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公开(公告)号:EP4439211A1
公开(公告)日:2024-10-02
申请号:EP24167298.9
申请日:2024-03-28
申请人: The Boeing Company
发明人: SHAHAN, David Williamson , SUNDARESWARA, Rashmi , STEWART, Tiffany Allison , YABANSU, Yuksel Can , BAUER, Andrew L. , LANPHERE GROSS, Gwen Marie
IPC分类号: G05B19/418 , B29C70/54 , G05B13/02 , G05B13/04
CPC分类号: G05B19/41875 , B29C70/54 , G05B13/0265 , G05B13/04 , G05B2219/3217720130101 , G05B2219/3218720130101 , G05B2219/3219420130101
摘要: A method, apparatus, system, and computer program product for predicting a number of characteristics of an unconsolidated composite material. Sensor data is received in real time from a composite material manufacturing system during manufacturing of an unconsolidated composite material. Initial predictions are generated for a number of characteristics of the unconsolidated composite material in a completed form in real time during manufacturing of the unconsolidated composite material in the composite material manufacturing system using a number of physics-based models and a number of machine learning models trained using data. A final prediction is determined in real time for the number of characteristics based on the initial predictions.
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公开(公告)号:EP3660751A1
公开(公告)日:2020-06-03
申请号:EP19210309.1
申请日:2019-11-20
申请人: The Boeing Company
摘要: A method includes receiving input data including a plurality of feature vectors and labeling each feature vector based on a temporal proximity of the feature vector to occurrence of a fault. Feature vectors that are within a threshold temporal proximity to the occurrence of the fault are labeled with a first label value and other feature vectors are labeled with a second label value. The method includes determining, for each feature vector of a subset, a probability that the label associated with the feature vector is correct. The subset includes feature vectors having labels that indicate the first label value. The method includes reassigning labels of one or more feature vectors of the subset having a probability that fails to satisfy a probability threshold and, after reassigning the labels, training an aircraft fault prediction classifier using supervised training data including the plurality of feature vectors and the labels.
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公开(公告)号:EP3460611A1
公开(公告)日:2019-03-27
申请号:EP18194089.1
申请日:2018-09-12
申请人: The Boeing Company
IPC分类号: G05B23/02
摘要: An aircraft fault detection system (110) including at least one aircraft data logging device (120) configured to capture parametric flight data (111) from at least one aircraft subsystem (101), and an aircraft controller (121) coupled to the data logging device (120). The controller (121) being configured to group the parametric flight data (111) from the at least one aircraft subsystem (101) into a plurality of test states (125), one or more of the test states (125A-125n) being different from other test states (125A-125n) in the plurality of states (125), generate at least one test transition matrix (126) based on the plurality of test states (125) and determine anomalous behavior of the at least one aircraft subsystem (101) based on the at least one test transition matrix (126), and forecast faults (127) within the at least one aircraft subsystem (101) based on the anomalous behavior of the at least one aircraft subsystem (101) determined from the at least one test transition matrix (126).
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公开(公告)号:EP4450265A1
公开(公告)日:2024-10-23
申请号:EP24167279.9
申请日:2024-03-28
申请人: The Boeing Company
发明人: SHAHAN, David Williamson , SUNDARESWARA, Rashmi , STEWART, Tiffany Allison , MOTT, Russell Patrick , BAUER, Andrew L. , LANPHERE GROSS, Gwen Marie
IPC分类号: B29C70/38 , G05B19/418 , G06T7/00
摘要: A method, apparatus, system, and computer program product for detecting inconsistencies in an unconsolidated composite material (3005, 3021). Fiber inconsistencies (3002) are detected (3700) in sections (3030) of the fibers (3003, 3111, 3201, 3505) input into a composite material manufacturing system (3023) in real time during operation of the composite material manufacturing system (3023). Material inconsistencies (3004) are detected (3702) in the unconsolidated composite material (3005, 3121) in real time as the unconsolidated composite material (3005, 3121) is being manufactured by the composite material manufacturing system (3023) using the fibers (3003, 3111, 3201, 3505). A determination (3704) is made as to whether the material inconsistencies are present in a number of the sections (3030) in which the fiber inconsistencies are detected in real time as the unconsolidated composite material is being manufactured by the composite material manufacturing system. The fiber inconsistencies in the number of the sections in which the fibers with fiber inconsistencies resulted in the material inconsistencies in the number of the sections in the unconsolidated composite material are tracked (3706).
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