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A method for evaluating the degree of simulation of human body models based on biomechanical limit curves

机译:一种基于生物力学极限曲线的人体模型仿真程度评估方法

摘要

【summary】 A method for improving the accuracy of evaluation of the degree of simulation of a human body model is provided. [Solution] A method for evaluating the simulation degree of a human body model based on a limit value curve of a biomechanical simulation includes: obtaining body type feature information of a human body model, constructing a self-adaptive dimension reduction neural network and a regression neural network, verifying the accuracy of the self-adaptive dimension reduction neural network and the regression neural network, inputting the body type feature information of the human body model into the regression neural network to obtain simulated biomechanical response low-dimensional data, inputting the simulated biomechanical response low-dimensional data into the middle layer of the self-adaptive dimension reduction neural network to perform dimension expansion to obtain simulated biomechanical response high-dimensional data, and further obtaining a biomechanical simulation limit value curve of the human body model, and evaluating the simulation degree of the human body model based on the limit value curve of the biomechanical simulation. This realizes the generation of a corresponding biomechanical simulation limit value curve for a human body model with any known body type information, improves the accuracy of the biomechanical simulation limit value curve, and improves the accuracy of the evaluation of the simulation degree of the human body model. [Selected Figure] Figure 1
机译:【摘要】提出了一种提高人体模型仿真程度评价准确率的方法。[解决方案]一种基于生物力学模拟极限值曲线评估人体模型仿真程度的方法包括:获取人体模型的体型特征信息,构建自适应降维神经网络和回归神经网络,验证自适应降维神经网络和回归神经网络的准确性, 将人体模型的体型特征信息输入回归神经网络,得到模拟的生物力学反应低维数据,将模拟的生物力学反应低维数据输入到自适应降维神经网络的中间层进行维数扩展,得到模拟的生物力学反应高维数据,进而得到人体的生物力学模拟极限值曲线模型,并基于生物力学模拟的极限值曲线评估人体模型的模拟程度。这实现了利用任何已知的体型信息为人体模型生成对应的生物力学模拟极限值曲线,提高了生物力学模拟极限值曲线的精度,提高了对人体模型模拟程度评估的准确度。[选图]图1

著录项

  • 公开/公告号JP7518988B1;JP2024007518988B1;JP7518988B1;JP7518988B

    专利类型

  • 公开/公告日2024-07-18

    原文格式PDF

  • 申请/专利权人 中汽研汽車検験中心(天津)有限公司;

    申请/专利号JP2024077618;JP202400000077618;JP2024077618A;JP20240077618

  • 发明设计人

    申请日2024-05-10

  • 分类号G01M7/08;

  • 国家

  • 入库时间 2024-12-26 18:11:50

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