Abstract: Systems and methods are provided for optimizing resource consumption by bringing intelligence to the key allocation process for fast roaming. Specifically, embodiments of the disclosed technology use machine learning to predict which AP a wireless client device will migrate to next. In some embodiments, machine learning may also be used to select a subset of top neighbors from a neighborhood list. Thus, instead of allocating keys for each of the APs on the neighborhood list, key allocation may be limited to the predicted next AP, and the subset of top neighbors. In some embodiments, a reinforcement learning model may be used to dynamically adjust the size of the subset in order to optimize resources while satisfying variable client demand.

Abstract: A transfer guidance system includes at least one memory storing instructions, and at least one processor. The at least one processor is configured to execute the instructions to estimate operation time schedules of a plurality of transportation systems based on track records of operation of the plurality of the transportation systems and generates estimated data, accept request information including locations of departure and destination, generate guidance information for providing information about a route from the location of departure to the location of destination, the route extending over the plurality of the transportation systems, present the guidance information to a user.

Abstract: A GTAW system and a welding method suitable for ultra-narrow gaps, and belongs to the technical field of narrow gap welding. The device includes a argon arc welding machine, a GTAW torch, a welding trolley, a wire feeding device, and a gas protection device. The GTAW torch includes a rotating motor, a rotating tungsten, a conductive system, and a gas supply system. The non-axisymmetric rotating tungsten is drived by the rotating motor through the central rotating shaft. The conductive system is used for connecting and supplying electric power from the argon arc welding machine, and the air supply system is used for providing shielding gas into the welding torch. The GTAW torch is fixed on the welding trolley, and the GTAW torch is moved by the welding trolley, and the wire feeding device moves synchronously with the welding torch.

Abstract: A GTAW system and a welding method suitable for ultra-narrow gaps, and belongs to the technical field of narrow gap welding. The device includes a argon arc welding machine, a GTAW torch, a welding trolley, a wire feeding device, and a gas protection device. The GTAW torch includes a rotating motor, a rotating tungsten, a conductive system, and a gas supply system. The non-axisymmetric rotating tungsten is drived by the rotating motor through the central rotating shaft. The conductive system is used for connecting and supplying electric power from the argon arc welding machine, and the air supply system is used for providing shielding gas into the welding torch. The GTAW torch is fixed on the welding trolley, and the GTAW torch is moved by the welding trolley, and the wire feeding device moves synchronously with the welding torch.

Abstract: A method and system is provided for enhancing a reproduction of a recurring image of an first computer on a second computer in a computer network. In order to avoid transferring high color depth high volume of data for recurring images on one computer to another, the recurring image is invoked by a low bit identifier. For example, between a controlling and controlled computer, if a controlled computer detects a first screen image wherein the first screen image having a relative high color depth, it identifies the first screen image by assigning a first identifier (ID). Then, the controlled computer produces a low color depth representation of the first screen image to be stored, and sends the first screen image to the controlling computer along with the first ID. The controlling computer compresses and stores the first screen image along with the first ID.

Abstract: A method is provided for transferring digital image data. The method identifies areas of the image that frequently change and divides the image into regions based on the identified areas. The regions may be created based on a distance between identified areas, an amount of data encompassed by the identified areas, or other desired parameters. A unionizing process is applied to each of the regions to create a change rectangle encompassing the changes in each region. The information representing each change rectangle may then be transferred, resulting in a more efficient utilization of bandwidth.