Human Motion Synthesis Using Trigonometric Splines

被引:1
|
作者
Zhakatayev, Altay [1 ]
Avazov, Nurilla [2 ]
Rogovchenko, Yuriy [3 ]
Patzold, Matthias [2 ]
机构
[1] Univ Agder, Dept ICT, N-4604 Kristiansand, Norway
[2] Univ Agder, Dept ICT, N-4879 Grimstad, Norway
[3] Univ Agder, Dept Math, N-4604 Kristiansand, Norway
关键词
Splines (mathematics); Optimization; Mathematical models; Dynamics; Biological system modeling; Computational modeling; Legged locomotion; Human motion synthesis; nonlinear programming problem; trigonometric splines; trajectory optimization; OPTIMIZATION;
D O I
10.1109/ACCESS.2023.3244062
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this work, we present a simple framework to synthesize human motion. Our main goal is to propose a methodology tailored for inexperienced users to initiate their research in human motion simulation and human motion trajectory optimization. The novelties of the work include the following. First, trigonometric splines are used instead of traditional B-splines to discretize the generalized coordinates and velocities. Second, useful identities for trigonometric splines are derived. Third, this work is intended to be an example, so that even non-skilled users, such as undergraduate students, can perform human motion analysis using a high-level programming language such as MATLAB. Four simulations of human motion are generated: walking, sitting and standing, side-step, and jump. The results of the walking simulation are validated by experiments. Simulation and experimental results are presented and discussed.
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页码:14293 / 14308
页数:16
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