Thermal Therapy Ablation Detection With Ultrasound
A technology of ultrasound and ultrasound data, applied in ultrasound/sonic/infrasonic diagnosis, application, sound wave diagnosis, etc., can solve the problems of expensive, MRI method does not provide real-time feedback, etc.
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[0014] Acoustic signals derived from multiple imaging modalities (eg, stress, displacement, backscattered power, etc.) are monitored during treatment. Tissue temperature surrounding a therapeutic target can be monitored using a recurrent neural network applied to these signals. At reproducible absolute temperatures, the acoustic signal input to the classifier varies dramatically. Repeatable or reproducible changes in signature are used as acoustic signatures of tissue changes associated with cell death.
[0015] Acoustic thermometry is a relative (as opposed to absolute) temperature assessment scheme and is believed to be more accurate at low time increments (delta T) (approximately 15-20 degrees Celsius time delta). Using neural network-based techniques, this range increases. However, the temperature error increases with time increments, and thus the thermal dose also increases. This means that precise thermal dosing as a time-temperature integral is prone to error. Machi...
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