Global vs. Local Nonlinear Optimization Techniques for Human-Like Movement of an Anthropomorphic Robot

被引:1
|
作者
Silva, Eliana Costa E. [1 ]
Costa, M. Fernanda [2 ]
Erlhagen, Wolfram [2 ]
Bicho, Estela [3 ]
机构
[1] Polytech Inst Porto, ESTGF, CIICESI, Oporto, Portugal
[2] Univ Minho, Ctr Math, Dept Math & Applicat, P-4719 Braga, Portugal
[3] Univ Minho, Ctr ALGORITMI, Dept Ind Elect, P-4719 Braga, Portugal
关键词
Large scale nonlinear optimization; Ipopt; Nlopt; bimanual human-like movements; anthropomorphic robot;
D O I
10.1063/1.4912424
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper a comparison between using global and local optimization techniques for solving the problem of generating human-like arm and hand movements for an anthropomorphic dual arm robot is made. Although the objective function involved in each optimization problem is convex, there is no evidence that the admissible regions of these problems are convex sets. For the sequence of movements for which the numerical tests were done there were no significant differences between the optimal solutions obtained using the global and the local techniques. This suggests that the optimal solution obtained using the local solver is indeed a global solution.
引用
收藏
页数:4
相关论文
共 42 条
  • [41] A Step Towards Generating Human-Like Walking Gait via Trajectory Optimization through Contact for a Bipedal Robot with One-Sided Springs on Toes
    Chao, Kenneth
    Hur, Pilwon
    2017 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS), 2017, : 4848 - 4853
  • [42] An interval type-2 fuzzy logic controller design method for hydraulic actuators of a human-like robot by using improved drone squadron optimization
    Dong, Haozhen
    Gao, Liang
    Shen, Pi
    Li, Xinyu
    Lu, Yan
    Dai, Wenyan
    INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS, 2019, 16 (06):