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1
Part IV TYPES OF GPS OBSERVABLE AND METHODS OF
THEIR PROCESSING
GS608
2
Basic GPS Observables
  • Pseudoranges
  • precise/protected P1, P2 codes (Y-code under AS)
  • - available only to the military
    users
  • clear/acquisition C/A code
  • - available to the civilian users
  • Carrier phases
  • L1, L2 phases, used mainly in geodesy and
    surveying
  • Range-rate (Doppler)

3
Basic GPS Observables
  • Pseudoranges - geometric range between the
    transmitter and the receiver, distorted by the
    lack of synchronization between satellite and
    receiver clocks, and the propagation media
  • recovered from the measured time difference
    between the instant of transmission and the epoch
    of reception.
  • P-code pseudoranges can be as good as 20 cm or
    less, while the L1 C/A code range noise level
    reaches even a meter or more

4
Basic GPS observables
  • Carrier phase - a difference between the phases
    of a carrier signal received from a spacecraft
    and a reference signal generated by the
    receivers internal oscillator
  • contains the unknown integer ambiguity, N, i.e.,
    the number of phase cycles at the starting epoch
    that remains constant as long as the tracking is
    continuous
  • phase cycle slip or loss of lock introduces a
    new ambiguity unknown.
  • typical noise of phase measurements is generally
    of the order of a few millimeters or less

5
  • Ambiguity the initial bias in a carrier-phase
    observation of an arbitrary number of cycles
    between the satellite and the receiver the
    uncertainty of the number of complete cycles a
    receiver is attempting to count.
  • The initial phase measurement made when a GPS
    receiver first locks onto a satellite signal is
    ambiguous by an integer number of cycles since
    the receiver has no way of knowing when the
    carrier wave left the satellite.
  • This ambiguity remains constant as long as the
    receiver remains locked onto the satellite signal
    and is resolved when the carrier-phase data are
    processed.
  • If wavelength is known, the distance to a
    satellite can be computed once the total number
    of cycles is established via carrier-phase
    processing.

6
Doppler Effect on GPS observable
  • The Doppler equation for electromagnetic wave,
    where fr and fs are received and transmitted
    frequencies
  • In case of moving emitter or moving receiver the
    receiver frequency is Doppler shifted
  • The difference between the receiver and emitted
    frequencies is proportional to the radial
    velocity vr of the emitter with respect to the
    receiver

7
Doppler Effect on GPS observable
  • For GPS satellites orbiting with the mean
    velocity of 3.9 km/s, assuming stationary
    receiver, neglecting Earth rotation,
  • the maximum radial velocity 0.9 km/s is at
    horizon
  • and is zero at the epoch of closest approach
  • For 1.5 GHz frequency the Doppler shift is
    4.5103 Hz we get
  • 4.5 cycles phase change after 1 millisecond, or
    change in the range by 90 cm

8
Phase Observable
  • Instantaneous circular frequency f is a
    derivative of the phase with respect to time
  • By integrating frequency between two time epochs
    the signals phase results
  • Assuming constant frequency, setting the initial
    phase ?(t0) to zero, and taking into account the
    signal travel time ttr corresponding to the
    satellite-receiver distance ?, we get

9
Pseudorange Observable
tr, ts time of signal reception at the receiver
and the signal transmit at by the satellite (both
are subject to time errors, i.e., offsets from
the true GPS time) dtr,dts receiver and
transmitter (satellite) clock corrections
(errors) c speed of light e random errors
(white noise)
- geometric range to the satellite
10
Taking into account all error sources (and also
simplifying some terms), we arrive at the final
observation equations of the following form (for
pseudorange and phase observable)
11
Basic GPS Observable 1/4
and
The primary unknowns are Xi, Yi, Zi coordinates
of the user (receiver) 1,2 stand for frequency
on L1 and L2, respectively i denotes the
receiver, while k denotes the satellite
12
Basic GPS Observable 2/4
?1 ? 19 cm and ?2 ? 24 cm are wavelengths of L1
and L2 phases
Using our earlier notation for the ionospheric
correction we have
13
Basic GPS Observables 3/4
dti - the i-th receiver clock error dtk -
the k-th transmitter (satellite) clock error f1,
f2 - carrier frequencies c - the vacuum speed
of light
multipath on phases and ranges
bi,1, bi,2 , bi,3 - interchannel bias terms for
receiver i that represent the possible
time non-synchronization of the four
measurements
14
  • The above equations are non-linear and require
    linearization (Taylor series expansion) in order
    to be solved for the unknown receiver positions
    and (possibly) for other nuisance unknowns, such
    as receiver clock correction
  • Since we normally have more observations than
    the unknowns, we have a redundancy in the
    observation system, which must consequently be
    solved by the Least Squares Adjustment technique
  • Secondary (nuisance) parameters, or unknowns in
    the above equations are satellite and clock
    errors, troposperic and ionospheric errors,
    multipath, interchannel biases and integer
    ambiguities. These are usually removed by
    differential GPS processing or by a proper
    empirical model (for example troposphere), and
    processing of a dual frequency signal
    (ionosphere).

15
Basic GPS Observable 4/4
  • Assume that ionospheric effect is removed from
    the equation by applying the model provided by
    the navigation message
  • Assume that tropospheric effect is removed from
    the equation by estimating the drywet effect
    based on the tropospheric model (e.g., by
    Saastamoinen, Goad and Goodman, Chao, Lanyi)
  • Satellite clock correction is also applied based
    on the navigation message
  • Multipath and interchannel bias are neglected
  • The resulting range equation

Four unknowns 3 receiver coordinates and
receiver clock correction
?corrected observable
16
Instantaneous Doppler
  • Observed Doppler shift scaled to range rate
    time derivative of the phase or pseudorange
    observation equation

Instantaneous radial velocity between the
satellite j and the receiver i, and v is
satellite tangential velocity, see a slide
Doppler effect on GPS observable (corresponds
to in the notation used in figure 6.3)
17
Instantaneous Doppler
  • Used primarily to support velocity estimation
  • Can be used for point positioning
  • Are instantaneous position vector of the
    satellite, and the unknown receiver position
    vector correspond to rs and rp in the notation
    used in Figure 6.3
  • dot denotes time derivative

18
Integrated Doppler Observable
  • The frequency difference between the nominal
    (sent) signal and the locally generated replica
    fg can be used to recover pseudorange difference
    through so-called integrated Doppler count (more
    accurate than instantaneous Doppler)
  • Observed Njk
  • Where ?ik and ? ij are the distances from the
    receiver i to the position of the satellite at
    epochs k and j.

19
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20
Basic GPS observables(simplified form)
R1 r c?dt I / f12 T eR1 R2 r c?dt I
/ f22 T eR2 l1F1 r - I / f12 T l1N1
eF1 l2F2 r - I / f22 T l2N2 eF2
N1 , N2 - integer ambiguities R -
pseudorange I / f2 - ionospheric effect
F - phase T - tropospheric effect
r - geometric range eR1, eR2,
eF1, eF2 - white noise l -
wavelength
21
GPS Positioning(point positioning with
pseudoranges)
r2
r1
r4
r3
signal transmitted
signal received
Dt
range, r cDt
22
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23
Point Positioning with Pseudoranges
  • Assume that ionospheric effect is removed from
    the equation by applying the model provided by
    the navigation message
  • Assume that tropospheric effect is removed from
    the equation by estimating the drywet effect
    based on the tropospheric model (e.g., by
    Saastamoinen, Goad and Goodman, Chao, Lanyi)
  • Satellite clock correction is also applied based
    on the navigation message
  • Multipath and interchannel bias are neglected
  • The resulting equation

corrected observable ?
24
Point Positioning with Pseudoranges
  • Linearized observation equation
  • Geometric distance obtained from known satellite
    coordinates (broadcast ephemeris) and
    approximated station coordinates
  • Objective drive
    (observed computed term) to zero by iterating
    the solution from the sufficient number of
    satellites (see next slide)

25
Point Positioning with Pseudoranges
  • Minimum of four independent observations to four
    satellites k, l, m, n is needed to solve for
    station i coordinates and the receiver clock
    correction
  • Iterations reset station coordinates, compute
    better approximation of the geometric range
  • Solve again until left hand side of the above
    system is driven to zero

26
  • In the case of multiple epochs of observation
    (or more than 4 satellites) ? Least Squares
    Adjustment problem!
  • Number of unknowns 3 coordinates n receiver
    clock error terms, each corresponding to a
    separate epoch of observation 1 to n

27
Dilution of Precision (DOP)
  • Accuracy of GPS positioning depends on
  • the accuracy of the range observables
  • the geometric configuration of the satellites
    used (reflected in the design matrix A)
  • the relation between the measurement error, ?
    obs, and the positioning error ?pos DOP? obs
  • DOP is called dilution of precision
  • for 3D positioning, PDOP (position dilution of
    precision), is defined as a square root of a sum
    of the diagonal elements of the normal matrix
    (ATA)-1 (corresponding to x, y and z unknowns)
  • In differential GPS we use RDOP (relative DOP)
    term

28
Dilution of Precision
PDOP is interpreted as the reciprocal value of
the volume of tetrahedron that is formed from the
satellite and user positions
Receiver
Bad PDOP
Good PDOP (usually lt 7)
Position error ?p ?r PDOP, where ?r is the
observation error (or standard deviation)
29
Dilution of Precision
  • The observation standard deviation, denoted as
    ?r or ? obs is the number that best describes the
    quality of the pseudorange (or phase)
    observation, thus is is about 0.2 1.0 m for
    P-code range and reaches a few meters for the
    C/A-code pseudorange.
  • Thus, DOP is a geometric factor that amplifies
    the single range observation error to show the
    factual positioning accuracy obtained from
    multiple observations
  • It is very important to use the right numbers
    for ?r to properly describe the factual quality
    of of your measurements.
  • However, most of the time, these values are
    pre-defined within the GPS processing software
    (remember that Geomatics Office never prompted
    you about the observation error (or standard
    deviation)) and user has no way to manipulate
    that. This values are derived as average for a
    particular class of receivers (and it works well
    for most applications!)

30
Dilution of Precision
  • DOP concept is of most interest to navigation.
    If a four channel receiver is used, the best
    four-satellite configuration will be used
    automatically based on the lowest DOP (however,
    most of modern receivers have more than 4
    channels)
  • This is also an important issue for differential
    GPS, as both stations must use the same
    satellites (actually with the current full
    constellation the common observability is not a
    problematic issue, even for very long baselines)
  • DOP is not that crucial for surveying results,
    where multiple (redundant) satellites are used,
    and where the Least Squares Adjustment is used
    to arrive at the most optimal solution
  • However, DOP is very important in the surveying
    planning and control (especially for kinematic
    and fast static modes), where the best
    observability window can be selected based on the
    highest number of satellites and the best
    geometry (lowest DOP) check the Quick Plan
    option under Utilities menu in Geomatics Office

31
Differential GPS (DGPS)
  • DGPS is applied in geodesy and surveying (for
    the highest accuracy, cm-level) as well as in
    GIS-type of data collection (sub meter or less
    accuracy required)
  • Data collected simultaneously by two stations
    (one with known location) can be processed in a
    differential mode, by differing respective
    observables from both stations
  • The user can set up his own base (reference)
    station for DGPS or use differential services
    provided by, for example, Coast Guard, which
    provides differential correction to reduce the
    pseudorange error in the users observable

32
Differential GPS (DGPS)
  • So, DGPS can be performed by collecting data
    (phase and/or range) by two simultaneously
    tracking receivers, where one of them is placed
    on the known location
  • These data are then processed together in a
    single adjustment to provide high-accuracy
    positioning information
  • Or, one can use DGPS services that provide
    correction terms, which account for error sources
    due to atmosphere and SA (when activated) in
    pseudorange measurement this correction is
    applied by the receiver to the observed
    pseudorange, which is subsequently used for
    navigation/positioning

33
DGPS Objectives and Benefits
  • By differencing observables with respect to
    simultaneously tracking receivers, satellites and
    time epochs, a significant reduction of errors
    affecting the observables due to
  • satellite and receiver clock biases,
  • atmospheric as well as SA effects (for short
    baselines),
  • inter-channel biases
  • is achieved

34
Differential GPS
Using data from two receivers observing the same
satellite simultaneously removes (or
significantly decreases) common errors, including
  • Selective Availability (SA), if it is on
  • Satellite clock and orbit errors
  • Atmospheric effects (for short baselines)

Base station with known location
Unknown position
Single difference mode
35
Differential GPS
Using two satellites in the differencing process,
further removes common errors such as
  • Receiver clock errors
  • Atmospheric effects (ionosphere, troposphere)
  • Receiver interchannel bias

Base station with known location
Unknown position
Double difference mode
36
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37
Consider two stations i and j observing L1
pseudorange to the same two GPS satellites k and
l
38
DGPS Concept
  • The single-differenced (SD) measurement is
    obtained by differencing two observables of the
    satellite k , tracked simultaneously by two
    stations i and j
  • It significantly reduces the atmospheric errors
    and removes the satellite clock and orbital
    errors differential effects are still there
    (like iono, tropo and multipath, and the
    difference between the clock errors between the
    receivers)
  • In the actual data processing some differential
    errors (tropo) can be neglected for short
    baselines, while remaining differential
    ionospheric, differential clock error, and
    interchannel biases might be estimated (if
    possible)

39
DGPS Concept
  • By differencing one-way observables from two
    receivers, i and j, observing two satellites, k
    and l, or simply by differencing two single
    differences to satellites k and l, one arrives at
    the double-differenced (DD) measurement

Two single differences
Double difference
  • In the actual data processing the differential
    tropospheric, ionospheric and multipath errors
    are neglected the only unknowns are the station
    coordinates

40
  • Note the SD and DD equations were derived here
    for pseudorange observable, only as an example,
    because pseudorange equation is simpler (and
    shorter) than phase equation. SD and DD are most
    often used with phase observations
  • Pseudorange observations are most often (but not
    only) used in navigation and point-positioning
    mode
  • Or DGPS services are used to obtain the
    pseudorange correction (see the future notes for
    more info on DGPS services) in order to achieve
    sub-meter accuracy from pseudorange observations
    (which is otherwise in the order of a few meters)

41
Differential Phase Observations
Two single differences
Double difference
Single difference ambiguity
42
Differential Phase Observations
  • Double differenced (DD) mode is the most popular
    for phase data processing
  • In DD the unknowns are station coordinates and
    the integer ambiguities
  • In DD the differential atmospheric and multipath
    effects are very small and are neglected
  • The achievable accuracy is cm-level for short
    baselines (below 10-15 km) for longer distances,
    DD ionospheric-free combination is used (see the
    future notes for reference!)
  • Single differencing is also frequently used,
    however, the problem there is non-integer
    ambiguity term (see previous slide), which does
    not provide such strong constraints into the
    solution as the integer ambiguity for DD

43
Triple Difference Observable
Differencing two double differences, separated by
the time interval dt provides triple-differenced
measurement, that in case of phase observables
effectively cancels the phase ambiguity biases,
N1 and N2
In both equations, for short baselines, the
differential effects are neglected and the
station coordinates are the only unknowns
44
  • Note Observed phases (in cycles) are converted
    to so-called phase ranges (in meters) by
    multiplying the raw phase by the respective
    wavelength of L1 or L2 signals
  • ? Thus, the units in the above equations are
    meters!
  • Positioning with phase ranges is much more
    accurate as compared to pseudoranges, but more
    complicated since integer ambiguities (such as DD
    ambiguities) must be fixed before the preciase
    positioning can be achieved
  • So called float solution (with ambiguities
    approximated by real numbers) is less accurate
    that the fixed solution
  • Triple difference (TD) equation does not contain
    ambiguities, but its noise level is higher as
    compared to SD or DD, so it is not recommended if
    the highest accuracy is expected

45
2 (base)
4
3
1
St. 1
St. 2
Positioning with phase observations A Concept
46
Positioning with phase observations A Concept
  • Three double difference (based on four
    satellites) is a minimum to do DGPS with phase
    ranges after ambiguities have been fixed to their
    integer values
  • Minimum of five simultaneously observed
    satellites is needed to resolve ambiguities
  • Thus, ambiguities must be resolved first, then
    positioning step can be performed
  • Ambiguities stay fixed and unchanged until cycle
    slip (CS) happens

47
Cycle Slips
  • Sudden jump in the carrier phase observable by
    an integer number of cycles
  • All observations after CS are shifted by the
    same integer amount
  • Due to signal blockage (trees, buildings,
    bridges)
  • Receiver malfunction (due to severe ionospheric
    distortion, multipath or high dynamics that
    pushes the signal beyond the receivers
    bandwidth)
  • Interference
  • Jamming (intentional interference)
  • Consequently, the new ambiguities must be found

48
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49
Some useful linear combinations
  • Created usually from double-differenced (DD)
    phase observations, derived as a linear
    combination of the phase observations on L1 and
    L2 frequencies
  • Ion-free combination - eliminates ionospheric
    effects
  • Widelane its long wavelength of 86.2 cm
    supports fast ambiguity resolution

50
Useful linear combinations
  • Ion-free combination
  • The conditions applied to derive this linear
    combination are
  • sum of ionospheric effects on both frequencies
    multiplied by constants (to be determined) must
    be zero
  • sum of the constants is 1, or one constant is
    set to 1
  • Used over long baselines (over 15 km), where DD
    differential ionospheric effect becomes
    significant

51
Ionosphere-free combination
  • ionosphere-free phase measurement
  • complication ambiguity term
    is non-integer !
  • similarly, ionosphere-free pseudorange can be
    obtained

52
Useful linear combinations
  • widelane where
    is in cycles
  • the corresponding wavelength

meter
Simplifies ambiguity resolution, as for the long
wavelength it is much easier as opposed to L1 or
L2 phase observations Complication ? ionospheric
effects are amplified by a factor of 77/60
(i.e., f1/f2), ? higher noise
53
Differential GPS (DGPS) Services
  • Differential Global Positioning System (DGPS)
    services provide differential corrections to a
    GPS receiver in order to improve the accuracy of
    the navigation solution.
  • DGPS corrections originate from a reference
    station at a known location. The receivers in
    these reference stations can estimate errors in
    the GPS because, unlike the general population of
    GPS receivers, they have an accurate knowledge of
    their position.
  • As a result of applying DGPS corrections, the
    horizontal accuracy of the system can be improved
    from 10-15 m (100m under SA) (95 of the time) to
    better than 1m (95 of the time).

54
DGPS Services A Concept
  • There exists a reference station (or a network
    of stations) with a known location that can
    determine the range corrections (due to
    atmospheric, orbital and clock errors), and
    transmit them to the users equipped with proper
    radio modem.
  • The DGPS reference station transmits pseudorange
    correction information for each satellite in view
    on a separate radio frequency carrier in real
    time.
  • DGPS is normally limited to about 100 km
    separation between stations.
  • Improves positioning with ranges by 100 times
    (to sub-meter level)

55
DGPS Services
  • Starfix II OMNI-STAR
  • (John E. Chance Assoc, Inc.)
  • U.S. Coast Guard
  • Federal Aviation Administration
  • GLOBAL SURVEYOR II NATIONAL, Natural Resources
    Canada
  • Differential Global Positioning
    System (DGPS) Service, AMSA, Australia

56
Wide Area Differential GPS (WADGPS)
  • Differential GPS operation over a wider region
    that employs a set of monitor stations spread out
    geographically, with a central control or monitor
    station.
  • WADGPS uses geostationary satellites to transmit
    the corrections in real time (5-10 sec delay) to
    the remote users.
  • For example OMNISTAR, Differential Corrections
    Inc., WAAS (FAA-developed Wide Area
    Augmentation System)

57
A Schematic of the WAAS
Atmospheric layer
58
WAAS
  • The WAAS improves the accuracy, integrity, and
    availability of the basic GPS signals
  • A WAAS-capable receiver can give you a position
    accuracy of better than three meters, 95 percent
    of the time
  • This system should allow GPS to be used as a
    primary means of navigation for enroute travel
    and non-precision approaches in the U.S., as well
    as for Category I approaches to selected airports
    throughout the nation
  • The wide area of coverage for this system
    includes the entire United States
    and some outlying areas such as Canada and
    Mexico.
  • The Wide Area Augmentation System is currently
    under development and test prior to FAA
    certification for safety-of-flight applications.

59
WADGPS
  • Total correction estimation is accomplished by
    the use of one or more GPS "Base Stations" that
    measure the errors in the GPS pseudo-ranges and
    generate corrections.
  • A "real-time" DGPS involves some type of
    wireless transmission system.
  • VHF systems for short ranges (FM Broadcast)
  • low frequency transmitters for medium ranges
    (Beacons)
  • geostationary satellites (OmniSTAR) for coverage
    of entire continents.
  • A GPS base station tracks all GPS satellites
    that are in view at its location. Given the
    precise surveyed location of the base station
    antenna, and the location in space of all GPS
    satellites at any time from the ephemeris data
    that is broadcast from all GPS satellites an
    expected range to each satellite can be computed
    for any time
  • The difference between that computed range and
    the measured range is the range error.

60
WADGPS
  • If that information can quickly be transmitted
    to other nearby users, they can use those values
    as corrections to their own measured GPS ranges
    to the same satellites.
  • The range and range rate correction are
    generated
  • The range correction is an absolute value, in
    meters, for a given satellite at a given time of
    day.
  • The range-rate term is the rate that correction
    is changing, in meters per second. That allows
    GPS users to continue to use the "correction,
    plus the rate-of-change" for some period of time
    while waiting for a new message.
  • In practice, OmniSTARTM would allow about 12
    seconds in the "age of correction" before the
    error from that term would cause a one-meter
    position error.
  • OmniSTARTM transmits a new correction message
    every two and a half seconds, so even if an
    occasional message is missed, the user's "age of
    data" is still well below 12 seconds.

61
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62
OmniSTAR's unique "Virtual Base Station"
technology generates corrections optimized for
the user's location. OmniSTAR receivers output
both high quality RTCM-SC104 (Radio Technical
Commission for Maritime Services) Version 2
corrections and differentially corrected Lat/Long
in NMEA format (National Marine Electronics
Association).
63
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64
OmniSTAR receiver
65
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