, Wang Dongxiao,*, Zhou Zhenwei, He Weihong 1, Shi Hui 1 South China Sea
! # % & ( ) +,,),. / 0 1 2 % ( 345 6, & 7 8 4 8 & & &&3 6
! # % & ( ) +,,),. / 0 1 2 % ( 345 6, & 7 8 4 8 & & &&3 6 9 Quality signposting : the role of online information prescription in proviing patient information Liz Brewster & Barbara Sen Information School,
Optimal Energy Commitments with Storage and Intermittent Supply
Submitte to Operations Research manuscript OPRE-2009-09-406 Optimal Energy Commitments with Storage an Intermittent Supply Jae Ho Kim Department of Electrical Engineering, Princeton University, Princeton,
Web Appendices of Selling to Overcon dent Consumers
Web Appenices of Selling to Overcon ent Consumers Michael D. Grubb A Option Pricing Intuition This appenix provies aitional intuition base on option pricing for the result in Proposition 2. Consier the
Scalar : Vector : Equal vectors : Negative vectors : Proper vector : Null Vector (Zero Vector): Parallel vectors : Antiparallel vectors :
ELEMENTS OF VECTOS 1 Scalar : physical quantity having only magnitue but not associate with any irection is calle a scalar eg: time, mass, istance, spee, work, energy, power, pressure, temperature, electric
Calculating Viscous Flow: Velocity Profiles in Rivers and Pipes
previous inex next Calculating Viscous Flow: Velocity Profiles in Rivers an Pipes Michael Fowler, UVa 9/8/1 Introuction In this lecture, we ll erive the velocity istribution for two examples of laminar
The higher education factor: The role of higher education in the hiring and promotion practices in the fire service. By Nick Geis.
The higher eucation factor: The role of higher eucation in the hiring an promotion practices in the fire service. By Nick Geis Spring 2012 A paper submitte to the faculty of The University of North Carolina
y or f (x) to determine their nature.
Level C5 of challenge: D C5 Fining stationar points of cubic functions functions Mathematical goals Starting points Materials require Time neee To enable learners to: fin the stationar points of a cubic
An intertemporal model of the real exchange rate, stock market, and international debt dynamics: policy simulations
This page may be remove to conceal the ientities of the authors An intertemporal moel of the real exchange rate, stock market, an international ebt ynamics: policy simulations Saziye Gazioglu an W. Davi
Monitoring and characterizing natural hazards with satellite InSAR imagery
Annals of GIS Vol. 16, No. 1, March 2010, 55 66 Monitoring and characterizing natural hazards with satellite InSAR imagery Zhong Lu a *, Jixian Zhang b, Yonghong Zhang b and Daniel Dzurisin a a US Geological
Minimum-Energy Broadcast in All-Wireless Networks: NP-Completeness and Distribution Issues
Minimum-Energy Broacast in All-Wireless Networks: NP-Completeness an Distribution Issues Mario Čagal LCA-EPFL CH-05 Lausanne Switzerlan [email protected] Jean-Pierre Hubaux LCA-EPFL CH-05 Lausanne Switzerlan
