Abstract: This disclosure describes systems and methods related to utilizing hardware assisted protection for media content. In some embodiments, a provided method comprises: receiving, from a content server and by a computing device processor of a secure enclave of a device, first encrypted media content; decrypting, by the computing device processor, the first encrypted media content using a first decryption key; generating, by the computing device processor, a second decryption key; encrypting, by the computing device processor, the first decrypted media content using the second key, thereby resulting in second encrypted media content; and sending, by the computing device processor and to one or more graphical processing units (GPUs) comprised in a graphics component of the device, the second encrypted media content and the second decryption key.

Abstract: Electrically powered accessories connected to vehicle power systems are authenticated, and connections between the accessories and the vehicle power systems are based on permissions resulting from that authentication. accessories may supply authentication information associated with an authentication level, and form a permitted connection based on the authentication level. Vehicle power systems may obtain the authentication information, obtain the authentication level, and operate a power connection according to the authentication level. Authentication information can be obtained from the component or from a user of the component through, for example, a portable device. A system may include the electrically powered component and the vehicle power system. The system may further include a remote server to process the authentication information and determine the authentication level.

Abstract: Techniques and systems are provided for interfacing one or more event detectors coupled by a common interconnect with a network interface. Interconnect signals indicative of events detected by the one or more event detectors using sensor data are propagated on the common interconnect. A monitor device indirectly or directly couple to the common interconnect monitors the interconnect signals. Information about a first event detector of the one or more event detectors is inferred, in part, from the interconnect signals and transmitted via the network interface.

Abstract: A polymer blend material comprising: (i) a lignin component; (ii) a nitrile butadiene rubber component; and (iii) divalent or trivalent metal salt; wherein: component (i) is present in an amount of about 5 wt. % to about 95 wt. % by weight of components (i) and (ii); component (i) is dispersed in component (ii) in the form of domains having a size of up to 1000 nm; component (iii) is present in an amount of 0.1-10 wt. % by weight of components (i) and (ii); and the polymer blend material has a tensile failure strength of at least 10 MPa, and an elongation at break of at least 20%. Methods for producing the polymer blend, molded forms thereof, and articles thereof, are also described.

Abstract: A vehicle includes a body including suspension components, multiple wheels coupled to the body, a suspension sensor coupled to one of the suspension components or at least one of said multiple wheels, a camera, a display connected to the camera to display at least part of the camera view, a processor receiving inputs from the suspension sensor, and memory coupled to the processor. The memory includes a program from which an actual horizontal wheel position relative to a path of travel of the vehicle is determined as a function of a vertical position of the at least one of said multiple wheels. And the processor causes an image representative of the actual horizontal wheel position to appear on the display, and wherein vertical is in the direction of gravity and horizontal is perpendicular to the direction of gravity.

Abstract: Techniques and solutions are described for clustering, with reduced memory consumption, observations in a data set. A first observation is received. A distance is determined between the first observation and a first cluster. It is determined that the distance satisfies a threshold, and the first observation is added to a first sample of the first cluster. A first set of means is calculated for the first sample using data of the first observations and data of at least a second observation of the first sample. A second set of means is calculated for the plurality of elements for the first cluster using the first set of means for the first sample and at least a third set of means for at least a second sample of the first cluster. An identifier of the first observation is added to a collection of observation identifiers classified in the first cluster.

Abstract: The techniques disclosed herein enable systems to measure the long-term reliability of machine learning agents prior to deployment at a control system. This is achieved through analysis of control system component specifications to determine a useful lifespan of the components such as projected failure rate, hours continuous operation, and so forth. The system can derive parameters for the machine learning agent to interact with the components such as action frequency and action range. From the component lifespan, action frequency, and action range, an accelerated test procedure is constructed to evaluate the reliability of the machine learning agent. From executing the accelerated test procedure, a reliability score can be calculated for the machine learning agent.

Abstract: A personal care system having a treatment device for applying a treatment to the skin or hair of a user is provided. The treatment device has a camera for taking an image of the skin. The system may include or be in communication with an application programming interface (API) that can process the image. The system or an associated API can recommend the use of treatment regimens or topical products according to information determined from the digital image of the skin.

Abstract: An asset management system providing a 3D virtual workspace to track, manage, and view assets of a business. The 3D virtual space is configured to provide a remote system and method to manage the assets. The asset management system also includes an AI system configured to aid the system by providing suggestions and automated decision making in the management system.

Abstract: A system for transferring marine life within an aquaculture facility including a plurality of segregated storage facilities each containing water for marine life, maintained within a predetermined temperature range and supported at independent ground levels. The storage facilities are successively disposed and structured to contain marine life at different stages of growth. A transfer assembly includes a path of fluid flow interconnecting successive ones of said plurality of storage facilities in fluid communication with one another, wherein at least a majority of a length of said path of fluid flow is disposed beneath the independent ground levels at a predetermined depth, which is sufficient to facilitate maintenance of the path of fluid flow within the predetermined temperature range, via geothermal cooling. The transfer assembly may also connect a holding facility, which may be dimensioned and structured to transfer mature marine life, possibly on an on-demand basis, to the harvesting facility.

Abstract: Example solutions for performing federated graph queries use schemas and include: generating a logical graph using a query input and generating a physical plan using a query planning schema for double-nested loops, the outer loop for each permutation of data stores in a set of data stores, and the inner loop for each data store—ceasing when the logical graph has been fully consumed. A query cost is determined for each of the permutations, and a physical plan is selected based on the query cost, for example minimizing the query cost, and the query is executed based on the selected physical plan. The cost may be determined based on a weighted combination of factors such as freshness of the data, latency, power consumption, environmental impact (e.g., carbon footprint), energy efficiency, and network burden.

Abstract: The present disclosure provides a computing device and method for providing personal specific information based on semantic queries. The semantic queries may be input in a natural language form, and may include user specific context, such as by referring to prior or future events related to a place the user is searching for. With the user's authorization, data associated with prior or planned activities of the user may be accessed and information from the accessed data may be identified, wherein the information is correlated with the user specific context. One or more query results are determined based on the identified information and provided for output to the user.

Abstract: A fine-grain selectable partially privileged container virtual computing environment provides a vehicle by which processes that are directed to modifying specific aspects of a host computing environment can be delivered to, and executed upon, the host computing environment while simultaneously maintaining the advantageous and desirable protections and isolations between the remaining aspects of the host computing environment and the partially privileged container computing environment. Such partial privilege is provided based upon directly or indirectly delineated actions that are allowed to be undertaken on the host computing environment by processes executing within the partially privileged container virtual computing environment and actions which are not allowed.

Abstract: A method provides camera adjustments based on eye gaze tracking and non-video contextual input. The method includes capturing, via a front facing camera, a face of a user and determining an eye gaze direction of the user based on a first image in a first image stream. The method includes receiving non-video input, determining, from the non-video input, one or more contexts related to a focus of the first user, and selecting a camera, at least partially based on the eye gaze direction and the one or more contexts. The method includes: generating at least one camera setting of a selected camera at least partially based on the first location and the context(s) determined from the non-video input; and activating the selected camera as an active camera, with the at least one camera setting, to capture a field of view that includes the focus of the first user.

Abstract: In a system for measuring a fire suppressant or fire suppression propellant quantity, the system comprising: a base (102); a top plate (106) positioned to support a tank (22) of said fire suppressant or fire suppression propellant; a plurality of springs (112) positioned between the top plate and the base to support the top plate atop the base, the plurality of springs positioned to support the top plate along a range of motion between an extended condition and a retracted condition; a first magnetic member (142) mounted to the base; a second magnetic member (140) mounted to the top plate so that a spacing between the first magnetic member and the second magnetic member decreases as the top plate moves from the extended condition to the retracted condition. At least one of the first magnetic member and the second magnetic member is a permanent magnet. A magnetic field sensor (160) is positioned to detect changes in a magnetic field associated with changes in said spacing.

Abstract: An apparatus comprises an image sensor and a processor circuit. The image sensor may be configured to capture images of a field of view of the image sensor. The processor circuit may be configured to (i) receive the images captured by the image sensor and (ii) generate one or more control signals in response to objects in the images. The processor circuit may be further configured to (i) detect a registration indicia on an object in one or more of the images, (ii) determine whether the processor circuit includes support for the object associated with the registration indicia, and (iii) when the processor circuit does not include support for the object associated with the registration indicia, download support information for the object associated with the registration indicia from a database.

Abstract: A method for the simultaneous imaging of different physical properties of an examined medium from multi-physics datasets and for digital enhancement and restoration of multiple multidimensional digital images is described. The method introduces nonnegative joint entropy determined as a joint weighted average of the logarithm of the corresponding density of the model parameters and/or images and/or their attributes. The joint entropy measures are introduced as additional constraints, and their minimization results in enforcing of the order and consistency between the different model parameters and/or multiple images and/or their transforms. The method does not require a priori knowledge about specific physical, analytical, empirical or statistical relationships between the different model parameters and/or multiple images and their attributes, nor does the method require a priori knowledge about specific geometric or structural relationships between different model parameters, images, and/or their attributes.

Abstract: An electronic access control system and method that enables conditional access to electronic locking systems according to user-based and situation-based safety parameters. Aspects of the present disclosure provide for a mobile access interface whereby the network operations center can assess a safety risk for a service site based on a combination of user-generated inputs, sensor inputs and/or external data inputs. The system may comprise a dynamic rules engine configured to dynamically determine safety and compliance associated with an access-restricted area. If the access-restricted area is safe, the system may enable access according to one or more access protocols. If the access-restricted area is unsafe, or the user requesting access is not in compliance with one or more static or dynamic safety parameters, the system may disable standard access protocols and deny access to the requesting party.

Abstract: Systems and methods disclosed herein relate to a cryogenic refrigeration system which may use a compression based cryocooler or liquid nitrogen pre-cool to cool a medium to ˜80K, and may in conjunction with a magnetic refrigeration system operating in the sub-80K temperature regime to provide cooling to a medium to temperatures below 80K. In some embodiments, the disclosed system may be useful for cooling on the order of about 3 kg/day to about 300 kg/day of hydrogen gas to liquid form, with higher efficiency than a standard vapor compression based system. This higher efficiency may make the system a more attractive candidate for use in cryogenic cooling applications.