Calibration for Ultrasound Breast Tomography Using Matrix Completion
Clinical Orthopaedics and Related Research(2010)
摘要
We study the calibration problem in circular ultrasound tomography devices
for breast imaging, where the sensor positions deviate from the circumference
of a perfect circle. We introduce a new method of calibration based on the
time-of-flight (ToF) measurements between sensors when the enclosed medium is
homogeneous. In the presence of all the pairwise ToFs, one can estimate the
sensor positions using multi-dimensional scaling (MDS) method. In practice,
however, we are facing two major sources of loss. One is due to the
transitional behaviour of the sensors and the beam form of the transducers,
which makes the ToF measurements for close-by sensors unavailable. The other is
due to the random malfunctioning of the sensors, that leads to random missing
ToF measurements. On top of the missing entries, in practice an unknown time
delay is also added to the measurements. In this work, we show that a matrix
defined from all the ToF measurements is of rank at most four. In order to
estimate the missing ToFs, we apply a state-of-the-art low-rank matrix
completion algorithm, OPTSPACE . Then we use MDS in order to find the correct
positions of the sensors. To confirm the functionality of our method in
practice, simulations mimicking the measurements of a circular ultrasound
tomography device are performed.
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关键词
ultrasound,multi dimensional scaling,time of flight
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