Module: inertialUKF¶
This module filters incoming star tracker measurements and reaction wheel data in order to get the best possible inertial attitude estimate. The filter used is an unscented Kalman filter using the Modified Rodrigues Parameters (MRPs) as a non-singular attitude measure. Measurements can be coming in from several camera heads.
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Functions
-
void
SelfInit_inertialUKF
(InertialUKFConfig *configData, int64_t moduleId)¶ This method creates the two moduel output messages.
- Return
void
- Parameters
configData
: The configuration data associated with the CSS WLS estimator
-
void
CrossInit_inertialUKF
(InertialUKFConfig *configData, int64_t moduleId)¶ This method performs the second stage of initialization for the inertial filter. It’s primary function is to link the input messages that were created elsewhere.
- Return
void
- Parameters
configData
: The configuration data associated with the CSS interface
-
void
Read_STMessages
(InertialUKFConfig *configData, int64_t moduleId)¶ This method reads in the messages from all available star trackers and orders them with respect to time of measurement
- Return
void
- Parameters
configData
: The configuration data associated with the CSS estimator
-
void
Update_inertialUKF
(InertialUKFConfig *configData, uint64_t callTime, int64_t moduleId)¶ This method takes the parsed CSS sensor data and outputs an estimate of the sun vector in the ADCS body frame
- Return
void
- Parameters
configData
: The configuration data associated with the CSS estimatorcallTime
: The clock time at which the function was called (nanoseconds)
-
void
Reset_inertialUKF
(InertialUKFConfig *configData, uint64_t callTime, int64_t moduleId)¶ This method resets the inertial inertial filter to an initial state and initializes the internal estimation matrices.
- Return
void
- Parameters
configData
: The configuration data associated with the CSS estimatorcallTime
: The clock time at which the function was called (nanoseconds)
-
void
inertialUKFAggGyrData
(InertialUKFConfig *configData, double prevTime, double propTime, AccDataFswMsg *gyrData)¶ This method aggregates the input gyro data into a combined total quaternion rotation to push the state forward by. This information is stored in the main data structure for use in the propagation routines.
- Return
void
- Parameters
configData
: The configuration data associated with the CSS estimatorpropTime
: The time that we need to fix the filter to (seconds)gyrData
: The gyro measurements that we are going to accumulate forward into time
-
int
inertialUKFTimeUpdate
(InertialUKFConfig *configData, double updateTime)¶ This method performs the time update for the inertial kalman filter. It propagates the sigma points forward in time and then gets the current covariance and state estimates.
- Return
void
- Parameters
configData
: The configuration data associated with the CSS estimatorupdateTime
: The time that we need to fix the filter to (seconds)
-
int
inertialUKFMeasUpdate
(InertialUKFConfig *configData, int currentST)¶ This method performs the measurement update for the inertial kalman filter. It applies the observations in the obs vectors to the current state estimate and updates the state/covariance with that information.
- Return
void
- Parameters
configData
: The configuration data associated with the CSS estimatorupdateTime
: The time that we need to fix the filter to (seconds)
-
void
inertialUKFCleanUpdate
(InertialUKFConfig *configData)¶ This method cleans the filter states after a bad upadate on the fly. It removes the potentially corrupted previous estimates and puts the filter back to a working state.
- Return
void
- Parameters
configData
: The configuration data associated with the CSS estimator
-
void
inertialStateProp
(InertialUKFConfig *configData, double *stateInOut, double dt)¶ This method propagates a inertial state vector forward in time. Note that the calling parameter is updated in place to save on data copies.
- Return
void
- Parameters
stateInOut
: The state that is propagated
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void
inertialUKFMeasModel
(InertialUKFConfig *configData, int currentST)¶ This method computes what the expected measurement vector is for each CSS that is present on the spacecraft. All data is transacted from the main data structure for the model because there are many variables that would have to be updated otherwise.
- Return
void
- Parameters
configData
: The configuration data associated with the CSS estimator
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struct
STMessage
¶ - #include <inertialUKF.h>
Star Tracker (ST) sensor container structure. Contains the msg input name and Id and sensor noise value.
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struct
STDataParsing
¶ - #include <inertialUKF.h>
@breif Structure to gather the ST messages and content
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struct
InertialUKFConfig
¶ - #include <inertialUKF.h>
Top level structure for the Inertial unscented kalman filter. Used to estimate the spacecraft’s inertial attitude. Measurements are StarTracker data and gyro data.
Public Members
The name of the output message.
-
char
filtDataOutMsgName
[MAX_STAT_MSG_LENGTH
]¶ The name of the output filter data message.
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char
massPropsInMsgName
[MAX_STAT_MSG_LENGTH
]¶ [-] The name of the mass props message
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char
rwParamsInMsgName
[MAX_STAT_MSG_LENGTH
]¶ The name of the RWConfigParams input message.
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char
rwSpeedsInMsgName
[MAX_STAT_MSG_LENGTH
]¶ [-] The name of the input RW speeds message
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char
gyrBuffInMsgName
[MAX_STAT_MSG_LENGTH
]¶ [-] Input message buffer from MIRU
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size_t
numStates
¶ [-] Number of states for this filter
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size_t
countHalfSPs
¶ [-] Number of sigma points over 2
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size_t
numObs
¶ [-] Number of measurements this cycle
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double
beta
¶ [-] Beta parameter for filter
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double
alpha
¶ [-] Alpha parameter for filter
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double
kappa
¶ [-] Kappa parameter for filter
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double
lambdaVal
¶ [-] Lambda parameter for filter
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double
gamma
¶ [-] Gamma parameter for filter
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double
switchMag
¶ [-] Threshold for where we switch MRP set
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double
dt
¶ [s] seconds since last data epoch
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double
timeTag
¶ [s] Time tag for statecovar/etc
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double
gyrAggTimeTag
¶ [s] Time-tag for aggregated gyro data
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double
aggSigma_b2b1
[3]¶ [-] Aggregated attitude motion from gyros
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double
dcm_BdyGyrpltf
[3][3]¶ [-] DCM for converting gyro data to body frame
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double
wM
[2 *AKF_N_STATES
+ 1]¶ [-] Weighting vector for sigma points
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double
wC
[2 *AKF_N_STATES
+ 1]¶ [-] Weighting vector for sigma points
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double
stateInit
[AKF_N_STATES
]¶ [-] State estimate to initialize filter to
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double
state
[AKF_N_STATES
]¶ [-] State estimate for time TimeTag
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double
statePrev
[AKF_N_STATES
]¶ [-] State estimate for time TimeTag at previous time
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double
sBar
[AKF_N_STATES
*AKF_N_STATES
]¶ [-] Time updated covariance
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double
sBarPrev
[AKF_N_STATES
*AKF_N_STATES
]¶ [-] Time updated covariance at previous time
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double
covar
[AKF_N_STATES
*AKF_N_STATES
]¶ [-] covariance
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double
covarPrev
[AKF_N_STATES
*AKF_N_STATES
]¶ [-] covariance at previous time
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double
covarInit
[AKF_N_STATES
*AKF_N_STATES
]¶ [-] Covariance to init filter with
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double
xBar
[AKF_N_STATES
]¶ [-] Current mean state estimate
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double
obs
[3]¶ [-] Observation vector for frame
-
double
yMeas
[3 * (2 *AKF_N_STATES
+ 1)]¶ [-] Measurement model data
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double
SP
[(2 *AKF_N_STATES
+ 1) *AKF_N_STATES
]¶ [-] sigma point matrix
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double
qNoise
[MAX_ST_VEH_COUNT
*AKF_N_STATES
*AKF_N_STATES
]¶ [-] process noise matrix
-
double
sQnoise
[MAX_ST_VEH_COUNT
*AKF_N_STATES
*AKF_N_STATES
]¶ [-] cholesky of Qnoise
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double
IInv
[3][3]¶
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uint32_t
numUsedGyros
¶ Number of currently active CSS sensors
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uint32_t
firstPassComplete
¶
-
double
sigma_BNOut
[3]¶ [-] Output MRP
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double
omega_BN_BOut
[3]¶ [r/s] Body rate output data
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double
timeTagOut
¶ [s] Output time-tag information
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double
maxTimeJump
¶ [s] Maximum time jump to allow in propagation
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STAttFswMsg
stSensorIn
[MAX_ST_VEH_COUNT
]¶ [-] ST sensor data read in from message bus
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int
stSensorOrder
[MAX_ST_VEH_COUNT
]¶ [-] ST sensor data read in from message bus
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uint64_t
ClockTimeST
[MAX_ST_VEH_COUNT
]¶ [-] All of the ClockTimes for the STs
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uint64_t
ReadSizeST
[MAX_ST_VEH_COUNT
]¶ [-] All of the ReadSizes for the STs
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RWArrayConfigFswMsg
rwConfigParams
¶ [-] struct to store message containing RW config parameters in body B frame
-
RWSpeedIntMsg
rwSpeeds
¶ [-] Local reaction wheel speeds
-
RWSpeedIntMsg
rwSpeedPrev
¶ [-] Local reaction wheel speeds
-
double
speedDt
¶ [s] The time difference between speeds
-
uint64_t
timeWheelPrev
¶ [ns] Previous wheel time-tag from msg
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VehicleConfigFswMsg
localConfigData
¶ [-] Vehicle configuration data
-
LowPassFilterData
gyroFilt
[3]¶ [-] Low-pass filters for input gyro data
Id for the outgoing body estimate message
-
int32_t
filtDataOutMsgId
¶ [-] Id for the filter data output message
-
int32_t
massPropsInMsgId
¶ [-] Id for the incoming mass properties message
-
int32_t
rwParamsInMsgId
¶ [-] Id for the RWArrayConfigFswMsg ingoing message
-
int32_t
rwSpeedsInMsgId
¶ [-] Id for the incoming RW speeds
-
int32_t
gyrBuffInMsgId
¶ [-] Id of the input message buffer
-
STDataParsing
STDatasStruct
¶ [-] Id of the input message buffer