APPARATUS, METHOD, AND COMPUTER READABLE MEDIUM

    公开(公告)号:US20230129189A1

    公开(公告)日:2023-04-27

    申请号:US17970561

    申请日:2022-10-20

    IPC分类号: G05B13/02 G05B13/04

    摘要: Provided is an apparatus including: a first acquisition unit acquiring an operation plan of a piece of equipment, and at least identification information of a parameter among target setting data used for learning of an operation model operating the piece of equipment, the target setting data including identification information of a parameter for which a target range is to be set among parameters relating to the piece of equipment and a target range set for the parameter; and a first learning processing unit performing, by using learning data including the identification information of the parameter and the operation plan acquired by the first acquisition unit, learning processing of a target setting model outputting at least one of the identification information or the target range of the parameter among the target setting data that should be used for learning of the operation model, in response to the operation plan being input.

    Model Predictive Control Systems and Methods

    公开(公告)号:US20230127583A1

    公开(公告)日:2023-04-27

    申请号:US17907787

    申请日:2021-03-01

    IPC分类号: G05B13/04

    摘要: MPC controller systems and methods are disclosed that may be applied to various different types of MPC controllers and methods for use in any desired or appropriate controller settings, such as physical systems with non-linearities that require careful modelling tactics, which are considered complex systems. Complex systems include fast systems which are those where solving the descriptive model of the system has the potential to surpass the closed loop sampling time required to control the system. Examples of complex fast systems are robot manipulators, quadracopters and injection speed of an injection molding process.

    Interval error observer-based aircraft engine active fault tolerant control method

    公开(公告)号:US11635734B2

    公开(公告)日:2023-04-25

    申请号:US16609940

    申请日:2019-01-10

    摘要: The present invention provides an interval error observer-based aircraft engine active fault tolerant control method, and belongs to the technical field of aircraft control. The method comprises: tracking the state and the output of a reference model of an aircraft engine through an error feedback controller; compensating a control system of the aircraft engine having a disturbance signal and actuator and sensor faults through a virtual sensor and a virtual actuator; observing an error between a system with fault of the aircraft engine and the reference model through an interval error observer, and feeding back the error to the error feedback controller; and finally, using a difference between the output of the reference model of the system with fault and the output of the virtual actuator as a control signal to realize active fault tolerant control of the aircraft engine.

    Edge weather abatement using hyperlocal weather and train activity inputs

    公开(公告)号:US11634871B2

    公开(公告)日:2023-04-25

    申请号:US17381781

    申请日:2021-07-21

    摘要: Systems, devices, media, and methods are presented for controlling remote equipment in a network. A switch heater control system includes a weather modeling function. The system periodically obtains weather data according to a predetermined time interval. Based on the closest weather data set, the weather modeling function generates a hyperlocal forecast associated with each switch heater location. The system includes an active snowfall mode and a maintenance mode that controls heating based on an estimate of local snow depth, adjusted for wind conditions and passing trains. When the hyperlocal forecast indicates heating is required, the system calculates a melt duration, starts a timer, and transmits a start signal to the switch heater.

    Machine learning device, laser machine, and laser machining system

    公开(公告)号:US11633812B2

    公开(公告)日:2023-04-25

    申请号:US16740987

    申请日:2020-01-13

    申请人: FANUC CORPORATION

    发明人: Yousuke Tanaka

    摘要: A machine learning device performs machine learning on a laser machine including a plurality of galvanometer mirrors for reflection of a laser beam and a plurality of galvanometer motors for driving the galvanometer mirrors to rotate, and scanning the laser beam over a workpiece. The machine learning device includes: input data acquisition unit that acquires at least two detected temperatures from the galvanometer mirrors and the galvanometer motors as input data; label acquisition unit that acquires a coefficient as a label for calculating a machining target position from an actual position of machining with the laser beam on the workpiece; and learning unit that performs supervised learning using a set of the label and the input data as training data to construct a mathematical model for calculating the machining target position from the actual machining position on the workpiece based on the at least two detected temperatures.

    REWARD TO RISK RATIO MAXIMIZATION IN OPERATIONAL CONTROL PROBLEMS

    公开(公告)号:US20230124567A1

    公开(公告)日:2023-04-20

    申请号:US17503284

    申请日:2021-10-16

    IPC分类号: C02F1/00 G05B13/04

    摘要: A computer-implemented method comprising: receiving data associated with an operational control problem; formulating the operation control problem as an optimization problem; recursively generating a sequence of policies of operational control associated with the operational control problem, wherein each subsequent policy in the sequence is constructed by modifying one or more actions at a single state in a preceding policy in the sequence, and wherein the modifying monotonically changes a risk associated with the subsequent policy; constructing, from the sequence of policies, an optimal solution path, wherein each vertex on the optimal solution path represents an optimal solution to the operational control problem; calculating a ratio of reward to risk for each of the vertices on the path; and selecting one of the policies in the sequence to apply to the operational control problem, based, at least in part, on the calculated ratios.

    Method and apparatus to identify connected device types on an I/O channel based on current characteristics

    公开(公告)号:US11614726B2

    公开(公告)日:2023-03-28

    申请号:US16751893

    申请日:2020-01-24

    摘要: A method, system and apparatus for identifying a type of device connected to I/O (Input/Output) channels of an I/O module, can involve applying a current for a predefined time duration to one or more I/O channels of an I/O module, initiating a current readback at a regular interval of time within the predefined time duration, determining values of the current readback for each of a time interval during the predefined time duration, storing the values of the current readback in a memory associated with the I/O module, determining a pattern as a function of the values of the current readback and a sample of time interval for a device connected to the one or more I/O channels, and identifying a type of the device connected to the one or more I/O channels based on a determined pattern of a current sink of the device connected to the one or more I/O channels.