Abstract: Systems and methods for accelerated online adaptive radiation therapy (“ART”) are described. The improvements to online ART are generally provided based on the use of textural analysis and machine learning algorithms implemented with a hardware processor and a memory. The described systems and methods enable more efficient and accurate online adaptive replanning (“OLAR”), which can also be implemented in clinically acceptable timeframes. For example, OLAR can be reduced from taking 10-30 minutes down to 5-10 minutes.

Abstract: An accessory device is disclosed. The accessory device may include multiple pockets, or sleeves, designed to carry items, such as an electronic device and a user's personal items (e.g., credits cards, cash, etc.). The accessory device also includes a magnet embedded in a back section, with the magnet designed to align an inductive charging mechanism that can charge the electronic device's battery when the electronic device is positioned within the accessory device. To improve charging efficiency, the back section also includes a structural layer designed to keep the back section flat when the electronic device is positioned within the accessory device. The structural layer can hide/obscure the magnet and other structures. Also, the accessory device includes a wireless communication circuit that can communicate with a corresponding wireless communication circuit in the electronic device, and provide information (e.g., openings and dimensional information of the accessory device) to the electronic device.

Abstract: Embodiments of systems, apparatuses and methods provide enhanced function as a service (FaaS) to users, e.g., computer developers and cloud service providers (CSPs). A computing system configured to provide such enhanced FaaS service include one or more controls architectural subsystems, software and orchestration subsystems, network and storage subsystems, and security subsystems. The computing system executes functions in response to events triggered by the users in an execution environment provided by the architectural subsystems, which represent an abstraction of execution management and shield the users from the burden of managing the execution. The software and orchestration subsystems allocate computing resources for the function execution by intelligently spinning up and down containers for function code with decreased instantiation latency and increased execution scalability while maintaining secured execution.

Abstract: In some embodiments, the present disclosure provides for ethylene-C3 to C20 alpha-olefins random copolymers having an ethylene content of about 45 wt % to about 70 wt % and a Mw(DRI)/Mn(DRI) of from 1.1 to 1.9. In some embodiments, the ethyl-C ene-propylene random copolymer is used as a viscosity modifier in a lubricating composition.