METHOD OF AND SYSTEM FOR ONLINE MACHINE LEARNING WITH DYNAMIC MODEL EVALUATION AND SELECTION

    公开(公告)号:US20220027764A1

    公开(公告)日:2022-01-27

    申请号:US17385285

    申请日:2021-07-26

    Abstract: There is provided a method and system for providing a recommendation for a given problem by using a set of supervised machine learning (ML) models online by performing dynamic model evaluation and selection. An optional knowledge capture phase may be used to train the set of ML models offline using passive and/or active learning. Upon detection of a suitable initialization condition, the set of ML models is provided for inference and a feature vector is obtained. A set of predictions associated with accuracy metrics is generated by the set of models based on the feature vector. The accuracy metric may be global or class-specific. A recommendation is provided based on at least one of the set of predictions. The recommendation may be provided by selecting a best model, or by performing a vote weighted by the accuracy metrics. The set of ML models is retrained after obtaining an actual prediction.

    HIGH-INTEGRITY OBJECT DETECTION SYSTEM AND METHOD

    公开(公告)号:US20210146978A1

    公开(公告)日:2021-05-20

    申请号:US17100380

    申请日:2020-11-20

    Abstract: A method and system include receiving positioning and motion information from one or more positioning and motion devices on a vehicle on a guideway, based on the positioning and motion information, receiving information from a database on the vehicle, the information comprising track geometry information and infrastructure information corresponding to the guideway, using the track geometry information and positioning and motion information to determine a path of the guideway and a trajectory of the vehicle along the path, receiving data from one or more electromagnetic sensors on the vehicle, and detecting an object by using the trajectory, the infrastructure information, and the information from the one or more electromagnetic sensors.

    OVER-SPEED PROTECTION DEVICE
    24.
    发明申请

    公开(公告)号:US20210078620A1

    公开(公告)日:2021-03-18

    申请号:US17018853

    申请日:2020-09-11

    Abstract: An SIL 4 over-speed protection device for a rail vehicle includes a first logical unit configured to be connected to a first power source, a first speed sensor and a first vital supervision circuit and a second logical unit configured to be connected to a second power source, a second speed sensor and a second vital supervision circuit. The first logical unit is configured to determine if the second logical unit is functioning properly and the second logical unit is configured to determine if the first logical unit is functioning properly.

    POINT CLOUD RAIL ASSET DATA EXTRACTION
    25.
    发明申请

    公开(公告)号:US20190156569A1

    公开(公告)日:2019-05-23

    申请号:US16193603

    申请日:2018-11-16

    Abstract: A method includes detecting an initialization position of a processing zone within a graphical user interface, the processing zone having boundaries and a predefined direction extending away from the initialization position, the graphical user interface comprising displayed point cloud data, the displayed point cloud data being based on a scanning of a three dimensional space. The method also includes applying a Kalman filter to the track points to identify a trajectory of a guideway and generating a model of the guideway based on the track points and the trajectory. The method further includes detecting one or more of a turnout region or an object associated with the guideway. The method additionally includes generating a map comprising the model of the guideway and one or more of the turnout region or the object, and at least one label identifying the turnout region or the object included in the map.

    GUIDEWAY MOUNTED VEHICLE LOCALIZATION SYSTEM
    26.
    发明申请

    公开(公告)号:US20180237043A1

    公开(公告)日:2018-08-23

    申请号:US15960067

    申请日:2018-04-23

    Abstract: A system comprises a set of sensors on a first end of a vehicle having the first end and a second end, and a controller. The sensors are configured to generate corresponding sensor data based on a detected marker along a direction of movement of the vehicle. A first sensor has a first inclination angle with respect to the detected marker, and a second sensor has a second inclination angle with respect to the detected marker. The controller is configured to compare a time at which the first sensor detected the marker with a time at which the second sensor detected the marker to identify the first end or the second end as a leading end of the vehicle, and to calculate a position of the leading end of the vehicle based on the sensor data generated by one or more of the first sensor or the second sensor.

    Communication system for guideway mounted vehicle and method of using the same

    公开(公告)号:US09828011B2

    公开(公告)日:2017-11-28

    申请号:US14132509

    申请日:2013-12-18

    CPC classification number: B61L23/34 B61L15/0027 B61L25/025

    Abstract: A communication system for a guideway mounted vehicle includes a control system communication system configured to exchange information between the guideway mounted vehicle and an external control system. The communication system further includes a vehicle-to-vehicle communication system configured to exchange information between the guideway mounted vehicle and another vehicle along the guideway, wherein the vehicle-to-vehicle communication system is separate from the control system communication system, and the vehicle-to-vehicle communication system is configured to exchange information directly between the guideway mounted vehicle and the other vehicle. The communication system further includes a vital on-board controller (VOBC) configured to generate instructions for controlling the exchange of information between the guideway mounted vehicle and the control system through the control system communication system, and to generate instructions for controlling the exchange information between the guideway mounted vehicle and the other vehicle.

    METHOD FOR PROVIDING TEAM-LEVEL METRICS DATA AND TEAM STATE MONITORING SYSTEM
    28.
    发明申请
    METHOD FOR PROVIDING TEAM-LEVEL METRICS DATA AND TEAM STATE MONITORING SYSTEM 审中-公开
    提供团队级数据和团队状态监测系统的方法

    公开(公告)号:US20170004435A1

    公开(公告)日:2017-01-05

    申请号:US15198783

    申请日:2016-06-30

    Abstract: A method and system are disclosed for providing team-level metrics data, the method comprising for each member of a team, collecting sensor data originating from a plurality of sensors, and locally processing the collected sensor data to provide data representative of an individual functional assessment; wirelessly obtaining each of the data representative of an individual functional assessment and processing each of the obtained data representative of an individual functional assessment to generate data representative of a functional state of the team.

    Abstract translation: 公开了一种用于提供团队级度量数据的方法和系统,所述方法包括为团队的每个成员收集源自多个传感器的传感器数据,并且本地处理所收集的传感器数据以提供表示个体功能评估的数据 ; 无线地获得代表单个功能评估的每个数据,并且处理代表各个功能评估的所获得的每个数据,以产生表示团队的功能状态的数据。

    METHOD AND SYSTEM FOR ESTIMATING A TOPOLOGY OF A NETWORK AND ITS USE IN A MOBILE AD HOC RADIO NETWORK
    29.
    发明申请
    METHOD AND SYSTEM FOR ESTIMATING A TOPOLOGY OF A NETWORK AND ITS USE IN A MOBILE AD HOC RADIO NETWORK 审中-公开
    估计网络拓扑的方法和系统及其在移动广播无线电网络中的使用

    公开(公告)号:US20160316377A1

    公开(公告)日:2016-10-27

    申请号:US15105261

    申请日:2014-12-12

    CPC classification number: H04W16/18 H04L41/12 H04W64/003

    Abstract: A method for estimating a radio network topology at a given node of a plurality of nodes, defining a radio network, located in a deployment zone. The method includes obtaining a position of the given node and at least one other node from the plurality of nodes; obtaining elevation data in the deployment zone; for each two given nodes selected from the given node and the at least one node from the plurality of nodes, computing a total radio path loss estimate between the two given nodes using part of the elevation data; comparing the computed total radio path loss estimate and a corresponding maximum permissible path loss value between the two given nodes to determine if a given radio link between the two given nodes is possible; storing an indication of the radio link possibility; and generating the estimated radio network topology using the stored indications.

    Abstract translation: 一种在多个节点的给定节点估计无线电网络拓扑的方法,其定义位于部署区域中的无线电网络。 该方法包括从多个节点获取给定节点和至少一个其他节点的位置; 在部署区域获取高程数据; 对于从给定节点和来自多个节点的至少一个节点选择的每两个给定节点,使用部分高程数据计算两个给定节点之间的总无线电路径损耗估计; 将所计算的总无线电路径损耗估计与两个给定节点之间的对应最大允许路径损耗值进行比较,以确定两个给定节点之间的给定无线电链路是否可能; 存储无线电链路可能性的指示; 以及使用所存储的指示生成估计的无线电网络拓扑。

    Powerless vehicle movement detector
    30.
    发明授权
    Powerless vehicle movement detector 有权
    无电动车辆检测器

    公开(公告)号:US09470706B2

    公开(公告)日:2016-10-18

    申请号:US14085736

    申请日:2013-11-20

    Abstract: An apparatus that determines that a vehicle has moved comprises a shaft member, a pin configured to attach the shaft member to a backing plate via an opening in the shaft member that enables the shaft member to move in a direction along the length of the shaft member, to rotate about the pin, and to contact a surface external to the vehicle when the shaft member is in a first position. The apparatus also comprises a first alignment magnet that attracts the shaft member to the surface external to the vehicle and a first sensor that determines that the shaft member is in the first position. The apparatus further comprises a first holding magnet, a second holding magnet, and at least one sensor that indicates that the shaft member is in contact with the first holding magnet or the second holding magnet, each indicating a direction of movement.

    Abstract translation: 确定车辆移动的装置包括轴构件,销构造成通过轴构件中的开口将轴构件附接到背板,使得轴构件能够沿着轴构件的长度方向移动 当所述轴构件处于第一位置时,围绕所述销旋转并且接触所述车辆外部的表面。 该装置还包括将轴构件吸引到车辆外部的表面的第一对准磁体和确定轴构件处于第一位置的第一传感器。 该装置还包括第一保持磁体,第二保持磁体和至少一个传感器,其指示轴构件与第一保持磁体或第二保持磁体接触,每个传感器指示运动方向。

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