Abstract: Various approaches for computationally generating a protocol for treatment of one or more target BBB regions within a tissue region of interest using a source of focused ultrasound include specifying (i) settings of sonication parameters for applying one or more sequence of sonications to the target BBB region using the source of focused ultrasound and (ii) a characteristic of microbubbles selected to be administered into the target BBB region; electronically simulating treatment in accordance with the protocol at least in part by computationally executing the sequence(s) of sonications and computationally administering the microbubbles having the characteristic; and computationally predicting a tissue disruption effect of the target BBB region resulting from the treatment.

Abstract: Systems and methods for performing magnetic resonance (MR) thermometry include a magnetic resonance imaging (MRI) unit and a controller in communication with the MRI unit and configured to cause the MRI unit to acquire one or more baseline phase images of an imaging region and one or more treatment phase images of the imaging region subsequent to a temperature change of a subregion within the imaging region, electronically generate a thermal map pixelwise indicating the temperature change of the subregion based at least in part on the acquired baseline phase image and treatment phase image, computationally predict the temperature change of the subregion based at least in part on energy deposited in the subregion during treatment without reference to the generated thermal map, and determine whether the thermal map is inaccurate based at least in part on the temperature change of the subregion indicated by the thermal map and the predicted temperature change of the subregion.

Abstract: Systems and methods for applying ultrasound sonication to temporarily disrupt a patient's blood-brain barrier (BBB) include storing threshold values of an acoustic response level, an acoustic response dose and a tissue response dose associated with a target BBB region and its surrounding regions based on anatomical characteristics thereof; causing the ultrasound transducer to transmit one or more pulses/waves; measuring the acoustic response level, the acoustic response dose, and/or the tissue response dose associated with the target BBB region and/or its surrounding regions; comparing the measurement with a corresponding stored threshold value; and operating the transducer based at least in part on the comparison.

Abstract: Various approaches for improving reliability in an ultrasound system having transducer elements, phase transmission lines, and a switch matrix having beamforming switches for connecting the phase transmission lines to the transducer elements involve operating the beamforming switches to avoid “hot” switching as the activation pattern of the transducers changes.

Abstract: Various approaches to transmitting an ultrasound beam include creating a 3D tissue replica representing tissue intervening between the ultrasound transducer and a target anatomic region; transmitting a ultrasound beam to the target region; measuring the ultrasound beam traversing the 3D tissue replica and arriving at the target region; and based at least in part on the measured first ultrasound beam, estimating a parameter value associated with one or more of the transducer elements for improving ultrasound beam shaping.

Abstract: Various approaches for reducing microbubble interference with ultrasound waves transmitted from multiple transducer elements and traversing tissue onto a target region include measuring microbubbles in high-throughput areas of ultrasound exposure and reducing the amount of microbubbles using the ultrasound waves.

Abstract: Various approaches for detecting microbubble cavitation resulting from ultrasound waves transmitted from an ultrasound transducer include associating at least one time-domain reference signal with microbubble cavitation; causing the transducer to transmit one or more ultrasound pulse; acquiring, in the time domain, an echo signal from microbubbles in response to the transmitted ultrasound pulse(s); correlating at least a portion of the echo signal to at least a corresponding portion of the time-domain reference signal based on similarity therebetween; and detecting the microbubble cavitation based on the corresponding portion of the reference signal.

Abstract: A system and method for contextually monitoring vehicle states. The method includes enriching a plurality of messages based on at least one missing property value and a plurality of predictive properties in the plurality of messages, wherein at least one message of the plurality of messages is generated by a vehicle monitoring system, wherein each message of the plurality of messages is ingested at a vehicle state monitor, wherein each of the predictive properties is a property indicated in one of the plurality of messages of a predetermined type of property; and generating a contextual vehicle state for a vehicle based on the enriched plurality of messages, wherein the contextual vehicle state is a snapshot of a plurality of vehicle state properties at a given time.

Abstract: During a focused-ultrasound or other non-invasive procedure, regions of change within a target region are monitored, and images of the target region are updated with partial images encompassing only the regions of change.

Abstract: During a focused-ultrasound or other non-invasive treatment procedure, the motion of the treatment target or other object(s) of interest can be tracked in real time based on (i) the comparison of treatment images against a reference library of images that have been acquired prior to treatment for the anticipated range of motion and have been processed to identify the location of the target or other object(s) therein and (ii) complementary information associated with the stage of the target motion during treatment.

Abstract: A method for transcostal ultrasound treatment of tissues includes determining rib locations, e.g., based on ultrasound reflections off the ribs or acoustic radiation force signals, and transcostally focusing ultrasound into the tissue while minimizing damage to the ribs.

Abstract: Various approaches of focusing an ultrasound transducer having multiple transducer elements to a target region include generating at least one acoustic reflector in the target region; transmitting ultrasound waves to the acoustic reflector; measuring reflections off the acoustic reflector; and based at least in part on the measured reflections, adjusting the parameter value associated with the transducer element(s).

Abstract: Various approaches for operating an ultrasound transducer having multiple transducer elements include acquiring one or more measurements of anatomical regions through which ultrasound waves emitted from the transducer elements travel; for each of the anatomical regions, determining values of characteristics based at least in part on the measurement(s); computationally predicting aberrations of the ultrasound waves traveling through the anatomical regions by using the first values as input to a predictor that has been computationally trained to predict ultrasound aberrations based on values of the characteristics; and driving the transducer elements to compensate for the predicted aberrations.

Abstract: Various approaches for calibrating the geometry of an ultrasound transducer having multiple transducer elements include providing an acoustic reflector spanning an area traversing by multiple beam paths of ultrasound waves transmitted from all (or at least some) transducer elements to a focal zone; causing the transducer elements to transmit the ultrasound waves to the focal zone; measuring reflections of the ultrasound waves off the acoustic reflector; and based at least in part on the measured reflections, determining optimal geometric parameters associated with the transducer elements.

Abstract: Various approaches to generating and maintaining an ultrasound focus at a target region include configuring a controller to cause transmission of treatment ultrasound pulses from a transducer having multiple transducer elements; cause the transducer to transmit focusing ultrasound pulses to the target region and generate an acoustic reflector therein; measure reflections of the focusing ultrasound pulses from the acoustic reflector; based at least in part on the measured reflections, adjust a parameter value associated with one or more transducer elements so as to maintain and/or improve the ultrasound focus at the target region.

Abstract: Images acquired during an image-guided treatment procedure sometimes exceed the scope of a reference library previously acquired for the purpose of monitoring and/or adjusting the treatment. In this situation, the reference library may be extended dynamically and/or in real time based on the newly acquired treatment images and/or other available information.

Abstract: A system and method for classifying driving behavior. The method includes training, via a supervised machine learning process, a classifier using a labeled training data set including at least one set of training features and corresponding training labels, wherein the classifier is trained to classify driving behavior, wherein the training features include training vehicle telemetries, wherein the training labels include at least one of driver labels and vehicle labels; and applying the classifier to an application data set including a plurality of application features to output a classification of driving behavior based on the application features, wherein the application features are extracted from application data including application vehicle telemetries for a vehicle.

Abstract: Various approaches for detecting cavitation signals from a target region of a patient during a focused ultrasound procedure include an ultrasound transducer; an imaging device for acquiring physiological characteristics of multiple anatomical regions through which the cavitation signals from the target region travel; a controller configured to select one or more of the anatomical regions based at least in part on the physiological characteristics thereof and map the selected anatomical region(s) to one or more corresponding skin regions; and one or more cavitation detection devices attached to the corresponding skin region(s).

Abstract: A system and method for connected vehicle cybersecurity. The method includes creating a normal behavior model based on a first set of data, the first set of data including at least one first event with respect to at least one connected vehicle, wherein the first set of data is collected from a plurality of data sources; detecting an anomaly based on the normal behavior model and a second set of data, the second set of data including a second event with respect to the at least one connected vehicle, wherein each of the first set of data and the second set of data includes vehicle data related to operation of the at least one connected vehicle, wherein each event represents a communication with the at least one connected vehicle; determining, based on the detected anomaly, at least one mitigation action; and causing implementation of the at least one mitigation action.

Abstract: An approach for enhancing radiation treatment of target tissue includes identifying a target volume of the target tissue; causing disruption of vascular tissue in a region confined to the target volume so as to define the target volume; based at least in part on the disruption of the vascular tissue, determining a radiation treatment plan having a reduced radiation dose for treating the target tissue; and exposing the target volume to the reduced radiation dose based on the radiation treatment plan.