![](data:image/png;base64,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)
347
Figure 14. Partial auto-correlation analysis of GPS northing
positioning error component
Figure 15 Partial auto-correlation analysis of GPS easting
positioning error component
Figure 16. Partial auto-correlation analysis of GPS vertical
positioning error component
4 DISCUSSION AND CONCLUSION
The aim of this research was to identify and assess the
contribution of the rapidly degrading weather
conditions to the GPS positioning error budget of a
commercial-grade single-frequency receiver, and
address potential implications of neglecting the
tropospheric effects for maritime GNSS-based
applications.
Based on experimental GPS pseudoranges taken
during development of a tropical cyclone, time series
of tropospheric contributions to the over-all GPS
positioning error vector components (northing,
easting, and vertical) were estimated and analysed
statistically.
Box-plot diagrams of GPS positioning error
components (Figures 5, 6 and 7, respectively) reveal
slightly lowered (negative mean) GPS northing and
easting positioning error, and enhanced GPS vertical
positioning error. GPS easting error box-plot shows
an imbalance between mean and median values of the
derived time series, with a number of positive
outliers.
Histograms and Quantile-Quantile (Q-Q)
diagrams (Figures 11, 12, and 13, respectively)
(Sumway, and Stoffer, 2017) reveal interesting
statistical properties of GPS northing and easting
positioning error components. While the histogram of
GPS northing positioning error component is
suggestive towards normal distribution, the Q-Q plot
provides the cues on the contrary. The GPS easting
positioning error component time series, although
with slightly skewed statistical distribution, yields the
Q-Q diagram suggesting good fit with normal
distribution. Statistical distribution of GPS vertical
positioning error component time series does not
follow normal distribution, as it is usually the case in
disturbed tropospheric condition (Filić, Filjar, 2018),
(Rumora, Jukić, Filić, Filjar, 2018).
Partial auto-correlation-based analysis (Figures 14,
15, and 16, respectively) revealed processes that may
be modelled using simple auto-regressive (AR)
models, AR(1) for residual GPS positioning northing
and vertical errors, and AR(2) for residual GPS
positioning easting errors (Shumway, and Stoffer,
2017).
Observed statistical properties will assist in
development of appropriate models of GPS
positioning performance degradation during rapidly
developing and massive weather deterioration,
without consideration of the actual GPS tropospheric
delay. It should be noticed that we did not analyse the
weather deterioration itself, but assessed the
consequences on GPS positioning performance only.
Considering required GPS positioning
performance in maritime segment (GSA, 2018), we
identified a potential issue in utilisation of
uncorrected GPS tropospheric delay during a tropical
cyclone for port and inland waterways applications.
However, the increasing utilisation of unmanned
robots (UAVs, autonomous vessels in particular), and
the need for relief operation during and in the
aftermath of a devastating tropical cyclone in coastal
areas may suffer from degraded GPS positioning
performance.
We continue our research in examination cases of
different weather conditions impact on GNSS
positioning performance in maritime areas and for
maritime-related navigation and non-navigation
applications (Oxley, 2017), (GSA, 2018), in which we
will also examine the correlation between the way the
weather deterioration develops and the impact on
particular components of GPS positioning error vector
(Kačmarik et al, 2019).
REFERENCE
BOM. (2018). Severe Tropical Cyclone Marcus. Australian
Government, Buraeu of Meteorology (BOM).