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Paulo Fisch
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Paulo Fisch
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Dec 29, 2023
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import brahe | ||
import numpy as np | ||
import time | ||
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from ..common import data_parsing, transformations, messages | ||
from ..common.zmq_messaging import zmqMessagePublisher | ||
from ..configuration import orbit_estimator as oe_config | ||
from ..configuration import pygnc as pygnc_config | ||
from ..algorithms.RangingEstimator import BA | ||
from ..configuration import ranging_estimator as ranging_estimator_config | ||
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def parse_rng_bin(filename): | ||
rng_packet = data_parsing.unpack_rng_packet(filename) | ||
return rng_packet | ||
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def read_ranging(ranging_message): | ||
# get position and velocity state from gps | ||
state_measurement_ecef = np.concatenate( | ||
(ranging_message[:,2:8]) | ||
) | ||
range_measurement = ranging_message[:,-1] | ||
range_ids = ranging_message[:,-2] | ||
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measurement_epoch = transformations.gps_week_milliseconds_to_brahe_epoch( | ||
ranging_message[:,0], ranging_message[:,1] | ||
) | ||
state_measurements_eci = np.zeros((len(measurement_epoch), 6)) | ||
for k in range(len(measurement_epoch)): | ||
state_measurements_eci[k,:] = brahe.frames.sECEFtoECI( | ||
measurement_epoch[k], state_measurement_ecef[k,:] | ||
) | ||
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return state_measurements_eci, range_measurement, range_ids, measurement_epoch | ||
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def send_ranging_estimate_message( | ||
pub: zmqMessagePublisher, measurement_epoch, ranging_est , sensor_message | ||
): | ||
x = ranging_est.x | ||
oem = messages.OrbitEstimateMessage( | ||
epoch=measurement_epoch, | ||
state_estimate=x[0:6], | ||
sensor_message=sensor_message, | ||
) | ||
pub.send(oem) | ||
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def main(): | ||
# instantiate orbit estimator | ||
ranging_filter = BA() | ||
oem_pub = zmqMessagePublisher(messages.RangingEstimateMessage) | ||
rng_packet = parse_rng_bin(ranging_estimator_config.rng_filepath) | ||
# batch update orbit estimator | ||
state_measurements_eci, range_measurement, range_ids, measurement_epoch = read_ranging(rng_packet) | ||
initial_guess_0 = state_measurements_eci[0,:] + np.array(range_measurement*np.random.randn(3), 10*np.random.randn(3)) | ||
initial_guess = np.zeros((len(measurement_epoch), 6)) | ||
initial_guess[0,:] = initial_guess_0 | ||
for k in range(1,len(measurement_epoch)): | ||
initial_guess[k,:] = ranging_filter.rk4(initial_guess[k-1,:], measurement_epoch[k]-measurement_epoch[k-1], ranging_filter.process_dynamics) | ||
x_est = ranging_filter.scipy_solver(state_measurements_eci, initial_guess, range_measurement) | ||
send_ranging_estimate_message(oem_pub, measurement_epoch, ranging_filter, rng_packet) | ||
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if __name__ == "__main__": | ||
main() | ||
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