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Contributions a la comprehension, a la generalisation et a l'utilisation de la theorie cinematique dans l'analyse et la synthese du mouvement humain.

机译:在对人体运动的分析和综合中对运动学理论的理解,概括和使用做出了贡献。

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摘要

A Kinematic Theory was proposed a few years ago to analyze rapid human movements. The theory is based on a delta-lognormal equation which can be used to globally describe the basic properties of velocity profiles using seven parameters. This realistic model has been of great use to solve pattern recognition problems (signature verification, handwriting analysis and synthesize, etc.). This model has been demonstrated to successfully fit the experimental data of velocity profiles with a minimum reconstruction error in comparison to twenty six other models dealing with motor control. Afterward, the formal mathematical proof of the convergence was published in 2003. However, this theory is only in its startup applications, and there are several aspects which remain to be developed. For example, it has been showed that it is important to made up a robust extractor of delta-lognormal parameters to deal with experimental data. Furthermore, the proportionality relationship hypothesis of the Kinematic Theory was not yet observed in the behaviors of the neuromuscular system.;From the refutability point of view, the hypotheses of any theory must be subjected to experience, and in many applications, it needs hardware and software tools to analyze real data. Furthermore, one theory is more viable when it escapes the experimental refutability and when it describes one physical phenomenon with simple analytical equations. Besides its descriptive behavior capabilities, any theory should have the ability to predict some behaviors that have not been observed yet. Also, one of the best ways to deduct the strongest importance of any model in relation to other ones dealing in the same domain of application is to compare their concepts and search which concepts are the approximation of others.;In case of the Kinematic Theory, the aims of this thesis are to give some answers to these theoretical requirements. Its main chapters contain the following points: (1) Construction and characterization of a delta-lognormal extractor system, (2) Comparison of the delta-lognormal model with some kinematic model, offering an analytical expression of the velocity profile, (3) Design of a non refutability experience using the surface electromyography signals, (4) Generalization of the Kinematic Theory by proposing sigma-lognormal model, (5) Analysis and synthesis of the handwriting stroke variability.;This research is concluded by describing a new perspective of the theory. It deals with neuroscience and proposes the use of a delta-lognormal equation as a representation of an action potential. Once confirmed by fitting experimental data, it is expected that this new prediction of the Kinematic Theory would certainly open new insights in neuroscience research, by using a delta-lognormal model as an analysis and synthesis instrument dealing with neurophysiologal phenomena.;This thesis was led in the same spirit in which had already developed previous works at the Scribens laboratory. These consist in promoting the Kinematic Theory and proposing new insights. The aims of the present thesis consist in giving some answers to questions raised by the scientific community and in suggesting other applications that have not been investigated by the theory yet. The major contributions of this search begins by proposing another formal mathematical proof of convergence of the impulse response of neuromuscular system toward a lognormal function. This leads to an analytical expression of the error of convergence. Furthermore, the proportionality hypothesis leads to one theorem that underlines the autosimilar infinite divisibility property of a lognormal function.
机译:几年前提出了一种运动学理论来分析人类的快速运动。该理论基于增量对数正态方程,该方程可用于使用七个参数全局描述速度曲线的基本属性。该现实模型对于解决模式识别问题(签名验证,手写分析和合成等)非常有用。与其他二十六个涉及电动机控制的模型相比,该模型已被证明能够以最小的重构误差成功拟合速度曲线的实验数据。此后,收敛的正式数学证明于2003年发布。但是,该理论仅在其启动应用程序中,尚有几个方面有待开发。例如,已经表明,重要的是要构建一个强大的delta-lognormal参数提取器来处理实验数据。此外,还没有在神经肌肉系统的行为中观察到运动学理论的比例关系假设。分析真实数据的软件工具。此外,当一种理论摆脱了实验的可辩驳性并使用简单的解析方程描述一种物理现象时,它就更可行。除了具有描述性的行为能力之外,任何理论都应具有预测尚未发现的某些行为的能力。同样,相对于在同一应用领域中进行处理的其他模型,推论任何模型的最重要意义的最佳方法之一是比较它们的概念并搜索哪些概念是其他概念的近似值。本文的目的是为这些理论要求提供一些答案。它的主要章节包括以下几点:(1)δ对数正态提取器系统的构造和特征;(2)δ对数正态模型与某些运动学模型的比较,提供了速度分布的解析表达式;(3)设计使用表面肌电信号的非反驳经验,(4)通过提出sigma-lognormal模型对运动学理论进行概括,(5)笔划笔触变异性的分析和综合。理论。它涉及神经科学并提出使用对数正态方程来表示动作电位。一旦通过拟合实验数据得到证实,就可以预期,这种运动学理论的新预测必将通过使用对数对数正态模型作为处理神经生理学现象的综合工具,为神经科学研究开辟新的见识。以与Scribens实验室以前的工作相同的精神。这些包括促进运动学理论和提出新的见解。本论文的目的在于为科学界提出的问题提供一些答案,并提出该理论尚未研究的其他应用。该搜索的主要贡献是从提出神经肌肉系统对对数正态函数的脉冲响应收敛的另一种形式化数学证明开始的。这导致了收敛误差的解析表达。此外,比例假设导致一个定理,该定理强调了对数正态函数的自相似无限可除性。

著录项

  • 作者

    Djioua, Moussa.;

  • 作者单位

    Ecole Polytechnique, Montreal (Canada).;

  • 授予单位 Ecole Polytechnique, Montreal (Canada).;
  • 学科 Electrical engineering.
  • 学位 Ph.D.
  • 年度 2007
  • 页码 380 p.
  • 总页数 380
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

  • 入库时间 2022-08-17 11:40:21

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