PRECISE GPS POSITIONING IMPROVEMENTS BY REDUCING ANTENNA AND SITE DEPENDENT EFFECTS
|
|
- Tobias Brent Lang
- 7 years ago
- Views:
Transcription
1 PRECISE GPS POSITIONING IMPROVEMENTS BY REDUCING ANTENNA AND SITE DEPENDENT EFFECTS Günter Seeber, Falko Menge, Chrstof Völksen Insttut für Erdmessung, Unverstät Hannover, D-3167 Hannover, Germany Gerhard Wübbena, Martn Schmtz Geo++, D-387 Garbsen, Germany ABSTRACT In order to estmate the characterstcs of GPS antennas ths paper descrbes a new approach for the estmaton of absolute phase center varatons (PCV) n a feld calbraton. The man obectve of ths approach s the elmnaton of multpath from the GPS observable and the elmnaton of any nfluence of the reference antenna. Ths s acheved by formng the so called mean sdereal day tme dfference between observatons of successve days. Snce the satellte geometry of GPS satelltes repeats every mean sdereal day multpath does as well. Therefore, by dfferentatng observatons of two dfferent days multpath can be elmnated. To gan nformaton about the PCV specal rotatons have to be appled to the antenna of nterest. The paper shows the results for three dfferent antenna types. A second applcaton of the mean sdereal day tme dfference shows the estmaton of small poston changes between consecutve days. The mean sdereal day tme dfference s formed n the same manner as for antenna calbraton, however, wthout any rotaton. Therefore multpath and PCV are elmnated from the observable. We acheved wth observaton perods of 1 mnutes a horzontal poston resoluton of only 1. mm whch s better than results from standard data processng. INTRODUCTION Precse postonng wth GPS has now reached a level of accuracy where the remanng error sources are dentfed as effects caused by phase center varatons (PCV) of the antenna and ste effects lke multpath. Phase center correctons are generally mportant for GPS observatons wth mxed antenna desgn to take nto account the dfferent phase patterns of each antenna type. In addton t s not easy to separate between tropospherc errors and phase center bases. Multpath can have a sgnfcant nfluence on precse postonng dependng on the ste. Therefore the mpact of multpath on the poston estmaton should be consdered carefully.
2 So far the PCV are estmated by two dfferent methods. In an absolute sense t s possble to determne the PCV n an anechoc chamber [1] and n a relatve sense by a feld procedure [] wth a known antenna as a reference, whose PCV are estmated based on the frst method. The man dsadvantage of the relatve feld calbraton s the nfluence of the used stes. One can never assume that the feld calbraton s free of multpath. Therefore t s very lkely that the determned PCV hghly depend on the multpath effects and are correlated wth the selected ste. Wth a new method [3] we have shown a feld procedure for the calbraton of antennas n an absolute sense. Ths new method s based on the elmnaton of multpath by usng observaton data of dfferent days. ELIMINATION OF MULTIPATH A ste whch s totally unaffected by multpath does not exst. Thus, feld procedures for an antenna calbraton as well as short tme GPS observatons are dsturbed by ths effect. The results are ncorrectly estmated PCV values whch are ste dependent and a decreased resoluton for the pont postonng wth short observaton tmes. A short summary of the basc concept for the method to elmnate multpath s gven n ths paragraph. It s based on the repeatablty of the satellte geometry and therefore of the multpath sgnals after one mean sdereal day [4, 5]. New nvestgatons concernng the exact perod for the repeatablty of the satellte constellaton durng a four days test n 1997 revealed slghtly dfferent values for each satellte n a range between 4 s and 56 s nstead of the generally assumed value of 3 mn 56 s (36 s). The perod for the constellaton repeatablty was estmated by three methods. Frst of all, double dfferences of two successve days were cross-correlated n the tme doman. The maxma show the tme lags and clearly ndcate the sgnfcant perodcal appearance of multpath after a mean sdereal day (see [3]). Furthermore the perods are calculated from the correlaton of elevaton/azmuth tme seres and from ndvdual ephemers. The results of these three methods are n good agreement. Fgure1 shows the orbtng tmes for dfferent satelltes computed from the ephemers of four days. The perodcal appearance s used to greatly reduce the effect of multpath by subtractng the undfferenced GPS observable Fgure 1: The orbtng tmes for dfferent satelltes. of two successve days, takng nto account the evaluated tme lag for the dfference between a mean solar and a mean sdereal day, whch should be calculated from the data sets. The followng s a smplfed lnearzed notaton of the phase observaton equatons l Φ
3 n meters contanng the desgn matrx subvector a; the recever coordnate correctons x; the recever and satellte clock error dt and dt, respectvely, scaled to meters by the speed of lght c ; the ambguty N scaled to meters by the wavelength λ; the error terms d for onosphere (ION), troposphere (TROP), multpath (MP), and phase center varatons (PCV); and the nose of the phase ε φ : lφ = a x + c ( dt dt ) λ N d + d + d + d + εφ. (1) ION The subscrpt and superscrpt stand for recevers and satelltes, respectvely. Buldng a mean sdereal day tme dfference δ elmnates the multpath, phase center varaton and the complete geometrc nformaton. The followng observaton equaton does not contan any nformaton about geometry, snce the desgn elements a are almost dentcal on two successve days: δ lφ = c ( δ dt δ dt ) λ δ N δ d + δ d + δ εφ. () TROP ION MP PCV TROP The remanng terms comprse the mean sdereal tme dfferences of every component, whch are small for a short baselne (.e. atmospherc errors) and/or are correctly modeled n the GPS processng package GEONAP [6] (.e. clock errors). The nose level of the observable changed due to error propagaton to δ ε φ. In our paper [3] we demonstrated the elmnaton of multpath applyng the mean sdereal day tme dfference δ. Together wth the dramatcally reduced multpath the resoluton of the phase measurements mproved by a factor of 1.5. MODELLING AND ESTIMATION OF ABSOLUTE PHASE CENTER VARIATIONS (PCV) Although the mean sdereal day tme dfference elmnates ste dependent errors, ths approach can be used for the determnaton of absolute phase center varatons. Observatons are carred out on two days. One antenna s dentcally orentated on both days, whereas the antenna to be calbrated performs vertcal and horzontal rotatons on the second day only. Now, n extenson to equaton (), the lnearzed observaton equaton (3) for the tme dfference δ of the rotated antenna contans PCV of two dfferent orentatons: δ l = c ( δ dt δ dt ) λ δ N δ d + δ d Φ ( α, z) ( α+ α, z+ z) + d d + δ PCV PCV ε Φ. ION TROP (3) The observable for the estmaton of the absolute PCV s the dfference n the PCV of two antenna orentatons to an dentcal satellte: d ( α, z, α, z) = d ( α, z ) d ( α + α, z + z). (4) PCV PCV PCV
4 9 Elevaton [ o ] Azmuth [ o ] -1-8 a) 9 Elevaton [ o ] Azmuth [ o ] b) 9 6 Elevaton [ o ] Azmuth [ o ] c) Fg. : L1-PCV [mm], a) Ashtech 78 Rev. B, b) Trmble 4 ST L1/ Geod, c) Trmble Dorne Margoln Choke Rng.
5 In equaton (4) α und z are the orentaton parameter of the frst day, whle α and z represent the appled orentaton changes on the second day. As noted before, relatve observables are used for the generaton of the absolute phase pattern. Thus, only the topology of the pattern can be descrbed. The absolute sze s not known, but wll be treated as a constant clock error or a hardware delay n the GPS poston soluton. The term "absolute antenna calbraton", however, s stll vald for the approach, because the phase center varatons are determned ndependently from the phase pattern of a reference antenna. For the estmaton of the elevaton (and azmuth) dependent PCV serves a sphercal harmonc functon [3]: d ( α, z) = ( A cos mα + B sn mα) P (cos z). PCV nmax n n= m= nm nm nm (5) P nm are normalzed assocated Legendre functons. Azmuth α and zenth angle z refer to the poston of a partcular satellte n the antenna coordnate system. To enable horzontal rotatons and vertcal tlts of the GPS antenna, a specal mount must be used. Through the tlts a recepton of undsturbed satellte sgnals from hgher elevatons contrbute to a relable PCV determnaton at low elevatons n the antenna coordnate system, even at elevaton zero. Usng ths approach three dfferent antenna types have been calbrated so far (Ashtech 78 Rev. B Notches, Trmble 4 ST L1/L Geod, Trmble Dorne Margoln Choke Rng). The L1- and L-PCV are determned by a sphercal harmonc functon of degree 1 and order 5. Only the L1-PCV of these antenna types are shown n fgure. The calbraton for the Ashtech and the Trmble Choke Rng antenna was verfed n a second ndependent experment showng good agreement. Clearly, elevaton and azmuth dependent varatons are vsble. All antennas have very large varatons at low elevatons n common, especally for the Trmble Choke Rng reachng up to several cm. The performance of the antennas seems to be rather poor at very low elevatons. DETECTION OF SMALL DEFORMATIONS Another applcaton of the proposed observable δ s feasble for the determnaton of small poston changes. A baselne s observed on two dfferent days. The lnearsaton, dentcal on both days for each staton, s performed n the same manner as shown n equaton (1). Usng the reduced observable,.e. the mean sdereal day tme dfference, one should yeld the baselne components wth a hgher precson due to the mproved phase measurement resoluton. In an experment for the verfcaton of ths approach a short baselne was observed on two dfferent days. One of the antennas was mounted to a specal mechancal sledge (fgure 3) whch allows shfts n two horzontal drectons normal to each other. These can be performed wth hgh precson (better than.1 mm). The observatons on the frst day were carred out wthout changng the poston of the sledge. Small poston changes at a rate of mm were appled durng the second day. The sledge was shfted every 1 mnutes, frst to the north and then to the east. Ths procedure was repeated several tmes. The dashed lnes n fgure 4 and 5 show the performed shfts.
6 Fg. 3: Sledge Fgure 4 shows the dsplacements computed from the observatons of the second day only. The postons were estmated wth a smultaneous adustment of L1 and L, called LX. It s clearly vsble that the agreement wth the known shfts s rather poor. In fgure 5 one can see the estmated postons after applyng the mean sdereal day tme dfference wth the GEONAP software module GNSDIF. The agreement between the computed dsplacements and the actual dsplacements s very good. Therefore the shfts of the sledge can easly be montored by the mean sderal day tme dfference. The accuracy of the horzontal poston estmaton s n the order of 1. mm for an observaton wndows of 1 mnutes only. Hence, wth ths method t s possble to montor rather small deformatons at the 1mm-level, even wth very short observaton tmes. Although observatons on two days wth an dentcal setup (mount, antenna etc.) are requred, a number of applcatons are concevable (e.g. dam montorng). CONCLUSIONS Multpath s stll the most lmtng factor for precse postonng. Wth the proposed approach, the mean sderal day tme dfference, t s possble to elmnate multpath from the GPS observables. Ths derved observable can be used to observe small poston changes from one day to another or estmate absolute PCV of an antenna.
7 The man advantages of the absolute antenna calbraton are that t s a feld procedure, free of multpath, and ndependent from a reference antenna's phase pattern. Through the rotatons and tlts of the antenna areas wthout any observatons are avoded,.e. northern hole or low elevatons, and the antenna s completely covered. Stll, further examnatons are requste, e.g. errors ntroduced by the mount (errors n the rotaton), nfluence of the Fg. 4: True postons (dashed lne) versus estmated postons (sold lne) wthout δ. Fg. 5: True postons (dashed lne) versus estmated postons (sold lne) usng δ.
8 mount on the multpath envronment, and comparson wth other sources by applyng the PCV n operatonal GPS evaluatons. A future goal s the automatc calbraton wth a very precse robot to avod nstrumental erros of the mount and save observaton tme. The frst experments wth the mechancal sledge for the determnaton of small deformatons are already promsng. The resoluton of the postonng s clearly mproved. Further experments have to be carred out n order to mprove ths method for dfferent applcatons, e.g. deformaton montorng n permanent GPS arrays. Acknowledgment: Parts of ths work are funded by the German Bundesmnsterum für Bldung, Wssenschaft, Forschung und Technologe (BMBF, No. 3PLB). REFERENCES 1. Schupler, B.R., T.A. Clark, R.L. Allshouse: Characterzatons of GPS User Antennas: Reanalyss and New Results, In: Beutler, G. et al. (Eds.). GPS Trends n Precse Terrestral, Arborne, and Spaceborne Applcatons. IAG Symposum, No. 113, Boulder, Colorado, USA, Rothacher, M., S. Schaer, L. Mervart, G. Beutler: Determnaton of Antenna Phase Center Varatons Usng GPS Data, Workshop Proceedngs, IGS Workshop Specal Topcs And New Drectons, May 15-18, Potsdam, Germany, Wübbena, G., F. Menge, M. Schmtz, G. Seeber, C. Völksen: A New Approach for Feld Calbraton of Absolute Antenna Phase Center Varatons, Proceedngs of ION GPS-96, 9th Internatonal Techncal Meetng, September 1-17, Kansas Cty, Mssour, USA, Bock, Y.: Contnuous Montorng of Crustal Deformaton, GPS World, June 1991, pp. 47, Genrch, J.F.,Y. Bock: Rapd Resoluton of Crustal Moton at Short Ranges Wth the Global Postonng System, Journal of Geophyscal Research, Vo. 97, No. B3, pp , Wübbena, G.: The GPS Adustment Software Package -GEONAP- Concepts and Models, Proceedngs of the Ffth Internatonal Symposum on Satellte Postonng, Las Cruces, New Mexco, pp. 4561, 1989.
How To Understand The Results Of The German Meris Cloud And Water Vapour Product
Ttel: Project: Doc. No.: MERIS level 3 cloud and water vapour products MAPP MAPP-ATBD-ClWVL3 Issue: 1 Revson: 0 Date: 9.12.1998 Functon Name Organsaton Sgnature Date Author: Bennartz FUB Preusker FUB Schüller
More informationHigh Accuracy Real-time Dam Monitoring Using Low-cost GPS Equipment
Hgh Accuracy Real-tme Dam Montorng Usng Low-cost GPS Equpment Reda ALI, Paul CROSS, Unted Kngdom and Al EL-SHARKAWY, Egypt Key words: Multpath, Sdereal-day correcton, Pacoma Dam, GPSEM. SUMMARY A methodology
More informationCHOLESTEROL REFERENCE METHOD LABORATORY NETWORK. Sample Stability Protocol
CHOLESTEROL REFERENCE METHOD LABORATORY NETWORK Sample Stablty Protocol Background The Cholesterol Reference Method Laboratory Network (CRMLN) developed certfcaton protocols for total cholesterol, HDL
More informationFrequency Selective IQ Phase and IQ Amplitude Imbalance Adjustments for OFDM Direct Conversion Transmitters
Frequency Selectve IQ Phase and IQ Ampltude Imbalance Adjustments for OFDM Drect Converson ransmtters Edmund Coersmeer, Ernst Zelnsk Noka, Meesmannstrasse 103, 44807 Bochum, Germany edmund.coersmeer@noka.com,
More informationOptical Measurement of the Speed of Sound in Air Over the Temperature Range 300-650 K
NASA/CR-2000-210114 ICASE Report No. 2000-20 Optcal Measurement of the Speed of Sound n Ar Over the Temperature Range 300-650 K Roger C. Hart ICASE, Hampton, Vrgna R. Jeffrey Balla and G.C. Herrng NASA
More informationConversion between the vector and raster data structures using Fuzzy Geographical Entities
Converson between the vector and raster data structures usng Fuzzy Geographcal Enttes Cdála Fonte Department of Mathematcs Faculty of Scences and Technology Unversty of Combra, Apartado 38, 3 454 Combra,
More informationRESEARCH ON DUAL-SHAKER SINE VIBRATION CONTROL. Yaoqi FENG 1, Hanping QIU 1. China Academy of Space Technology (CAST) yaoqi.feng@yahoo.
ICSV4 Carns Australa 9- July, 007 RESEARCH ON DUAL-SHAKER SINE VIBRATION CONTROL Yaoq FENG, Hanpng QIU Dynamc Test Laboratory, BISEE Chna Academy of Space Technology (CAST) yaoq.feng@yahoo.com Abstract
More informationSIMPLE LINEAR CORRELATION
SIMPLE LINEAR CORRELATION Smple lnear correlaton s a measure of the degree to whch two varables vary together, or a measure of the ntensty of the assocaton between two varables. Correlaton often s abused.
More informationDamage detection in composite laminates using coin-tap method
Damage detecton n composte lamnates usng con-tap method S.J. Km Korea Aerospace Research Insttute, 45 Eoeun-Dong, Youseong-Gu, 35-333 Daejeon, Republc of Korea yaeln@kar.re.kr 45 The con-tap test has the
More informationA machine vision approach for detecting and inspecting circular parts
A machne vson approach for detectng and nspectng crcular parts Du-Mng Tsa Machne Vson Lab. Department of Industral Engneerng and Management Yuan-Ze Unversty, Chung-L, Tawan, R.O.C. E-mal: edmtsa@saturn.yzu.edu.tw
More informationThe Development of Web Log Mining Based on Improve-K-Means Clustering Analysis
The Development of Web Log Mnng Based on Improve-K-Means Clusterng Analyss TngZhong Wang * College of Informaton Technology, Luoyang Normal Unversty, Luoyang, 471022, Chna wangtngzhong2@sna.cn Abstract.
More informationAnswer: A). There is a flatter IS curve in the high MPC economy. Original LM LM after increase in M. IS curve for low MPC economy
4.02 Quz Solutons Fall 2004 Multple-Choce Questons (30/00 ponts) Please, crcle the correct answer for each of the followng 0 multple-choce questons. For each queston, only one of the answers s correct.
More informationWhat is Candidate Sampling
What s Canddate Samplng Say we have a multclass or mult label problem where each tranng example ( x, T ) conssts of a context x a small (mult)set of target classes T out of a large unverse L of possble
More informationON THE ACCURACY, REPEATABILITY, AND DEGREE OF INFLUENCE OF KINEMATICS PARAMETERS FOR INDUSTRIAL ROBOTS
Internatonal Journal of Modellng and Smulaton, Vol. 22, No. 3, 2002 ON THE ACCURACY, REPEATABILITY, AND DEGREE OF INFLUENCE OF KINEMATICS PARAMETERS FOR INDUSTRIAL ROBOTS P.S. Shakolas, K.L. Conrad, and
More informationThe OC Curve of Attribute Acceptance Plans
The OC Curve of Attrbute Acceptance Plans The Operatng Characterstc (OC) curve descrbes the probablty of acceptng a lot as a functon of the lot s qualty. Fgure 1 shows a typcal OC Curve. 10 8 6 4 1 3 4
More informationFace Verification Problem. Face Recognition Problem. Application: Access Control. Biometric Authentication. Face Verification (1:1 matching)
Face Recognton Problem Face Verfcaton Problem Face Verfcaton (1:1 matchng) Querymage face query Face Recognton (1:N matchng) database Applcaton: Access Control www.vsage.com www.vsoncs.com Bometrc Authentcaton
More informationINVESTIGATION OF VEHICULAR USERS FAIRNESS IN CDMA-HDR NETWORKS
21 22 September 2007, BULGARIA 119 Proceedngs of the Internatonal Conference on Informaton Technologes (InfoTech-2007) 21 st 22 nd September 2007, Bulgara vol. 2 INVESTIGATION OF VEHICULAR USERS FAIRNESS
More informationBrigid Mullany, Ph.D University of North Carolina, Charlotte
Evaluaton And Comparson Of The Dfferent Standards Used To Defne The Postonal Accuracy And Repeatablty Of Numercally Controlled Machnng Center Axes Brgd Mullany, Ph.D Unversty of North Carolna, Charlotte
More informationSoftware Alignment for Tracking Detectors
Software Algnment for Trackng Detectors V. Blobel Insttut für Expermentalphysk, Unverstät Hamburg, Germany Abstract Trackng detectors n hgh energy physcs experments requre an accurate determnaton of a
More informationwhere the coordinates are related to those in the old frame as follows.
Chapter 2 - Cartesan Vectors and Tensors: Ther Algebra Defnton of a vector Examples of vectors Scalar multplcaton Addton of vectors coplanar vectors Unt vectors A bass of non-coplanar vectors Scalar product
More informationMonitoring sea level change at Cascais tide gauge
Journal of Coastal Research SI 64 pg - pg ICS211 (Proceedngs) Poland ISSN 749-28 Montorng sea level change at Cascas tde gauge C. Antunes IDL Unversty of Lsbon, Lsbon, 1794-16 Portugal cmantunes@fc.ul.pt
More informationSPEE Recommended Evaluation Practice #6 Definition of Decline Curve Parameters Background:
SPEE Recommended Evaluaton Practce #6 efnton of eclne Curve Parameters Background: The producton hstores of ol and gas wells can be analyzed to estmate reserves and future ol and gas producton rates and
More informationAn interactive system for structure-based ASCII art creation
An nteractve system for structure-based ASCII art creaton Katsunor Myake Henry Johan Tomoyuk Nshta The Unversty of Tokyo Nanyang Technologcal Unversty Abstract Non-Photorealstc Renderng (NPR), whose am
More informationRetrevised spectral reflectVtes From Extracted GOME Instrument Data to N&A
Retrevng spectral reflectvtes from Extracted GOME Instrument header data A.J.M. Pters (1), R.J. van der A (1), J.H.G.M van Geffen (1), R.F. van Oss (1), P.J.M. Valks (1) (1) Royal Netherlands Meteorologcal
More informationA Multi-mode Image Tracking System Based on Distributed Fusion
A Mult-mode Image Tracng System Based on Dstrbuted Fuson Ln zheng Chongzhao Han Dongguang Zuo Hongsen Yan School of Electroncs & nformaton engneerng, X an Jaotong Unversty X an, Shaanx, Chna Lnzheng@malst.xjtu.edu.cn
More informationModule 2 LOSSLESS IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur
Module LOSSLESS IMAGE COMPRESSION SYSTEMS Lesson 3 Lossless Compresson: Huffman Codng Instructonal Objectves At the end of ths lesson, the students should be able to:. Defne and measure source entropy..
More informationRing structure of splines on triangulations
www.oeaw.ac.at Rng structure of splnes on trangulatons N. Vllamzar RICAM-Report 2014-48 www.rcam.oeaw.ac.at RING STRUCTURE OF SPLINES ON TRIANGULATIONS NELLY VILLAMIZAR Introducton For a trangulated regon
More informationThe Effects of Geodetic Configuration of the Network in Deformation Analysis
The Effects of Geodetc Confguraton of the Network n Deformaton Analyss M. Onur KAPLAN, Tevfk AYAN and Serdar EROL Turkey Key words: Network confguraton, deformaton analyss, optmzaton, confdence ellpses
More informationCalculating the high frequency transmission line parameters of power cables
< ' Calculatng the hgh frequency transmsson lne parameters of power cables Authors: Dr. John Dcknson, Laboratory Servces Manager, N 0 RW E B Communcatons Mr. Peter J. Ncholson, Project Assgnment Manager,
More informationEfficient Project Portfolio as a tool for Enterprise Risk Management
Effcent Proect Portfolo as a tool for Enterprse Rsk Management Valentn O. Nkonov Ural State Techncal Unversty Growth Traectory Consultng Company January 5, 27 Effcent Proect Portfolo as a tool for Enterprse
More informationFeature selection for intrusion detection. Slobodan Petrović NISlab, Gjøvik University College
Feature selecton for ntruson detecton Slobodan Petrovć NISlab, Gjøvk Unversty College Contents The feature selecton problem Intruson detecton Traffc features relevant for IDS The CFS measure The mrmr measure
More informationUSE OF THE SRTM DEM AS A GEO-REFERENCING TOOL BY ELEVATION MATCHING
USE OF THE SRTM DEM AS A GEO-REFERENCING TOOL BY ELEVATION MATCHING J. A. Gonçalves a, A. M. Morgado b a Faculdade de Cêncas - Unversdade do Porto, Rua Campo Alegre, 4430-354 Porto, Portugal - jagoncal@fc.up.pt
More informationDesign and Development of a Security Evaluation Platform Based on International Standards
Internatonal Journal of Informatcs Socety, VOL.5, NO.2 (203) 7-80 7 Desgn and Development of a Securty Evaluaton Platform Based on Internatonal Standards Yuj Takahash and Yoshm Teshgawara Graduate School
More informationTraffic-light a stress test for life insurance provisions
MEMORANDUM Date 006-09-7 Authors Bengt von Bahr, Göran Ronge Traffc-lght a stress test for lfe nsurance provsons Fnansnspetonen P.O. Box 6750 SE-113 85 Stocholm [Sveavägen 167] Tel +46 8 787 80 00 Fax
More informationAvailability Benefit of Future Dual Frequency GPS Avionics under Strong Ionospheric Scintillation
Avalablty Beneft of Future Dual Frequency GPS Avoncs under Strong Ionospherc Scntllaton Jwon Seo, Todd Walter, and Per Enge Stanford Unversty BIOGRAPHY Jwon Seo s a Ph.D. canddate n aeronautcs and astronautcs
More informationA Multi-Camera System on PC-Cluster for Real-time 3-D Tracking
The 23 rd Conference of the Mechancal Engneerng Network of Thaland November 4 7, 2009, Chang Ma A Mult-Camera System on PC-Cluster for Real-tme 3-D Trackng Vboon Sangveraphunsr*, Krtsana Uttamang, and
More informationVision Mouse. Saurabh Sarkar a* University of Cincinnati, Cincinnati, USA ABSTRACT 1. INTRODUCTION
Vson Mouse Saurabh Sarkar a* a Unversty of Cncnnat, Cncnnat, USA ABSTRACT The report dscusses a vson based approach towards trackng of eyes and fngers. The report descrbes the process of locatng the possble
More informationTechniques for multi-resolution image registration in the presence of occlusions 1
Technques for mult-resoluton mage regstraton n the presence of occlusons organ cgure Harold S. Stone morganm@mt.edu, hstone@research.n.nec.com Abstract Ths paper descrbes and compares technques for regsterng
More informationComparison of Control Strategies for Shunt Active Power Filter under Different Load Conditions
Comparson of Control Strateges for Shunt Actve Power Flter under Dfferent Load Condtons Sanjay C. Patel 1, Tushar A. Patel 2 Lecturer, Electrcal Department, Government Polytechnc, alsad, Gujarat, Inda
More information+ + + - - This circuit than can be reduced to a planar circuit
MeshCurrent Method The meshcurrent s analog of the nodeoltage method. We sole for a new set of arables, mesh currents, that automatcally satsfy KCLs. As such, meshcurrent method reduces crcut soluton to
More informationCan Auto Liability Insurance Purchases Signal Risk Attitude?
Internatonal Journal of Busness and Economcs, 2011, Vol. 10, No. 2, 159-164 Can Auto Lablty Insurance Purchases Sgnal Rsk Atttude? Chu-Shu L Department of Internatonal Busness, Asa Unversty, Tawan Sheng-Chang
More informationDEFINING %COMPLETE IN MICROSOFT PROJECT
CelersSystems DEFINING %COMPLETE IN MICROSOFT PROJECT PREPARED BY James E Aksel, PMP, PMI-SP, MVP For Addtonal Informaton about Earned Value Management Systems and reportng, please contact: CelersSystems,
More information14.74 Lecture 5: Health (2)
14.74 Lecture 5: Health (2) Esther Duflo February 17, 2004 1 Possble Interventons Last tme we dscussed possble nterventons. Let s take one: provdng ron supplements to people, for example. From the data,
More informationArchitecture and Performance Testing of a Software GPS Receiver for Space-based Applications 1,2
Archtecture and Performance Testng of a Software GPS Recever for Space-based Applcatons,2 Kenn Gold and Alson Brown NAVSYS Corporaton 496 Woodcarver Road Colorado Sprngs, CO 892 79-48-4877 kgold@navsys.com
More informationFINAL REPORT. City of Toronto. Contract 47016555. Project No: B000203-3
Cty of Toronto SAFETY IMPACTS AD REGULATIOS OF ELECTROIC STATIC ROADSIDE ADVERTISIG SIGS TECHICAL MEMORADUM #2C BEFORE/AFTER COLLISIO AALYSIS AT SIGALIZED ITERSECTIO FIAL REPORT 3027 Harvester Road, Sute
More informationCalculation of Sampling Weights
Perre Foy Statstcs Canada 4 Calculaton of Samplng Weghts 4.1 OVERVIEW The basc sample desgn used n TIMSS Populatons 1 and 2 was a two-stage stratfed cluster desgn. 1 The frst stage conssted of a sample
More informationAn Alternative Way to Measure Private Equity Performance
An Alternatve Way to Measure Prvate Equty Performance Peter Todd Parlux Investment Technology LLC Summary Internal Rate of Return (IRR) s probably the most common way to measure the performance of prvate
More informationAn Analysis of Dynamic Severity and Population Size
An Analyss of Dynamc Severty and Populaton Sze Karsten Wecker Unversty of Stuttgart, Insttute of Computer Scence, Bretwesenstr. 2 22, 7565 Stuttgart, Germany, emal: Karsten.Wecker@nformatk.un-stuttgart.de
More informationFREQUENCY OF OCCURRENCE OF CERTAIN CHEMICAL CLASSES OF GSR FROM VARIOUS AMMUNITION TYPES
FREQUENCY OF OCCURRENCE OF CERTAIN CHEMICAL CLASSES OF GSR FROM VARIOUS AMMUNITION TYPES Zuzanna BRO EK-MUCHA, Grzegorz ZADORA, 2 Insttute of Forensc Research, Cracow, Poland 2 Faculty of Chemstry, Jagellonan
More informationHow To Calculate The Accountng Perod Of Nequalty
Inequalty and The Accountng Perod Quentn Wodon and Shlomo Ytzha World Ban and Hebrew Unversty September Abstract Income nequalty typcally declnes wth the length of tme taen nto account for measurement.
More informationDECOMPOSITION OF MEASURED GROUND VIBRATIONS INTO BASIC SOIL WAVES
DECOMPOSITION OF MEASURED GROUND VIBRATIONS INTO BASIC SOIL WAVES D. Macjausas Department of Scence & Technology, Unversty of Luembourg, Luembourg S. Van Baars Department of Scence & Technology, Unversty
More informationVoIP Playout Buffer Adjustment using Adaptive Estimation of Network Delays
VoIP Playout Buffer Adjustment usng Adaptve Estmaton of Network Delays Mroslaw Narbutt and Lam Murphy* Department of Computer Scence Unversty College Dubln, Belfeld, Dubln, IRELAND Abstract The poor qualty
More information8.5 UNITARY AND HERMITIAN MATRICES. The conjugate transpose of a complex matrix A, denoted by A*, is given by
6 CHAPTER 8 COMPLEX VECTOR SPACES 5. Fnd the kernel of the lnear transformaton gven n Exercse 5. In Exercses 55 and 56, fnd the mage of v, for the ndcated composton, where and are gven by the followng
More informationFinite Math Chapter 10: Study Guide and Solution to Problems
Fnte Math Chapter 10: Study Gude and Soluton to Problems Basc Formulas and Concepts 10.1 Interest Basc Concepts Interest A fee a bank pays you for money you depost nto a savngs account. Prncpal P The amount
More information7.5. Present Value of an Annuity. Investigate
7.5 Present Value of an Annuty Owen and Anna are approachng retrement and are puttng ther fnances n order. They have worked hard and nvested ther earnngs so that they now have a large amount of money on
More informationSection 5.4 Annuities, Present Value, and Amortization
Secton 5.4 Annutes, Present Value, and Amortzaton Present Value In Secton 5.2, we saw that the present value of A dollars at nterest rate per perod for n perods s the amount that must be deposted today
More informationDistributed Multi-Target Tracking In A Self-Configuring Camera Network
Dstrbuted Mult-Target Trackng In A Self-Confgurng Camera Network Crstan Soto, B Song, Amt K. Roy-Chowdhury Department of Electrcal Engneerng Unversty of Calforna, Rversde {cwlder,bsong,amtrc}@ee.ucr.edu
More informationHigh Correlation between Net Promoter Score and the Development of Consumers' Willingness to Pay (Empirical Evidence from European Mobile Markets)
Hgh Correlaton between et Promoter Score and the Development of Consumers' Wllngness to Pay (Emprcal Evdence from European Moble Marets Ths paper shows that the correlaton between the et Promoter Score
More informationForecasting the Direction and Strength of Stock Market Movement
Forecastng the Drecton and Strength of Stock Market Movement Jngwe Chen Mng Chen Nan Ye cjngwe@stanford.edu mchen5@stanford.edu nanye@stanford.edu Abstract - Stock market s one of the most complcated systems
More informationCausal, Explanatory Forecasting. Analysis. Regression Analysis. Simple Linear Regression. Which is Independent? Forecasting
Causal, Explanatory Forecastng Assumes cause-and-effect relatonshp between system nputs and ts output Forecastng wth Regresson Analyss Rchard S. Barr Inputs System Cause + Effect Relatonshp The job of
More informationOxygen Saturation Measurement and Optimal Accuracy in Nair
The Applcaton of Threshold De-nosng n Moble Oxygen Saturaton Montorng Software Tang Nng and Xu Zhenzhen School of Computer Scence and Technology, Donghua Unversty, Shangha, Chna 201620 tnwysyd@126.com
More informationRELIABILITY, RISK AND AVAILABILITY ANLYSIS OF A CONTAINER GANTRY CRANE ABSTRACT
Kolowrock Krzysztof Joanna oszynska MODELLING ENVIRONMENT AND INFRATRUCTURE INFLUENCE ON RELIABILITY AND OPERATION RT&A # () (Vol.) March RELIABILITY RIK AND AVAILABILITY ANLYI OF A CONTAINER GANTRY CRANE
More informationAn Integrated Semantically Correct 2.5D Object Oriented TIN. Andreas Koch
An Integrated Semantcally Correct 2.5D Object Orented TIN Andreas Koch Unverstät Hannover Insttut für Photogrammetre und GeoInformaton Contents Introducton Integraton of a DTM and 2D GIS data Semantcs
More informationAPPLICATION OF PROBE DATA COLLECTED VIA INFRARED BEACONS TO TRAFFIC MANEGEMENT
APPLICATION OF PROBE DATA COLLECTED VIA INFRARED BEACONS TO TRAFFIC MANEGEMENT Toshhko Oda (1), Kochro Iwaoka (2) (1), (2) Infrastructure Systems Busness Unt, Panasonc System Networks Co., Ltd. Saedo-cho
More informationLinear Circuits Analysis. Superposition, Thevenin /Norton Equivalent circuits
Lnear Crcuts Analyss. Superposton, Theenn /Norton Equalent crcuts So far we hae explored tmendependent (resste) elements that are also lnear. A tmendependent elements s one for whch we can plot an / cure.
More informationConferencing protocols and Petri net analysis
Conferencng protocols and Petr net analyss E. ANTONIDAKIS Department of Electroncs, Technologcal Educatonal Insttute of Crete, GREECE ena@chana.tecrete.gr Abstract: Durng a computer conference, users desre
More informationAn RFID Distance Bounding Protocol
An RFID Dstance Boundng Protocol Gerhard P. Hancke and Markus G. Kuhn May 22, 2006 An RFID Dstance Boundng Protocol p. 1 Dstance boundng Verfer d Prover Places an upper bound on physcal dstance Does not
More informationAbstract. 1. Introduction. 2. Measurement Methods
Wdeband ped Delay Lne Channel Model at 3.5GHz for Broadband Fxed Wreless Access system as functon of Subscrber Antenna heght n Suburban Envronment Cha Leong Hong, Ian J. Wassell, Georga E. Athanasadou,
More information) of the Cell class is created containing information about events associated with the cell. Events are added to the Cell instance
Calbraton Method Instances of the Cell class (one nstance for each FMS cell) contan ADC raw data and methods assocated wth each partcular FMS cell. The calbraton method ncludes event selecton (Class Cell
More informationHollinger Canadian Publishing Holdings Co. ( HCPH ) proceeding under the Companies Creditors Arrangement Act ( CCAA )
February 17, 2011 Andrew J. Hatnay ahatnay@kmlaw.ca Dear Sr/Madam: Re: Re: Hollnger Canadan Publshng Holdngs Co. ( HCPH ) proceedng under the Companes Credtors Arrangement Act ( CCAA ) Update on CCAA Proceedngs
More informationGAW Report No. 190. Instruments to Measure Solar Ultraviolet Radiation Part 3: Multi-channel filter instruments
GAW Report No. 190 Instruments to Measure Solar Ultravolet Radaton Part 3: Mult-channel flter nstruments For more nformaton, please contact: World Meteorologcal Organzaton Research Department Atmospherc
More informationTraffic State Estimation in the Traffic Management Center of Berlin
Traffc State Estmaton n the Traffc Management Center of Berln Authors: Peter Vortsch, PTV AG, Stumpfstrasse, D-763 Karlsruhe, Germany phone ++49/72/965/35, emal peter.vortsch@ptv.de Peter Möhl, PTV AG,
More informationNMT EE 589 & UNM ME 482/582 ROBOT ENGINEERING. Dr. Stephen Bruder NMT EE 589 & UNM ME 482/582
NMT EE 589 & UNM ME 482/582 ROBOT ENGINEERING Dr. Stephen Bruder NMT EE 589 & UNM ME 482/582 7. Root Dynamcs 7.2 Intro to Root Dynamcs We now look at the forces requred to cause moton of the root.e. dynamcs!!
More informationAnalysis of Demand for Broadcastingng servces
Analyss of Subscrpton Demand for Pay-TV Manabu Shshkura * Norhro Kasuga ** Ako Tor *** Abstract In ths paper, we wll conduct an analyss from an emprcal perspectve concernng broadcastng demand behavor and
More informationProject Networks With Mixed-Time Constraints
Project Networs Wth Mxed-Tme Constrants L Caccetta and B Wattananon Western Australan Centre of Excellence n Industral Optmsaton (WACEIO) Curtn Unversty of Technology GPO Box U1987 Perth Western Australa
More informationEvaluating the Effects of FUNDEF on Wages and Test Scores in Brazil *
Evaluatng the Effects of FUNDEF on Wages and Test Scores n Brazl * Naérco Menezes-Flho Elane Pazello Unversty of São Paulo Abstract In ths paper we nvestgate the effects of the 1998 reform n the fundng
More informationIMPACT ANALYSIS OF A CELLULAR PHONE
4 th ASA & μeta Internatonal Conference IMPACT AALYSIS OF A CELLULAR PHOE We Lu, 2 Hongy L Bejng FEAonlne Engneerng Co.,Ltd. Bejng, Chna ABSTRACT Drop test smulaton plays an mportant role n nvestgatng
More informationbenefit is 2, paid if the policyholder dies within the year, and probability of death within the year is ).
REVIEW OF RISK MANAGEMENT CONCEPTS LOSS DISTRIBUTIONS AND INSURANCE Loss and nsurance: When someone s subject to the rsk of ncurrng a fnancal loss, the loss s generally modeled usng a random varable or
More informationAnalysis of Energy-Conserving Access Protocols for Wireless Identification Networks
From the Proceedngs of Internatonal Conference on Telecommuncaton Systems (ITC-97), March 2-23, 1997. 1 Analyss of Energy-Conservng Access Protocols for Wreless Identfcaton etworks Imrch Chlamtac a, Chara
More informationI. INTRODUCTION. 1 IRCCyN: UMR CNRS 6596, Ecole Centrale de Nantes, Université de Nantes, Ecole des Mines de Nantes
he Knematc Analyss of a Symmetrcal hree-degree-of-freedom lanar arallel Manpulator Damen Chablat and hlppe Wenger Insttut de Recherche en Communcatons et Cybernétque de Nantes, rue de la Noë, 442 Nantes,
More informationSupport Vector Machines
Support Vector Machnes Max Wellng Department of Computer Scence Unversty of Toronto 10 Kng s College Road Toronto, M5S 3G5 Canada wellng@cs.toronto.edu Abstract Ths s a note to explan support vector machnes.
More informationReliable State Monitoring in Cloud Datacenters
Relable State Montorng n Cloud Datacenters Shcong Meng Arun K. Iyengar Isabelle M. Rouvellou Lng Lu Ksung Lee Balaj Palansamy Yuzhe Tang College of Computng, Georga Insttute of Technology, Atlanta, GA
More informationAutonomous Navigation and Map building Using Laser Range Sensors in Outdoor Applications
Autonomous Navgaton and Map buldng Usng aser Range Sensors n Outdoor Applcatons Jose Guvant, Eduardo Nebot and Stephan Baker Australan Centre for Feld Robotcs Department of Mechancal and Mechatronc Engneerng
More informationn + d + q = 24 and.05n +.1d +.25q = 2 { n + d + q = 24 (3) n + 2d + 5q = 40 (2)
MATH 16T Exam 1 : Part I (In-Class) Solutons 1. (0 pts) A pggy bank contans 4 cons, all of whch are nckels (5 ), dmes (10 ) or quarters (5 ). The pggy bank also contans a con of each denomnaton. The total
More informationPolitecnico di Torino. Porto Institutional Repository
Poltecnco d orno Porto Insttutonal Repostory [Proceedng] rbt dynamcs and knematcs wth full quaternons rgnal Ctaton: Andres D; Canuto E. (5). rbt dynamcs and knematcs wth full quaternons. In: 16th IFAC
More informationAutomated information technology for ionosphere monitoring of low-orbit navigation satellite signals
Automated nformaton technology for onosphere montorng of low-orbt navgaton satellte sgnals Alexander Romanov, Sergey Trusov and Alexey Romanov Federal State Untary Enterprse Russan Insttute of Space Devce
More informationSecure Walking GPS: A Secure Localization and Key Distribution Scheme for Wireless Sensor Networks
Secure Walkng GPS: A Secure Localzaton and Key Dstrbuton Scheme for Wreless Sensor Networks Q M, John A. Stankovc, Radu Stoleru 2 Department of Computer Scence, Unversty of Vrgna, USA 2 Department of Computer
More informationResponse Coordination of Distributed Generation and Tap Changers for Voltage Support
Response Coordnaton of Dstrbuted Generaton and Tap Changers for Voltage Support An D.T. Le, Student Member, IEEE, K.M. Muttaq, Senor Member, IEEE, M. Negnevtsky, Member, IEEE,and G. Ledwch, Senor Member,
More informationVehicle Detection and Tracking in Video from Moving Airborne Platform
Journal of Computatonal Informaton Systems 10: 12 (2014) 4965 4972 Avalable at http://www.jofcs.com Vehcle Detecton and Trackng n Vdeo from Movng Arborne Platform Lye ZHANG 1,2,, Hua WANG 3, L LI 2 1 School
More informationKiel Institute for World Economics Duesternbrooker Weg 120 24105 Kiel (Germany) Kiel Working Paper No. 1120
Kel Insttute for World Economcs Duesternbrooker Weg 45 Kel (Germany) Kel Workng Paper No. Path Dependences n enture Captal Markets by Andrea Schertler July The responsblty for the contents of the workng
More informationAn Introduction to 3G Monte-Carlo simulations within ProMan
An Introducton to 3G Monte-Carlo smulatons wthn ProMan responsble edtor: Hermann Buddendck AWE Communcatons GmbH Otto-Llenthal-Str. 36 D-71034 Böblngen Phone: +49 70 31 71 49 7-16 Fax: +49 70 31 71 49
More informationv a 1 b 1 i, a 2 b 2 i,..., a n b n i.
SECTION 8.4 COMPLEX VECTOR SPACES AND INNER PRODUCTS 455 8.4 COMPLEX VECTOR SPACES AND INNER PRODUCTS All the vector spaces we have studed thus far n the text are real vector spaces snce the scalars are
More informationLecture 2: Single Layer Perceptrons Kevin Swingler
Lecture 2: Sngle Layer Perceptrons Kevn Sngler kms@cs.str.ac.uk Recap: McCulloch-Ptts Neuron Ths vastly smplfed model of real neurons s also knon as a Threshold Logc Unt: W 2 A Y 3 n W n. A set of synapses
More informationIMPROVEMENT OF THE STABILITY SOLVING RATIONAL POLYNOMIAL COEFFICIENTS
IMPROVEMEN OF HE ABIIY OVING RAIONA POYNOMIA COEFFICIEN Xanyong n a,*, Xuxao Yuan a a chool of Remote ensng and Informaton Engneerng, Wuhan Unversty, 19 uoyu Road, Wuhan 40079, Chna wnterlnny@16.com Commsson
More informationAn Enhanced Super-Resolution System with Improved Image Registration, Automatic Image Selection, and Image Enhancement
An Enhanced Super-Resoluton System wth Improved Image Regstraton, Automatc Image Selecton, and Image Enhancement Yu-Chuan Kuo ( ), Chen-Yu Chen ( ), and Chou-Shann Fuh ( ) Department of Computer Scence
More informationAttitude and Position Estimation on the Mars Exploration Rovers
Atttude and Poston Estmaton on the Mars Exploraton Rovers Khaled S. Al, C. Anthony Vanell, Jeffrey J. esadeck, Mark W. Mamone, Yang Cheng, A. Mguel San Martn, and James W. Alexander Jet Propulson Laboratory
More informationFaraday's Law of Induction
Introducton Faraday's Law o Inducton In ths lab, you wll study Faraday's Law o nducton usng a wand wth col whch swngs through a magnetc eld. You wll also examne converson o mechanc energy nto electrc energy
More informationMONITORING METHODOLOGY TO ASSESS THE PERFORMANCE OF GSM NETWORKS
Electronc Communcatons Commttee (ECC) wthn the European Conference of Postal and Telecommuncatons Admnstratons (CEPT) MONITORING METHODOLOGY TO ASSESS THE PERFORMANCE OF GSM NETWORKS Athens, February 2008
More informationA system for real-time calculation and monitoring of energy performance and carbon emissions of RET systems and buildings
A system for real-tme calculaton and montorng of energy performance and carbon emssons of RET systems and buldngs Dr PAAIOTIS PHILIMIS Dr ALESSADRO GIUSTI Dr STEPHE GARVI CE Technology Center Democratas
More informationAdaptive Fractal Image Coding in the Frequency Domain
PROCEEDINGS OF INTERNATIONAL WORKSHOP ON IMAGE PROCESSING: THEORY, METHODOLOGY, SYSTEMS AND APPLICATIONS 2-22 JUNE,1994 BUDAPEST,HUNGARY Adaptve Fractal Image Codng n the Frequency Doman K AI UWE BARTHEL
More information