Undercarriage wear prediction using machine learning model

    公开(公告)号:US11704942B2

    公开(公告)日:2023-07-18

    申请号:US16949448

    申请日:2020-10-29

    CPC classification number: G07C5/006 G06N20/00 G07C5/0808 G07C5/0816

    Abstract: A system may comprise a device. The device may be configured to receive, from one or more sensor devices of the machine, sensor data associated with wear of one or more components of an undercarriage of the machine; and predict, using a machine learning model and the sensor data, an amount wear of the one or more components based on a wear rate of the one or more components. The machine learning model is trained, using training data, to predict the wear rate of the one or more components. The training data includes two or more of: historical sensor data, historical inspection data, or simulation data, of a simulation model, from one or more third devices. The device may perform an action based on the amount of wear.

    AUTOMATED HYDRAULIC FRACTURING OPERATION

    公开(公告)号:US20220178235A1

    公开(公告)日:2022-06-09

    申请号:US17110415

    申请日:2020-12-03

    Abstract: An automated hydraulic fracturing system and method for controlling various aspects of a fracking operation is disclosed. A master controller receives various operating parameters, such as desired operating conditions, information about a fracking site, information about trailers and/or other equipment at the fracking site, and/or sensor signals. The master controller may access one or more trailer model(s) that model various parameters of equipment (e.g., engines, transmissions, pumps, trailers, etc.) at the fracking site as a function of controlled operating conditions. The master controller uses the trailer models in conjunction with operating parameters to generate control signals that automatically control the various equipment at the fracking site to optimize various desired outcomes, such as reduced operating costs, reduced emissions, reduced idle time, increased efficiency, etc. The control signals are sent to controllers of the individual equipment to control the operations of those equipment and achieve an overall optimized fracking operation.

    System and method for engine valve lash calibration

    公开(公告)号:US11268411B2

    公开(公告)日:2022-03-08

    申请号:US16894357

    申请日:2020-06-05

    Abstract: A method for adjusting a valve lash in an internal combustion engine includes receiving a first signal generated by a sensor secured to the internal combustion engine, the first signal being indicative of a closing of a valve, receiving a second signal indicative of at least one of an engine speed of the internal combustion engine or a position of a camshaft of the internal combustion engine, and automatically determining an adjusted amount of lash associated with the valve based on the received first signal and the received second signal. The method also includes comparing the adjusted amount of lash to at least one predetermined threshold, and providing, in response to determining that the adjusted amount of lash is greater than the at least one predetermined threshold, a valve lash re-adjustment notification.

    Multi-rig hydraulic fracturing system and method for optimizing operation thereof

    公开(公告)号:US10415348B2

    公开(公告)日:2019-09-17

    申请号:US15584107

    申请日:2017-05-02

    Abstract: A hydraulic fracturing system comprises a plurality of hydraulic fracturing rigs. Each hydraulic fracturing rig includes an engine, a transmission, and a hydraulic fracturing pump. A driveshaft is coupled between the transmission and the hydraulic fracturing pump to transfer torque from the engine to the hydraulic fracturing pump. The hydraulic fracturing system also includes a fuel consumption data for each hydraulic fracturing rig, and a controller. The controller is programmed to receive a total pump flow and pressure request, and identify a pump flow distribution for each hydraulic fracturing rig of the plurality of hydraulic fracturing rigs based on the total pump flow and pressure request and the fuel consumption data.

    System and method for positioning implement of machine

    公开(公告)号:US09752300B2

    公开(公告)日:2017-09-05

    申请号:US14697657

    申请日:2015-04-28

    CPC classification number: E02F3/844 E02F3/7627 E02F3/7631 E02F9/265

    Abstract: A system associated with an implement of a machine is provided. The system includes a plane determination module configured to determine a track plane based on a relationship between at least two tracks of the machine. The system also includes an implement control module. The implement control module is configured to compute a location of two or more blade tip points of the implement of the machine in three dimensional space based on at least one constraint of a geometry of the implement. The implement control module is also configured to determine a blade tip point plane based on a relationship between at least two blade tip points of the implement. The implement control module is further configured to compare the blade tip point plane with the track plane and determine if the blade tip point plane is parallel to the track plane based on the comparison.

    SYSTEM FOR DETECTING LEAKAGE IN A PUMP USED IN HYDRAULIC FRACTURING
    8.
    发明申请
    SYSTEM FOR DETECTING LEAKAGE IN A PUMP USED IN HYDRAULIC FRACTURING 有权
    用于检测在液压破碎中使用的泵中的泄漏的系统

    公开(公告)号:US20160168976A1

    公开(公告)日:2016-06-16

    申请号:US14571758

    申请日:2014-12-16

    CPC classification number: E21B47/0007 E21B47/1025 G01M3/26

    Abstract: A system for detecting leakage in a pump includes a first pressure sensor, a second pressure sensor, multiple third pressure sensors, and a controller. The first pressure sensor is configured to output a pressure value associated with a suction manifold of the pump. The second pressure sensor is configured to output a pressure value associated with a discharge manifold of the pump. The third pressure sensors are configured to output a pressure value associated with the cylinders of the pump. The controller is disposed in communication with the first pressure sensor, the second pressure sensor, and the third pressure sensors. The controller is configured to determine amplitude of a leak, and a location of the leak in the pump on the basis of pressure values received from the first pressure sensor, the second pressure sensor, and the third pressure sensors.

    Abstract translation: 用于检测泵中的泄漏的系统包括第一压力传感器,第二压力传感器,多个第三压力传感器和控制器。 第一压力传感器构造成输出与泵的吸入歧管相关联的压力值。 第二压力传感器构造成输出与泵的排放歧管相关联的压力值。 第三压力传感器被配置为输出与泵的气缸相关联的压力值。 控制器设置成与第一压力传感器,第二压力传感器和第三压力传感器连通。 控制器被配置为基于从第一压力传感器,第二压力传感器和第三压力传感器接收的压力值来确定泄漏的幅度和泄漏的位置。

    Multi fuel engine substitution optimization for transient performance
    9.
    发明授权
    Multi fuel engine substitution optimization for transient performance 有权
    多燃料发动机替代优化用于瞬态性能

    公开(公告)号:US09255531B2

    公开(公告)日:2016-02-09

    申请号:US14181133

    申请日:2014-02-14

    Abstract: In an engine system of a machine having a multi fuel engine system, the occurrence of transient events such as gear shifts, grade changes and machine speed changes may be anticipated, and a fuel substitution strategy may be adjusted if necessary to optimize performance during the transient events. Transient events at a worksite may be anticipated and mapped by evaluating shift control logic strategies and worksite maps with truck route, speed and topographical information and determining where the fuel substitution strategy cannot meet the power requirements for the transient event. When it is determined that the machine is approaching an anticipated transient event, an appropriate fuel substitution adjustment can be executed to ensure the engine has sufficient power for the transient event.

    Abstract translation: 在具有多燃料发动机系统的机器的发动机系统中,可以预期出现诸如换档,坡度变化和机器速度变化的瞬时事件,并且如果需要可以调整燃料替代策略以优化瞬态期间的性能 事件 可以通过用卡车路线,速度和地形信息评估换档控制逻辑策略和工地图,并确定燃料替代策略在何处不能满足瞬态事件的功率需求,可以预期和映射工地现场事件。 当确定机器正在接近预期的瞬时事件时,可以执行适当的燃料替代调整,以确保发动机具有用于瞬态事件的足够的功率。

    Adaptive control system and method for machine implements
    10.
    发明授权
    Adaptive control system and method for machine implements 有权
    机床自适应控制系统及方法

    公开(公告)号:US09234329B2

    公开(公告)日:2016-01-12

    申请号:US14185955

    申请日:2014-02-21

    CPC classification number: E02F9/2041 E02F3/847 E02F9/262 E02F9/264 G01S19/14

    Abstract: An adaptive control system for a machine implement is provided. The adaptive control system includes a machine implement of a machine and an adaptive controller operatively coupled to the machine implement. The adaptive controller includes a processor configured to receive a position of the machine implement relative to a terrain from at least one position detection system, receive data regarding operating conditions of the terrain, compare the position with a target position stored in a memory, compare the data regarding the operating conditions with data stored in a reference model of the terrain stored in the memory, and adjust the position of the machine implement based upon the comparisons and based upon an updated reference model of the operating conditions of the terrain.

    Abstract translation: 提供了一种用于机器的自适应控制系统。 自适应控制系统包括机器的机器装置和可操作地耦合到机器工具的自适应控制器。 自适应控制器包括:处理器,被配置为从至少一个位置检测系统接收相对于地形的机器工具的位置,接收关于地形的操作条件的数据,将位置与存储在存储器中的目标位置进行比较, 关于存储在存储在存储器中的地形的参考模型中的数据的操作条件的数据,以及基于比较并且基于更新的地形的操作条件的参考模型来调整机器工具的位置。

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