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    X-DoF: Automatic Degree-of-Freedom Subset Selection for Inverse Blocked Force Characterization

    Source: Journal of Vibration and Acoustics:;2024:;volume( 147 ):;issue: 001::page 11002-1
    Author:
    Bofinger, Philipp E.
    ,
    Boelens, Jelle
    ,
    Klaassen, Steven W. B.
    ,
    de Klerk, Dennis
    DOI: 10.1115/1.4067081
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: Selecting the proper set of degrees-of-freedom (DoFs) is essential in inverse blocked force calculation. Including too many degrees-of-freedom in the computation can lead to overfitting, resulting in inaccurate force estimations and poor prediction quality. The discrepancy arises from errors within the dataset, such as measurement noise or other artifacts. This article presents a solution to the overfitting problem, introducing the X-DoF procedure to automatically identify the relevant subset of blocked force degrees-of-freedom. Its effectiveness is showed through numerical and experimental validation and compared against regularization techniques.
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      X-DoF: Automatic Degree-of-Freedom Subset Selection for Inverse Blocked Force Characterization

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    http://yetl.yabesh.ir/yetl1/handle/yetl/4306273
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    contributor authorBofinger, Philipp E.
    contributor authorBoelens, Jelle
    contributor authorKlaassen, Steven W. B.
    contributor authorde Klerk, Dennis
    date accessioned2025-04-21T10:28:33Z
    date available2025-04-21T10:28:33Z
    date copyright11/26/2024 12:00:00 AM
    date issued2024
    identifier issn1048-9002
    identifier othervib_147_1_011002.pdf
    identifier urihttp://yetl.yabesh.ir/yetl1/handle/yetl/4306273
    description abstractSelecting the proper set of degrees-of-freedom (DoFs) is essential in inverse blocked force calculation. Including too many degrees-of-freedom in the computation can lead to overfitting, resulting in inaccurate force estimations and poor prediction quality. The discrepancy arises from errors within the dataset, such as measurement noise or other artifacts. This article presents a solution to the overfitting problem, introducing the X-DoF procedure to automatically identify the relevant subset of blocked force degrees-of-freedom. Its effectiveness is showed through numerical and experimental validation and compared against regularization techniques.
    publisherThe American Society of Mechanical Engineers (ASME)
    titleX-DoF: Automatic Degree-of-Freedom Subset Selection for Inverse Blocked Force Characterization
    typeJournal Paper
    journal volume147
    journal issue1
    journal titleJournal of Vibration and Acoustics
    identifier doi10.1115/1.4067081
    journal fristpage11002-1
    journal lastpage11002-10
    page10
    treeJournal of Vibration and Acoustics:;2024:;volume( 147 ):;issue: 001
    contenttypeFulltext
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    DSpace software copyright © 2002-2015  DuraSpace
    نرم افزار کتابخانه دیجیتال "دی اسپیس" فارسی شده توسط یابش برای کتابخانه های ایرانی | تماس با یابش
    yabeshDSpacePersian