Abstract: In various aspects, the invention includes a wearable therapy delivery device for applying thermal therapy and/or compressive therapy. In some cases, the wearable therapy delivery device includes an inner layer configured to contact a body surface of a user; an outer layer; temperature therapy modules enclosed between the inner layer and the outer layer proximate the inner layer; and/or compressive therapy modules located proximate the one or more temperature therapy modules. In some cases, the compressive therapy modules are configured to force the temperature therapy modules toward the body surface of the user.

Abstract: A temperature modulation assembly and a multi-layer retention mechanism for such a temperature therapy device are disclosed. According to one embodiment, a temperature modulation assembly for a temperature therapy device has a heat spreader and a mounting plate coupled to a bottom portion of a spacer, wherein the heat spreader is disposed between the mounting plate and the spacer. The temperature modulation assembly has a heatsink and a fan coupled to a top portion of the spacer, wherein the heatsink is disposed between the top portion of the spacer and the fan. The temperature modulation assembly further includes a heating and/or cooling device disposed within a central opening of the spacer, wherein the heating and/or cooling device is located between the heatsink and the heat spreader.

Abstract: A method may include storing a vector space representation of a set of concepts in a semantic ontology, wherein locations of the set of concepts in the vector space are based on weights of a neural network trained using triples from the semantic ontology; presenting a semantic search user interface including: a text input portion to receive a search query from an input device; a suggested search portion; and a search results portion; receiving, from a user computing device, the search query; converting, using at least one processor, the search query into a vector; computing, using the at least one processor; a set of possible concepts related to the search query based on a distance between the vector and other concepts in the vector space representation; and presenting the set of possible concepts related to the search query in the suggested search portion of the semantic search user interface.

Abstract: A system for generating a non-fungible token (NFT) associated with cognitive data. The system includes at least one memory storing computer-executable instructions and at least one processor for executing the instructions stored on the memory. Execution of the instructions programs the at least one processor to perform operations that include receiving cognitive data collected from a subject, the cognitive data being collected via at least one collection device, and generating an NFT based on the cognitive data, the NFT including a description of the NFT and a viewable representation of the cognitive data.

Abstract: A rating generator assembly 30 is configured to perform a method to associate quality ratings with each digital resource, such as a learning resource, of a plurality of learning resources, e.g. resources 5-1, . . . ,5-M, (QM={q1 . . . qM} in respect of a topic of an educational course. The method comprises, in respect of each of the learning resources, receiving one or more indications of quality, for example in the form of decision ratings dij and comments cij, in respect of the learning resource q1 from respective devices (“non-expert devices” e.g. 3a, . . . ,3N) of a plurality of non-experts, for example students (UN={u1, . . . , UN}) 3-1, . . . ,3-N via a data network 31. The method involves operating at least one processor, of the rating generator assembly 30 to process the one or more indications of quality from each of the respective non-expert devices 3a, . . .

Abstract: Systems and methods are disclosed for applying neural networks in resource-constrained environments. A system may include a sensor located in a resource-constrained environment configured to generate sensor data of the resource-constrained environment. The system may also include a first computing device not located in the resource-constrained environment configured to produce a neural network structure based on the sensor data. The system may further include a second computing device located in the resource-constrained environment configured to provide the sensor data as input to the neural network structure. The second computing device may be further configured to determine a state of the resource-constrained environment based on the input of the sensor data to the neural network structure.

Abstract: A method of manufacturing a carbon nanotube product comprising: blending an unaligned carbon nanotube material with solid solvent particles; activating a nanotube solvent by liquefying the solid solvent particles; producing a nanotube dope solution by mixing the nanotube solvent and the unaligned carbon nanotube material; forming a carbon nanotube proto-product by extruding the nanotube dope solution; and forming an aligned carbon nanotube product by solidifying the carbon nanotube proto-product.

Abstract: A temperature therapy system and a method for temperature control for such a temperature therapy system are disclosed. According to one embodiment, a temperature therapy system has a retention mechanism and a plurality of temperature modulation systems attached to the retention mechanism, wherein each of the plurality of temperature modulation systems comprises a thermoelectric cooler. The wearable personal temperature therapy system may have a plurality of temperature sensors and a plurality of conductive flags, wherein each of the plurality of conductive flags is adhered to a respective thermoelectric cooler and a respective temperature sensor.

Abstract: A system and method for separating a layer from a layer assembly when the layer assembly includes a backing layer and a material layer. The system includes an automated machine having a controller and an end effector. A separating tool is attached to the end effector of the automated machine. The separating tool includes a displacing member, with an outer face, configured to establish a void between the backing layer and the material layer by displacing a portion of the backing layer. The separating layer also includes a securing member configured to establish a mechanical connection with a displaced portion of the backing layer.

Abstract: A solution is disclosed for a state estimation system and method configured for a hyperloop vehicle. Further, the state estimation system provides an estimate of the future position and/or orientation of the hyperloop vehicle such that the hyperloop vehicle can maintain safe, efficient flight during a journey. The state estimation system utilizes a number of sensors to gather data in order to perform state estimation using a Kalman filter. The state estimation is then sent to a motion execution controller such that the state estimation may be translated into commands for engines disposed throughout the hyperloop vehicle such that the position and/or orientation may be reached by hyperloop vehicle.

Abstract: A solution is disclosed for state estimation and motion control for a hyperloop vehicle. The solution is configured to generate a state estimation of a hyperloop vehicle while in flight. The state estimation is generated, in part, by real-time sensor data obtained from a sensor system onboard the hyperloop vehicle. Based on the state estimation, a motion execution module is configured to generate a plurality of linearized commands for a plurality of power electronic units in order to control the position and/or orientation of the hyperloop vehicle. The disclosed solution provides for safe and efficient travel using hyperloop vehicles.

Abstract: A pool shell comprising a pool shell body including an angled feature, wherein the angled feature defines an open region on an underside of the pool shell body. The pool shell may further comprise an insert positioned in the open region for providing structural support to the angled feature. The pool shell may further comprise an overlaying member positioned over the open region such that the insert is positioned between the underside of the pool shell body and the overlaying member, wherein the overlaying member is a substantially flat material for defining an exterior ramp surface extending over the open region defined by the angled feature.

Abstract: An apparatus is described for measuring hemodynamic or metabolic function of an organ or tissue region of a subject comprising a super-continuum laser operating in the near or short-wave infrared wavelength range and comprising a multi-stage amplifier. A source fiber delivers the super-continuum emission to the organ or tissue region, and a collection fiber receives reflected emission from the region. A detector followed by a processor is used to determine a metabolic state and an oxygenation state of the organ or tissue region. A signal-to-noise ratio of the signal is improved using a dual-arm differential measurement technique.

Abstract: Disclosed herein are system, method, and computer program product embodiments for detecting potentially unsafe wear levels in vehicle suspension systems. An embodiment operates by receiving acoustic signals of a vehicle suspension system, processing, the acoustic signals to generate training data, training a predictive learning algorithm to generate a predictive wear model and classifying the processed acoustic signals to indicate wear levels of one or more components of the vehicle suspension system. The trained predictive wear model subsequently predicts wear levels of the vehicle suspension system for notification to a cloud-based repository. Fleets of driverless vehicles may continuously monitor wear levels for timely maintenance before failure occurs.

Abstract: A therapeutic device for applying vibration, thermal and compressive therapy is disclosed. According to one embodiment, the device has a top layer and a bottom layer adapted to contact a body surface of a user. The device further includes a therapeutic element disposed between the top layer and the bottom layer, the therapeutic element including a vibration component, a thermal component, and a compression component, where, upon activation of the therapeutic element: (i) the vibration component applies a vibration force, (ii) the thermal component applies a thermal therapy, and (iii) the compression component applies a compressive force.

Abstract: A massage applicator including a housing, a piston having a proximal end and a distal end, a motor within the housing operatively connected to the piston, wherein the motor is configured to cause the piston to reciprocate, an applicator controller configured to operate the motor, and an attachment head releasably coupled to the piston so as to be located at the distal end of the piston, the attachment head including at least one sensor configured to collect sensor data, wherein the applicator controller is configured to adjust operation of the motor based on the collected sensor data.

Abstract: A temperature modulation assembly and a multi-layer retention mechanism for such a temperature therapy device are disclosed. According to one embodiment, a temperature modulation assembly for a temperature therapy device has a heat spreader and a mounting plate coupled to a bottom portion of a spacer, wherein the heat spreader is disposed between the mounting plate and the spacer. The temperature modulation assembly has a heatsink and a fan coupled to a top portion of the spacer, wherein the heatsink is disposed between the top portion of the spacer and the fan. The temperature modulation assembly further includes a heating and/or cooling device disposed within a central opening of the spacer, wherein the heating and/or cooling device is located between the heatsink and the heat spreader.

Abstract: Systems and methods are disclosed for applying neural networks in resource-constrained environments. A system may include a sensor located in a resource-constrained environment configured to generate sensor data of the resource-constrained environment. The system may also include a first computing device not located in the resource-constrained environment configured to produce a neural network structure based on the sensor data. The system may further include a second computing device located in the resource-constrained environment configured to provide the sensor data as input to the neural network structure. The second computing device may be further configured to determine a state of the resource-constrained environment based on the input of the sensor data to the neural network structure.

Abstract: A temperature therapy system and a method for temperature control for such a temperature therapy system are disclosed. According to one embodiment, a temperature therapy system has a retention mechanism and a plurality of temperature modulation systems attached to the retention mechanism, wherein each of the plurality of temperature modulation systems comprises a thermoelectric cooler. The wearable personal temperature therapy system may have a plurality of temperature sensors and a plurality of conductive flags, wherein each of the plurality of conductive flags is adhered to a respective thermoelectric cooler and a respective temperature sensor.