Transcript Lecture 39
ASEN 5070: Statistical Orbit Determination I
Fall 2015
Professor Brandon A. Jones
Lecture 39: Combining State Estimates
and Measurement Modeling
University of Colorado
Boulder
No lecture quiz next week.
Exam 3 posted today by 5pm
Final Project Due December 14 by noon
Eduardo’s office hours next week:
◦ In-class Students: Due December 11 by 5pm
◦ CAETE Students: Due 11:59pm (Mountain) on 12/13
◦ He will be out of town Thursday and Friday, but is
available via e-mail.
◦ Office hours Thursday (2:30-4:30pm) have been moved
to Tuesday (2:30-4:30pm in ECAE 1B44)
University of Colorado
Boulder
2
Your solutions must be uploaded to D2L as a searchable PDF
Open-book, open notes
You may use a computer, MATLAB, etc.
Honor code rules apply
The TA has been instructed to redirect all questions to the
instructor
I can answer questions to clarify what is being asked, but cannot
provide guidance on solutions
◦ Same rules as homework apply in regards to format, code appendices, etc.
◦ Do not give or ask for help from your peers
University of Colorado
Boulder
3
Project Q&A
University of Colorado
Boulder
4
Combining State Estimates
University of Colorado
Boulder
5
A ground station in Maui observed our
satellite several times over the past week
◦ Generated a filtered solution using their
observations
A ground station in Florida also observed the
satellite several times over the past week
◦ Generated a filter solution using their observations
What is the best approach to fusing this
information?
University of Colorado
Boulder
6
Treat one solution as the a priori and the
other as the observation
◦ Does it matter which one is which?
For this case, H=I
University of Colorado
Boulder
7
Does not require the additional processing of
observations
University of Colorado
Boulder
8
University of Colorado
Boulder
9
Modeling Measurements
Tapley, Schutz, and Born, Chapter 3
Montenbruck and Gill, Satellite Orbits, Chapter 6
University of Colorado
Boulder
10
One-way Range
◦ Example: GNSS
◦ Signal travels to/from reference from/to satellite
University of Colorado
Boulder
11
Two-way Range
◦ Examples: SLR, DSN
◦ Satellite is a relay for signal
University of Colorado
Boulder
12
Multi-way Range
◦ Examples: DSN, TDRSS
◦ Multiple satellite and/or ground stations used
University of Colorado
Boulder
13
We have been using range and range-rate:
In the real world, what is wrong with these
equations?
University of Colorado
Boulder
14
At best, a signal travels at the speed of light
We must approximate the signal propagation
time δt
Approximately 0.06 seconds for GPS signal to
reach Earth
A LEO spacecraft will have moved approximately
500 meters in that time
University of Colorado
Boulder
15
Assume we have estimates of our satellite
trajectory and the reference station/satellite
We need to solve for δt
No analytic solution so we solve for the
correction using iteration
University of Colorado
Boulder
16
Start with δt=0
Compute the distance with the satellite state
at time t and the reference state at t-δt
Given that distance, compute the light
propagation time Δδt
Set δt=δt+Δδt
Continue until Δδt is sufficiently small
University of Colorado
Boulder
17
We have taken care of light-time correction
assuming the speed of light in a vacuum.
Any other things we should account for?
◦ Signal does not always propagate through a vacuum
Ionosphere
Troposphere
Charged particle interactions
Solar corona
etc.
◦ Coordinate and time systems
This requires a very careful treatment in the filter
University of Colorado
Boulder
18
Not including accurate coordinate system
information creates systematic errors.
◦ Violates our assumption of random errors!
◦ Creates a time-varying bias in the measurement
Table courtesy of Bradley, et al., 2011
University of Colorado
Boulder
19
Is it possible to measure range-rate
instantaneously?
◦ No! (at least not that I am aware of)
◦ We have to observe this indirectly
Instead, we look at the change in a signal
over time to approximate the range-rate
University of Colorado
Boulder
20
Satellite sends pulse at fixed interval
University of Colorado
Boulder
21
University of Colorado
Boulder
22
Image Courtesy of WikiCommons
The velocity of the spacecraft affects the
frequency of any radar signal
Requires us to observe the change in
frequency over some period of time
◦ Known as integrated Doppler shift
University of Colorado
Boulder
23
Image Courtesy of WikiCommons
The velocity of the spacecraft affects the
frequency of any radar signal
Requires us to observe the change in
frequency over some period of time
◦ Known as integrated Doppler shift
University of Colorado
Boulder
24
Range-rate model
assumes:
◦ Linear change in range over
integration time
◦ Constant transmission
frequency over integration
time
University of Colorado
Boulder
25
Do I need to perform any light time
correction?
Is there anything different about this case
when compared to range?
University of Colorado
Boulder
26
FCQs
University of Colorado
Boulder
27