Abstract: Various approaches for enhancing treatment of target tissue using a source of focused ultrasound while limiting damage to non-target tissue include selecting a frequency of ultrasound waves transmitted from the source of focused ultrasound for generating a focus in the target tissue; providing microbubbles having the first size distribution such that at least 50% of the microbubbles have a radius smaller than a critical radius corresponding to a resonance frequency matching the selected frequency of ultrasound waves; and applying the ultrasound waves at the selected frequency to treat the target tissue.

Abstract: Various approaches for disrupting target tissue for treatment include identifying a target volume of the target tissue; causing disruption of the target tissue in a region corresponding to the target volume so as to increase tissue permeability therein; computationally generating a tissue permeability map of the target volume; and based on the tissue permeability map, computationally evaluating the disruption of the target tissue within the target volume.

Abstract: A system and method for connected vehicle risk detection are presented. The includes computing risk scores for a plurality of behaviors detected with respect to a connected vehicle, wherein each of the detected plurality of behaviors is associated with the connected vehicle based on a contextual vehicle state of the connected vehicle; aggregating the computed risk scores to determine an aggregated risk score; determining a risk level for the connected vehicle based on the aggregated risk score; and causing execution of at least one mitigation action based on the determined risk level.

Abstract: Various approaches to creating a treatment plan for a target include using the first imaging modality to acquire one or more images of the target during a time interval and based thereon determining information associated with the target; also during the time interval, using the second imaging modality having a higher rate of image capture than the first imaging modality to acquire a series of images of the first imageable object that has a relative location with respect to the target; in real time during the time interval, tracking movement of the anatomical target based on the one or more images thereof, the series of images of the first imageable object and the relative location of the first imageable object with respect to the target; and based at least in part on the tracked movement and the information associated with the anatomical target during the time interval, generating a treatment plan for treating the target.

Abstract: A system and method for connected vehicle sequence anomaly detection. The method includes creating a normal sequence profile for a group of connected vehicles based on a plurality of first messages by training a normal behavior model using unsupervised machine learning with respect to potential sequences, the normal sequence profile defining normal sequences and triggers, wherein each of the plurality of normal sequences is associated with a timeframe, wherein each sequence is a series of condition combinations; preprocessing a second data set by generating a plurality of second messages in a unified format; identifying at least one instance of the plurality of triggers in the plurality of second messages; and detecting at least one abnormal sequence based on the identified at least one instance and the normal sequence profile, wherein an abnormal sequence is detected when none of the plurality of normal sequences is identified in the second data set.

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: A focused-ultrasound or other procedure for treating a target within a tissue region can be planned iteratively by creating a treatment plan specifying a treatment location pattern and stimuli applied thereto, simulating the treatment, computationally predicting an effect of the simulated treatment, comparing the predicted effect against one or more treatment constraints (such as efficacy and/or safety thresholds), and, if a constraint is violated, repeating the simulation for an adjusted treatment plan.

Abstract: Various approaches for microbubble-enhanced ultrasound treatment of target tissue include retrieving a treatment plan stored in memory; causing administration of an exogenous agent in accordance with the treatment plan; causing, in accordance with the treatment plan, an ultrasound transducer to transmit ultrasound waves to the target tissue and generate a focus therein in the presence of administered exogenous agent; receiving, from a monitoring system, a measured parameter value indicating a treatment condition in response to administration of the exogenous agent and transmission of the ultrasound waves during treatment; and adjusting the treatment plan based at least in part on the measured parameter value.

Abstract: A system and method for connected vehicle security incident integration. The method includes correlating a security incident violation with a connected vehicle, wherein the security incident violation is indicated in security incident data collected by at least one connected vehicle security system of the connected vehicle, wherein the security incident violation indicates a deviation from normal operation of the connected vehicle; enriching security incident data of a connected vehicle with cybersecurity data related to at least one of: the connected vehicle, and communications between the connected vehicle and at least one external system; generating a risk assessment for the connected vehicle based on the enriched violation data; and performing at least one mitigation action with respect to the connected vehicle based on the risk assessment.

Abstract: Various approaches for regulating microbubbles in a treatment procedure for a target include generating a tissue-sensitivity map including multiple regions, at least one of the regions being outside the target region, the tissue-sensitivity map assigning, to each of the regions, a sensitivity level indicative of tissue sensitivity to the interaction between the microbubbles and an acoustic beam; select one or more interaction regions based at least in part on the tissue-sensitivity map; and activating the ultrasound transducer so as to generate the acoustic beam for interacting with the microbubbles in the selection interaction region(s) in the tissue-sensitivity map, thereby indirectly changing a characteristic of the microbubbles at the target region.

Abstract: Systems and methods for predicting a phase correction of ultrasound waves transmitted from one or more transducer elements and traversing a patient's skull into a target region utilizing data of the patient's skull include predicting a first beam path of the ultrasound waves traversing the skull based at least in part on the target location; computationally determining structural characteristics of the skull along the first beam path based on the acquired imaging data; and predicting a second beam path of the ultrasound waves traversing the skull based at least in part on the determined structural characteristics, thereby accounting for refraction resulting from the skull.

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: A focused-ultrasound or other procedure for treating a target within a tissue region can be planned iteratively by creating a treatment plan specifying a treatment location pattern and stimuli applied thereto, simulating the treatment, computationally predicting an effect of the simulated treatment, comparing the predicted effect against one or more treatment constraints (such as efficacy and/or safety thresholds), and, if a constraint is violated, repeating the simulation for an adjusted treatment plan.

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 delivering ultrasound energy to a target region include an ultrasound transducer having multiple transducer elements for generating a focal zone of acoustic energy at the target region, wherein one or more transducer elements are partitioned into multiple contiguous sub-regions having a common directionality; one or more driver circuits connected to the transducer element(s); a switch matrix having multiple switches for switchably connecting the sub-regions to the driver circuit(s), each of the sub-regions being associated with one of the switches; and a controller configured to (i) determine an optimal sonication frequency for maximizing a peak acoustic intensity in the focal zone; and (ii) based at least in part on the determined optimal sonication frequency, activate one or more switches in the switch matrix for causing the corresponding sub-region(s) to transmit ultrasound pulses to the target region.

Abstract: A system and method for detecting behavioral anomalies among a fleet including a plurality of connected vehicles. The method includes generating at least one fleet behavioral profile for the fleet using a first set of data, wherein creating each fleet behavioral profile includes training a machine learning model using at least a portion of the first set of data, wherein the at least a portion of the first set of data relates to communications with and among the plurality of connected vehicles; applying the at least one fleet behavioral profile to detect at least one anomaly in a second set of data for the fleet wherein the second set of data includes data related to communications with and among the plurality of connected vehicles; and performing at least one mitigation action when the at least one anomaly is detected.

Abstract: A system and method for connected vehicle sequence anomaly detection. The method includes creating a normal sequence profile for a group of connected vehicles based on a plurality of first messages by training a normal behavior model using unsupervised machine learning with respect to potential sequences, the normal sequence profile defining normal sequences and triggers, wherein each of the plurality of normal sequences is associated with a timeframe, wherein each sequence is a series of condition combinations; preprocessing a second data set by generating a plurality of second messages in a unified format; identifying at least one instance of the plurality of triggers in the plurality of second messages; and detecting at least one abnormal sequence based on the identified at least one instance and the normal sequence profile, wherein an abnormal sequence is detected when none of the plurality of normal sequences is identified in the second data set.

Abstract: A system for maintaining coherence of ultrasound waves emitted by multiple transducer arrays includes multiple retention arms, each for receiving one of the transducer arrays; a connecting frame for receiving and mechanically retaining the arms in fixed angular relation to each other; and a processor configured to determine relative locations of the transducer arrays with respect to one another and the connecting frame; determine a location of the connecting frame relative to an anatomic region of interest; determine a spatial arrangement of the transducer elements in each transducer array with respect to the anatomic region of interest; and adjust a transmission configuration of the transducer elements in the transducer arrays to achieve a desired focusing property with respect to the anatomic region of interest while maintaining coherence therebetween.

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: 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.