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
  • [21] Robot Motion Planning with Human-Like Motion Patterns based on Human Arm Movement Primitive Chains
    Gong, Shiqiu
    Zhao, Jing
    Xie, Biyun
    2021 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA 2021), 2021, : 8373 - 8379
  • [22] Diversity vs. Recognizability: Human-like generalization in one-shot generative models
    Boutin, Victor
    Singhal, Lakshya
    Thomas, Xavier
    Serre, Thomas
    ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 35 (NEURIPS 2022), 2022,
  • [23] The power of head tilts: gender and cultural differences of perceived human vs human-like robot smile in service
    Yu, Chung-En
    Ngan, Henrique F. Boyol
    TOURISM REVIEW, 2019, 74 (03) : 428 - 442
  • [24] Local vs. Global Optimization for Optical Line System Control in Disaggregated Networks
    Borraccini, Giacomo
    D'Amico, Andrea
    Straullu, Stefano
    Aquilino, Francesco
    Piciaccia, Stefano
    Tanzi, Alberto
    Galimberti, Gabriele
    Curri, Vittorio
    2023 INTERNATIONAL CONFERENCE ON OPTICAL NETWORK DESIGN AND MODELING, ONDM, 2023,
  • [25] The role of psychological distance and construal level in explaining the effectiveness of human-like vs. cartoon-like virtual influencers
    Franke, Claudia
    Groeppel-Klein, Andrea
    JOURNAL OF BUSINESS RESEARCH, 2024, 185
  • [26] HCNN: A Neural Network Model for Combining Local and Global Features Towards Human-Like Classification
    Zhang, Tielin
    Zeng, Yi
    Xu, Bo
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2016, 30 (01)
  • [27] Local Reactive Robot Navigation: a Comparison between Reciprocal Velocity Obstacle Variants and Human-Like Behavior
    Guzzi, Jerome
    Giusti, Alessandro
    Gambardella, Luca M.
    Di Caro, Gianni A.
    2013 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS), 2013, : 2622 - 2629
  • [28] Global vs. local model checking: A comparison of verification techniques for infinite state systems
    Schuele, T
    Schneider, K
    PROCEEDINGS OF THE SECOND INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING AND FORMAL METHODS, 2004, : 67 - 76
  • [29] Nonlinear Optimization for Human-like Synchronous Movements of a Dual Arm-hand Robotic System
    Gulletta, G.
    Araujo, S. M.
    Costa E Silva, E.
    Costa, M. F.
    Erlhagen, W.
    Bicho, E.
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE OF NUMERICAL ANALYSIS AND APPLIED MATHEMATICS 2014 (ICNAAM-2014), 2015, 1648
  • [30] Human-Like Trajectory Planning Based on Postural Synergistic Kernelized Movement Primitives for Robot-Assisted Rehabilitation
    Liu, Zemin
    Ai, Qingsong
    Liu, Haojie
    Meng, Wei
    Liu, Quan
    IEEE TRANSACTIONS ON HUMAN-MACHINE SYSTEMS, 2024, 54 (02) : 152 - 161