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)
207
4 TESTRESULTSANDDISCUSSION
4.1 Data
GPS RINEX format data taken from 32 stations are
consideredforanalysis.Thesedatawereobtainedvia
the ftp servers of CORS (ftp://
www.ngs.noaa.gov/cors/rinex). To investigate the
performanceinionosphericstormcondition,weselect
thedataobservedinsuchcondition.OnOctober29
th
,
2003, there is a severe ionospheric storm[4] and we
used these data. For example, figure 3 shows the
verticalionosphericdelaysonthatday.Inthisfigure,
2‐Dcubicpolynominalfunctioninmatlabisusedto
represent the raw measurements. The maximum
verticaldelayreach30metersand
spatialgradientis
veryhighinsomeregion.
Figure3. Vertical Ionospheric delay on October 29
th
, 2003.
(GPStime334320,2‐Dcubicpolynominal)
4.2 Methodology
At each epoch, vertical ionospheric delays are
estimatedusinggridmodel,andsphericalharmonics
model. Three methods are implemented, one is grid
modelandothersaresphericalmodel.
Method1 justusedGridmodeland64gridpoints
areusedinthismethod.
Method2usedsphericalharmonicsmodel.
When
the spherical harmonics model is used, the total
number of coefficients will be fixed depending on
pre‐determined order and degree. Because message
capacityislimited,itisimportanttodetermineproper
numberofparametersconsideringbothaccuracyand
message capacity. In this method , both order and
degree
aresetto5andtotalcoefficientsare36.
Method3usedsphericalharmonicsmodelwith81
coefficients(both order and degree are set to 8) to
estimate the ionospheric delay more accurately in
severecondition.IncontrasttoMethod2,estimation
processisdividedintotwostepsinthismethod.First
step is repetition of Method 2. In second step, the
residuals are calculatedfrom the measurements and
estimated value. Then higher order and degree
coefficientsareestimatedfromtheseresiduals.Atthis
time,thegeometrymatrixissameasinfirststepand
equationsareasfollows.
rzHx
(4)
H
x
1
()
TT
H
HH Hr
(5)
z is vertical ionospheric delay measurement
r is residual
is lower degree and order coefficients
L
x
is higher degree and order coefficients
H
x
Ratherthanestimatingallcoefficientsatonce,we
proposed this method to provide correction
informationtousermorefastermaintainingaccuracy
performance. When this method is used to estimate
spherical harmonics coefficients, users can roughly
compute ionospheric delay after they only receive
first 36 coefficients. After receiving all coefficients,
user
can improve the accuracy. In this method, our
proposed broadcasting strategy is as follows. Check
the residuals and if the accuracy of the first step is
enough, broadcast the only first 36 coefficients to
user.Ifresidualerrors aregrowandthereisaneedto
estimate the ionospheric delay more
accurately,
higher order and degree terms will also be
broadcastedtouser.
Figure4.Diagramformethod3
_______________________________________________
MethodModelNumberofParameters
_______________________________________________
1Grid64
2SHF36
3SHF81
_______________________________________________
Figure 5, 6, 7 respectively shows the estimated
verticalionosphericdelaysforeachmethod.