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Shinghal and Bisnath  Satell Navig            (2021) 2:10                                Page 6 of 17





            Table 2  Mean C/N  and RMS pseudorange multipath for L1/E1 and L5/E5a frequencies for Xiaomi MI 8 in diferent multipath scenarios
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            Diferent multipath scenarios  Mean C/N  for diferent frequency  RMS for diferent frequency
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                                          Mean L1/E1 C/N  (dB·Hz)  Mean L5/E5a C/N  (dB·Hz)  RMS L1/E1 code multipath   RMS L5/E5a
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                                                                       0
                                                                              (m)                 code multipath
                                                                                                  (m)
            Low multipath                 35.9              34.9               6.4                 8.2
            Medium multipath              35.5              33.2              10.2                16.1
            High multipath                29.0              26.5              14.8                19.5




            than that of the efect on the SwiftNav Piksi in a static
            environment and 83% higher in the kinematic environ-
            ment. Since the smartphone antenna senses refected sig-
            nals from all directions, the multipath is related to the C/
            N  rather than the elevation angle as observed in Fig. 4.
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              Two satellites, G25 and E07, were observed to under-
            stand the variation in multipath with a change in C/
            N  and elevation angle since they were tracked for the
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            entire  duration  of  the  data  collection  and  the  infer-
            ences that can be drawn are:

              (1)  Te elevation angle does not infuence C/N  values
                                                     0
                  and multipath for smartphones as shown in Fig. 4a.
                  G25 with a lower elevation angle of 35° as compared   Fig. 5  Comparison of C/N  and multipath for the L1 and L5 signal for
                                                                                0
                  to 60° for E07 had a higher mean C/N  of 45 dB·Hz   G25 for the Xiaomi MI 8
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                  lower L1 code multipath with an RMS of 5.9 m. E07
                  had a mean C/N  and RMS multipath of 26.5 dB·Hz
                               0
                  and 10.4 m, respectively.                   Table 3  Mean C/N  for L1 and L2/L5 frequencies for GPS and E1
                                                                            0
              (2)  Tere was a general decrease in multipath with an   and E5a/E5b frequencies for Galileo for Xiaomi MI 8 and SwiftNav
                  increase in C/N  values as highlighted by the brown   Piksi in medium multipath, kinematic scenario
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                  boxes in Fig. 4b as the antenna picked up refected
                  signals with weaker signal strength. Tese infer-  Smartphone names  Frequency  GPS-mean C/  Galileo—mean
                                                                                        N  (dB·Hz)
                                                                                                  C/N  (dB·Hz)
                                                                                                     0
                                                                                         0
                  ences highlight the need for a weighing model that
                  considers these two factors.                Xiaomi MI 8     L1/E1     39.2      35.4
                                                                              L5/E5a    36.1      32.0
              Table  2 highlights the mean C/N  and RMS mul-  SwiftNav Piksi  L1/E1     47.4      48.1
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            tipath values for the L1/E1 and the L5/E5a signals for            L2/E5b    47.9      49.1
            the smartphone in different multipath environments.
              The L5/E5 signals are transmitted at higher power
            levels and chipping rate than L1/E1 and therefore   smartphone antenna affects these signal strength and
            should have  higher  received C/N  and better noise   noise values as the antenna is not as sensitive for the
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            suppression. However, the tested smartphone shows   L5/E5a signal resulting in lower signal strength. (Wan-
            the opposite with received C/N  for the L5 signal for,   ninger and Heßelbarth 2020).
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            e.g., G25 in a medium multipath environment on an
            average is 3 dB·Hz lower than for L1, while the pseu-  Cycle slips and data gaps
            dorange multipath RMS for L5 is ~ 5 m more than for   In realistic data collection scenarios, there is consider-
            L1 as shown in Fig. 5.                            able blockage and interference of GNSS signals, imply-
              Overall, the smartphone C/N  for GPS L5 is 8%   ing that the receiver loses lock and cycle slips occur. Te
                                         0
            weaker than for L1, and the C/N  for Galileo E5a sig-  antenna loses track of the signal and takes an average of
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            nal is 10% less than Galileo E1 for the medium mul-  3–5 s before re-acquisition. In high multipath urban and
            tipath, kinematic scenario as shown in Table  3. The   forested areas, this signal re-acquisition can take tens of
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