radio occultation profile results obtained from spire’s ... · 1 spire global, inc, 1050 walnut...

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Vladimir Irisov 1 , Dave Ector 1 , Timothy Duly 1 , Vu Nguyen 1 , Christian Rocken 2 , Michael Gorbunov 3 , Oleguer Nogues-Correig 1 , Linus Tan 1 , Takayuki Yuasa 1 1 Spire Global, Inc, 1050 Walnut St., St. 402, Boulder, CO 80302 2 GPS Solutions, Inc, 1320 Pearl St, Boulder, CO 80302 3 A.M.Obukhov Institute of Atmospheric Physics, Russian Academy of Sciences, Moscow, Russia Radio occultation profile results obtained from Spire’s CubeSat GNSS-RO constellation

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Page 1: Radio occultation profile results obtained from Spire’s ... · 1 Spire Global, Inc, 1050 Walnut St., St. 402, Boulder, CO 80302 2 GPS Solutions, Inc, 1320 Pearl St, Boulder, CO

Vladimir Irisov1, Dave Ector1, Timothy Duly1, Vu Nguyen1, Christian Rocken2, Michael Gorbunov3, Oleguer Nogues-Correig1, Linus Tan1, Takayuki Yuasa1

1 Spire Global, Inc, 1050 Walnut St., St. 402, Boulder, CO 80302

2 GPS Solutions, Inc, 1320 Pearl St, Boulder, CO 80302

3 A.M.Obukhov Institute of Atmospheric Physics, Russian Academy of Sciences, Moscow, Russia

Radio occultation profile results obtained from Spire’s CubeSat GNSS-RO constellation

Page 2: Radio occultation profile results obtained from Spire’s ... · 1 Spire Global, Inc, 1050 Walnut St., St. 402, Boulder, CO 80302 2 GPS Solutions, Inc, 1320 Pearl St, Boulder, CO

• NOAA/NESDIS Commercial Weather Data Pilot

• RO Processing

• Statistical results

• Conclusion and Plans

Outline

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Page 3: Radio occultation profile results obtained from Spire’s ... · 1 Spire Global, Inc, 1050 Walnut St., St. 402, Boulder, CO 80302 2 GPS Solutions, Inc, 1320 Pearl St, Boulder, CO

Spire NOAA trial

• STRATOS GNSS open loop digital receiver on 3U nanosatellites.

• Advanced POD code capable to handle GNSS signals of both dual and single frequency.

• Cloud-based Spire Processing Center and full-chain RO processing software.

• Open loop profiles processed during March 23 – April 31, 2017.

• JPL helping to assess the data quality.

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Page 4: Radio occultation profile results obtained from Spire’s ... · 1 Spire Global, Inc, 1050 Walnut St., St. 402, Boulder, CO 80302 2 GPS Solutions, Inc, 1320 Pearl St, Boulder, CO

Global and Temporal Distribution of SPIRE Profiles

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04/01 05/01 06/01 07/010

5

10

15

20

25

30

35

40

45

50

Date (2017)

Da

ily

nu

mb

er

of

pro

file

s

Red – NOAA trial period

Page 5: Radio occultation profile results obtained from Spire’s ... · 1 Spire Global, Inc, 1050 Walnut St., St. 402, Boulder, CO 80302 2 GPS Solutions, Inc, 1320 Pearl St, Boulder, CO

Examples of “Dry” Temperature Profiles

RAOB selection: space distance < 50 km AND time difference < 3 hours.

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Page 6: Radio occultation profile results obtained from Spire’s ... · 1 Spire Global, Inc, 1050 Walnut St., St. 402, Boulder, CO 80302 2 GPS Solutions, Inc, 1320 Pearl St, Boulder, CO

Statistical Comparison of Refractivity Profiles vs. GFS analysis with COSMIC data

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COSMIC sounding and processing (QC: 80.1%)SPIRE sounding and processing (QC: 78.1%)

Page 7: Radio occultation profile results obtained from Spire’s ... · 1 Spire Global, Inc, 1050 Walnut St., St. 402, Boulder, CO 80302 2 GPS Solutions, Inc, 1320 Pearl St, Boulder, CO

Statistical Comparison of “Dry” Temperature Profiles vs. GFS analysis with COSMIC data

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COSMICSPIRE

Page 8: Radio occultation profile results obtained from Spire’s ... · 1 Spire Global, Inc, 1050 Walnut St., St. 402, Boulder, CO 80302 2 GPS Solutions, Inc, 1320 Pearl St, Boulder, CO

Effect of the Added Noise to I and Q RO signals

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-50 0 500

2

4

6

8

10

Mean(N)

Z,

km

0 10 20 300

2

4

6

8

10

STD(N)

Bias and STD of refractivity (N-units) for the three levels of the noise: blue – no added noise, green – +1*σ, red – +2*σ

• Added noise results in positive refractivity bias and increased STD.

• Added noise results in lower correlation between RO and GFS refractivity profiles for MSL altitudes above 0.4 km.

Page 9: Radio occultation profile results obtained from Spire’s ... · 1 Spire Global, Inc, 1050 Walnut St., St. 402, Boulder, CO 80302 2 GPS Solutions, Inc, 1320 Pearl St, Boulder, CO

Ionospheric Data

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• In addition to retrieving and processing a number of high quality vertical atmospheric profiles, Spire also collected a wealth of information about the ionosphere during NOAA Trial.

• For more information, see Poster #5: “Recent ionosphere collection results from a 3U CubeSat GNSS-RO constellation”

LOS TEC tracks from data collected in 24 hours

with ~3 CubeSats operating at ~25% duty cycle

Page 10: Radio occultation profile results obtained from Spire’s ... · 1 Spire Global, Inc, 1050 Walnut St., St. 402, Boulder, CO 80302 2 GPS Solutions, Inc, 1320 Pearl St, Boulder, CO

• Spire delivered data for NOAA trial.

• Open loop RO profiles were processed

between March 23 and June 30, 2017.

• Statistical quality of RO profiles is comparable

with that of COSMIC.

• New version 3.0 can track up to 12 dual-

frequency POD satellites and 2 open loop RO

satellites.

• Spire plans to participate in the second round

of NOAA trial – expected early 2018. We

expect up to 10 RO dedicated satellites

(depends on launch schedule).

• Our objective: 6 months -- 2500 profiles/day,

12 months -- 5000 profiles/day.

Conclusion and Plans

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