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author:

Yang, Pengju (Yang, Pengju.) [1] | Shen, Feng (Shen, Feng.) [2] | Xu, Dingjie (Xu, Dingjie.) [3] | Chen, Bingxing (Chen, Bingxing.) [4] (Scholars:陈炳兴) | Liu, Ronghai (Liu, Ronghai.) [5] | Wang, Hongwu (Wang, Hongwu.) [6]

Indexed by:

Scopus SCIE

Abstract:

The inverse kinematics problem plays a crucial role in robotic manipulator planning, autonomous control, and object grasping. This problem can be solved in simple environments based on existing studies. However, it is still challenging to quickly find a feasible inverse kinematic solution when obstacle avoidance is required. In this paper, we present a nonconvex composite programming method to solve the inverse kinematics problem with overhead obstacle-avoidance requirements. Our method enables efficient obstacle avoidance by directly calculating the minimum distance between the manipulator and the overhead environment. We construct end-effector error functions based on the Product of Exponentials model and explicitly provide their gradient formula. We derive the minimum distance based on the geometry parametric equation and directly utilize it to construct the obstacle avoidance function. We propose an enhanced version of adaptive moment estimation based on shorttime gradient information to improve optimization performance. Finally, we conduct simulations and experiments in overhead line environments. Comparative results with other optimization methods demonstrate that our proposed method achieves a high success rate with a low solution time.

Keyword:

Inverse kinematics Nonconvex programming Obstacle avoidance Robotic manipulator

Community:

  • [ 1 ] [Yang, Pengju]Harbin Inst Technol, Sch Instrumentat Sci & Engn, Harbin 150001, Heilongjiang, Peoples R China
  • [ 2 ] [Shen, Feng]Harbin Inst Technol, Sch Instrumentat Sci & Engn, Harbin 150001, Heilongjiang, Peoples R China
  • [ 3 ] [Xu, Dingjie]Harbin Inst Technol, Sch Instrumentat Sci & Engn, Harbin 150001, Heilongjiang, Peoples R China
  • [ 4 ] [Chen, Bingxing]Fuzhou Univ, Sch Mech Engn & Automat, Fuzhou 350108, Fujian, Peoples R China
  • [ 5 ] [Liu, Ronghai]Yunnan Power Grid Corp, Elect Power Res Inst, Kunming 650000, Yunnan, Peoples R China
  • [ 6 ] [Wang, Hongwu]Yunnan Power Grid Corp, Power Transmiss Branch, Kunming 650000, Yunnan, Peoples R China

Reprint 's Address:

  • [Shen, Feng]Harbin Inst Technol, Sch Instrumentat Sci & Engn, Harbin 150001, Heilongjiang, Peoples R China;;

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Source :

ENGINEERING SCIENCE AND TECHNOLOGY-AN INTERNATIONAL JOURNAL-JESTECH

ISSN: 2215-0986

Year: 2024

Volume: 53

5 . 1 0 0

JCR@2023

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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