The exploration of impact biomechanics via data mining is investigated in this paper. The issues that are particularly pertinent to the use of data miming technology on biomechanics databases are addressed. These issues include (a) relationship between the manikin tests and human tests; (b) extension from lower impact, non-injurious conditions to high impact, injurious conditions; (c) test data versus simulation data; (d) input-output categorization; (e) input-output abstraction and representation; (f) topics for new knowledge discovery; and (g) user scenarios.Technical treatments and considerations are made on the unique characteristics and requirements involved in the biodynamics data mining. They are (a) mixture of classification and numerical prediction; (b) isolated feature space; (c) multiple dependent variables; (d) high dimensionality; (e) algorithm and parameter selection; and (f) scalable data integration and knowledge discovery. A few numerical experiments in the development of a biodynamics data mining tool are described.


    Access

    Check access

    Check availability in my library

    Order at Subito €


    Export, share and cite



    Title :

    Exploration of Impact Biomechanics Using Data Mining


    Additional title:

    Sae Technical Papers


    Contributors:

    Conference:

    SAE World Congress & Exhibition ; 2008



    Publication date :

    2008-04-14




    Type of media :

    Conference paper


    Type of material :

    Print


    Language :

    English




    Exploration of impact biomechanics using data mining

    Cheng,Z. / Rizer,A.L. / Tang,K. et al. | Automotive engineering | 2008


    Exploration of Impact Biomechanics Using Data Mining

    Cheng, Z. / Rizer, A.L. / Tang, K. et al. | British Library Conference Proceedings | 2008


    2008-01-0532 Exploration of Impact Biomechanics Using Data Mining

    Cheng, Z. / Rizer, A.L. / Tang, K. et al. | British Library Conference Proceedings | 2008


    BIOMECHANICS OF IMPACT INJURY

    Von Gierke, H. E. | NTRS | 1961