Abstract: A method and apparatus used for extracting a feature point of an environmental target, which relate to the field of vehicles. The method comprises: acquiring the position of each corner point of an environmental target; and determining a feature point of the environmental target according to the position of each corner point of the environmental target. Thus, the problem wherein target identification is not precise may be solved, which is particularly suitable for the identification of a large target.

Abstract: The present disclosure belongs to the field of petroleum engineering, and specifically relates to a subsea Christmas tree re-prediction method integrating Kalman filter and Bayesian network. The subsea Christmas tree re-prediction method integrating Kalman filter and Bayesian network includes three steps: digital twin model establishment, degradation process re-prediction model establishment, and remaining useful life calculation model establishment.

Abstract: The present disclosure belongs to the field of petroleum engineering, and specifically relates to a subsea Christmas tree re-prediction method integrating Kalman filter and Bayesian network. The subsea Christmas tree re-prediction method integrating Kalman filter and Bayesian network includes three steps: digital twin model establishment, degradation process re-prediction model establishment, and remaining useful life calculation model establishment.

Abstract: Weakly supervised instance segmentation refers to the task of training a system to detect object locations and segment instances of the detected objects, where the training data includes only images and image-level labels. This disclosure includes an enhanced pipeline and enhanced training methods that progressively mine pixel-wise labels, when trained via image-level labels. Four cascaded modules are employed, including: a multi-label classification module, an object detection module, an instance refinement module, and instance segmentation module. The modules share a common backbone. The cascaded pipeline is trained alternatively with a curriculum learning strategy which generalizes image level supervision to pixel level supervision, and a post validation training stage, which runs in the inverse order. In the curriculum learning stage, a proposal refinement sub-module is employed to locate object parts and finding key pixels during classification.

Abstract: Systems and methods for implementing a user mode virtual serial communications port emulator are disclosed herein. According to an aspect, a method for a virtual serial communications port emulator includes using at least one processor and memory for creating a virtual serial communication port (VCP) driver in a user mode of an operating system. The method further includes emulating a physical serial communication port using the VCP driver. In addition, the method includes converting outgoing data from an application executed on the at least one processor and memory via the VCP driver into a format complying with a protocol associated with a VCP device server. The method also includes converting incoming data from the VCP device server complying with the protocol into a second format understood by the application, wherein the VCP driver is communicated with using an unpublished universally unique identifier (UUID).

Abstract: Systems and methods for implementing a user mode virtual serial communications port emulator are disclosed herein. According to an aspect, a method for a virtual serial communications port emulator includes using at least one processor and memory for creating a virtual serial communication port (VCP) driver in a user mode of an operating system. The method further includes emulating a physical serial communication port using the VCP driver. In addition, the method includes converting outgoing data from an application executed on the at least one processor and memory via the VCP driver into a format complying with a protocol associated with a VCP device server. The method also includes converting incoming data from the VCP device server complying with the protocol into a second format understood by the application, wherein the VCP driver is communicated with using an unpublished universally unique identifier (UUID).

Abstract: Systems and methods for implementing a user mode virtual serial communications port emulator are disclosed herein. According to an aspect, a method for a virtual serial communications port emulator includes using at least one processor and memory for creating a virtual serial communication port (VCP) driver in a user mode of an operating system. The method further includes emulating a physical serial communication port using the VCP driver. In addition, the method includes converting outgoing data from an application executed on the at least one processor and memory via the VCP driver into a format complying with a protocol associated with a VCP device server. The method also includes converting incoming data from the VCP device server complying with the protocol into a second format understood by the application, wherein the VCP driver is communicated with using an unpublished universally unique identifier (UUID).

Abstract: Systems and methods for implementing a user mode virtual serial communications port emulator are disclosed herein. According to an aspect, a method for a virtual serial communications port emulator includes using at least one processor and memory for creating a virtual serial communication port (VCP) driver in a user mode of an operating system. The method further includes emulating a physical serial communication port using the VCP driver. In addition, the method includes converting outgoing data from an application executed on the at least one processor and memory via the VCP driver into a format complying with a protocol associated with a VCP device server. The method also includes converting incoming data from the VCP device server complying with the protocol into a second format understood by the application, wherein the VCP driver is communicated with using an unpublished universally unique identifier (UUID).