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Android Raw Measurement Task Force Wednesday, June 26th 2019 Smartphone dual-freq. GNSS data preprocessing for high accuracy applications Miquel Garcia (CTO), Xavier Banqué (CEO)

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Page 1: Smartphone dual-freq. GNSS data preprocessing for high ... · Android Raw Measurement Task Force Wednesday, June 26th 2019 Smartphone dual-freq. GNSS data preprocessing for high accuracy

Android Raw Measurement Task Force

Wednesday, June 26th 2019

Smartphone dual-freq. GNSS data preprocessing for high accuracy

applications

Miquel Garcia (CTO), Xavier Banqué (CEO)

Page 2: Smartphone dual-freq. GNSS data preprocessing for high ... · Android Raw Measurement Task Force Wednesday, June 26th 2019 Smartphone dual-freq. GNSS data preprocessing for high accuracy

Background•  Previously in Android Task Force … a cliffhanger

First smartphone with L1/L5/E5a GNSS

•  Strong focus on GNSS navigation filters/strategies

•  Usage of open-source packages (e.g. RTKLIB):– Very popular in various communities –  In Jason (Rokubun PPK service) as interim engine

What about data editing?

Page 3: Smartphone dual-freq. GNSS data preprocessing for high ... · Android Raw Measurement Task Force Wednesday, June 26th 2019 Smartphone dual-freq. GNSS data preprocessing for high accuracy

Data editing•  Reject fault (potentially offending)

measurements (i.e. code and phase outliers)•  Cycle slip detection•  Focus on real time

•  Several GNSS data combinations for this purpose: Carrier-minus-Code (CMC), phase narrow-lane…

Page 4: Smartphone dual-freq. GNSS data preprocessing for high ... · Android Raw Measurement Task Force Wednesday, June 26th 2019 Smartphone dual-freq. GNSS data preprocessing for high accuracy

Code-minus-Carrier

Page 5: Smartphone dual-freq. GNSS data preprocessing for high ... · Android Raw Measurement Task Force Wednesday, June 26th 2019 Smartphone dual-freq. GNSS data preprocessing for high accuracy

Code-minus-Carrier

Page 6: Smartphone dual-freq. GNSS data preprocessing for high ... · Android Raw Measurement Task Force Wednesday, June 26th 2019 Smartphone dual-freq. GNSS data preprocessing for high accuracy

CMC noise stats

68% (“1σ”)

Page 7: Smartphone dual-freq. GNSS data preprocessing for high ... · Android Raw Measurement Task Force Wednesday, June 26th 2019 Smartphone dual-freq. GNSS data preprocessing for high accuracy

Cycle slips•  ADR_STATE_CYCLE_SLIP too strict to flag cycle

slips•  Usage of epoch-to-epoch CMC to flag slips

If|cmc[n+1]–cmc[n]|>3*σ_cmcàslip!

•  Suitable for real time editing•  Works in single-frequency receivers•  L1 and L5/E5a can be used for phase-only

cycle slip detection (narrow lane)

Page 8: Smartphone dual-freq. GNSS data preprocessing for high ... · Android Raw Measurement Task Force Wednesday, June 26th 2019 Smartphone dual-freq. GNSS data preprocessing for high accuracy

RTKlib runs

Page 9: Smartphone dual-freq. GNSS data preprocessing for high ... · Android Raw Measurement Task Force Wednesday, June 26th 2019 Smartphone dual-freq. GNSS data preprocessing for high accuracy

Processing tips•  Weight by SNR, not elevation weighting (as

done by RTKLIB) if possible•  Remove outliers always, regardless SNR•  Use Android Multipath getMultipathIndicator()

indicator to flag gross code outliers •  Use CMC-based cycle slip detection

Page 10: Smartphone dual-freq. GNSS data preprocessing for high ... · Android Raw Measurement Task Force Wednesday, June 26th 2019 Smartphone dual-freq. GNSS data preprocessing for high accuracy

https://jason.rokubun.cat

Post Processing Kinematic (PPK) serviceMore than 10000 ref. stationsSupports GNSS Logger, Rinex, Ublox, SeptentrioAPI for task automation

Page 11: Smartphone dual-freq. GNSS data preprocessing for high ... · Android Raw Measurement Task Force Wednesday, June 26th 2019 Smartphone dual-freq. GNSS data preprocessing for high accuracy

Thanks!

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