Abstract: Some embodiments include a system operable to construct hierarchical training data sets for use with machine-learning for multiple controlled devices. Other embodiments of related systems and methods are also provided.

Abstract: An on-axis, angled, rotator device is disclosed. The rotator device may include a container containing a slot for receiving a sample. An angle of the slot may be configured to be between 0 and 180 degrees relative to a perpendicular irradiation plane of a radiation device. The rotator device may include a cup positioned within an opening of the container. Additionally, the rotator device may include a driveshaft configured to transmit torque to cause the cup to be rotated when the cup is positioned within the opening. When the sample resides within the slot and the driveshaft transmits the torque to the cup, the cup may cause the sample to rotate about a center axis of the sample. The angle of the slot containing the sample and the rotation of the sample about the center axis may facilitate uniform radiation exposure to the sample when the radiation device emits radiation.

Abstract: An optical phase shifter and a method of making the same are disclosed. The phase shifter includes a substrate, a p-doped electrode and an n-doped electrode on the substrate, a first doped semiconductor layer on the p-doped electrode or the n-doped electrode and in electrical contact with the other electrode, a second doped semiconductor layer on the first doped semiconductor layer, a first vertical region electrically connecting the second doped semiconductor layer with the one electrode, and a cladding layer on or over the second semiconductor layer, the first vertical region, and at least a first sidewall of each of the first and second semiconductor layers. The p-doped electrode and the n-doped electrode form a p-n junction at an interface therebetween. The first and second doped semiconductor layers have the same doping type as the other electrode and the one electrode, respectively.

Abstract: A controller can be configured to control a system for extracting liquid water from air comprising a thermal unit, a primary desiccant wheel, and a regeneration fluid path. The controller can comprise a sensor, a motor, and a microcontroller coupled to the sensor and the motor. The microcontroller can be configured to determine a water extraction efficiency based on at least one signal received from the sensor, and also can be configured to maximize the water extraction efficiency by adjusting a speed of the motor in response to the determined water extraction efficiency.

Abstract: A system and method for a light panel assembly which is particularly useful for commercial horticultural applications. An extruded heat sink frame provides for a layered light panel assembly with superior heat dissipation characteristics and low power requirements while providing highly efficient returns and output radiant flux.

Abstract: A system and method for linking radio frequency identification (RFID) data and barcode data. The method includes receiving the RFID data and the barcode data. The method further includes storing the RFID data and the barcode data in a device. The method further includes identifying common metadata from the RFID data and the barcode data. Further, the method includes merging the RFID data and the barcode data based upon the common metadata. The method further includes eliminating the duplicate data post the RFID data and barcode data are merged to obtain merged data. Finally, the method includes alerting a user when at least the RFID data and the barcode data is matched with the merged data.

Abstract: Systems and methods of generating water for growing or vitally supporting plants, fungi, and/or aquatic animals are provided herein. The systems include a water generating unit that utilizes process fluid produced by plant transpiration or fungus respiration to generate water. Nutrients may be added to the water through hydroponic and aquaponic systems, then provided back to the plants in a closed loop. The systems may be monitored, optimized, and controlled remotely.

Abstract: A method for training a user learning network for recognizing obfuscated data is provided. The method includes steps of: a learning device (a) (i) inputting obfuscated data, from a data provider, into a user learning network to generate first characteristic information and (ii) updating parameters of a user task layer and a first user batch normalizing layer such that an error, calculated using (1) the first characteristic information or a first task specific output and (2) a first ground truth of the obfuscated data, is minimized, and (b) (i) inputting original data, from a user, into the user learning network to generate second characteristic information and (ii) updating parameters of the user task layer and the second user batch normalizing layer such that an error, calculated using (1) the second characteristic information or a second task specific output and (2) a second ground truth of the original data, is minimized.

Abstract: A machine or group of machines for dual authentication include a processor configured to receive a user credential and a content fingerprint. The processor is configured to identify content associated with the content fingerprint, verify the user credential is authorized to access the content associated with the content fingerprint, and transmit an authorization to stream content associated with the user credential and the content fingerprint.

Abstract: Disclosed are disposable containers, such as a stand-up pouch, for heating food in a microwave oven and while automatically dispensing sauce onto the food. Methods and apparatuses for making sauce packets and disposable containers are also disclosed.

Abstract: A cap structure may include a base and a cap, where the base may include a periphery configured to be mounted over a rim of an opening of a container. The base may include a hollow neck, extending from the base for facilitating flow of liquid from the container through and out of the neck. The neck may include a flange extending annularly around the neck, so as to define an annular step. The cap may include a plurality of inwardly protruding projections, configured to snap over the step when the cap is mounted over the neck.

Abstract: A method of training an obfuscation network for obfuscating original data to protect personal information is provided. The method includes steps of a learning device, (a) inputting acquired training data into an obfuscation network to obfuscate the training data and inputting the obfuscated training data into an augmentation network to augment the obfuscated training data; (b) (i) inputting the augmented obfuscated training data into a learning network to generate first characteristic information and (ii) inputting the training data into the learning network to generate second characteristic information; and (c) training the obfuscation network such that (i) a first error, calculated by using the first and the second characteristic information, is minimized and (ii) a second error, calculated by using (ii-1) modified training data or modified obfuscated training data, and (ii-2) the obfuscated training data or the augmented obfuscated training data, is maximized.

Abstract: A method for training an obfuscation network for obfuscating data is provided.

Abstract: Apparatuses, systems, and methods are described for providing a multiple process workflow. The system includes a first process device configured to convey at least a portion of a printed element and an apparatus. The apparatus includes a storage section, an input section configured to receive the at least a portion of the printed element, a gripper configured to selectively transport the at least a portion of the printed element from the input section to the storage section and to selectively transport the at least a portion of the printed element from the storage section, and an output section configured to selectively transfer the at least a portion of the printed element from the storage section. The system further includes a second process device configured to perform at least one operation on the at least a portion of the printed element.

Abstract: An apparatus for providing in-situ radiation measurements within a density equivalent package is disclosed. The apparatus may include a radiation detector embedded within the density equivalent package that is configured to measure an amount of exposure of a phantom material of the density equivalent package to radiation emitted by an irradiation device. The phantom material may have density equivalence with an object or substance for which radiation exposure information is sought and the phantom material may serve as a substitute for the object or substance. A signal including the measurement of the amount of exposure of the phantom material to the radiation may be provided to a processor of the apparatus for processing. The processor may process the signal to interpret and provide additional information relating to the measurement and may provide the information to a device communicatively linked to the apparatus.

Abstract: Systems and methods for testing one or more closeable or fixed ports in a horizontal section of a well are provided. One of the systems comprises a jointed tubing string deployable by a service rig and a bottomhole assembly attached the jointed tubing string, the bottomhole assembly comprising a jet pump, a pressure sealing device, and an intake. The system may further include one or more of a shifting tool, a casing collar locator, an extension tubing, and an isolation device. The system draws fluid from the ports through the intake and the fluid may be tested as it flows through the buttonhole assembly and/or at surface. The isolation device may have a lower portion that is detachable from and re-attachable to the remaining components of the bottomhole assembly thereabove.

Abstract: Disclosed are implementations of systems and methods for generation and execution of hybrid decision trees for machine learning systems and processing environments. The systems include a data processing system for a computer memory, comprising means for configuring a memory device according to a hybrid decision tree, said hybrid decision tree including a plurality of nodes, each node comprising at least one directional associative link to or from another node, each node associated with a function performed on an input variable, wherein each directional associative link is agnostic to a hierarchical layer of the associated nodes in the hybrid decision tree; and means for executing functions associated with each node of the hybrid decision tree according to the corresponding directional associative links.

Abstract: Computer system, methods, and non-transitory storage medium for protecting a client device that is browsing a website from some undesired actions of third-party software. JavaScript Instrumenter to Secured Code (JISC) code (e.g. JavaScript/WebAssembly) is tailored per website that defines a set of policies of what each third-party code can and cannot do. The server also tracks and analyzes data reports from the websites, and provides reports and alerts to website administrators. Therefore, a browser on a client device visiting the website, and thus executing the JISC code that is tailored for that specific website, is protected from the third-party code, without hindering the proper action of the third-party software and without the third-party knowing that their code was monitored and controlled.