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DOI: 10.14569/IJACSA.2021.0120879
PDF

Cyclic Path Planning of Hyper-redundant Manipulator using Whale Optimization Algorithm

Author 1: Affiani Machmudah
Author 2: Setyamartana Parman
Author 3: Aijaz Abbasi
Author 4: Mahmud Iwan Solihin
Author 5: Teh Sabariah Abd Manan
Author 6: Salmia Beddu
Author 7: Amiruddin Ahmad
Author 8: Nadiah Wan Rasdi

International Journal of Advanced Computer Science and Applications(IJACSA), Volume 12 Issue 8, 2021.

  • Abstract and Keywords
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Abstract: This paper develops a path planning algorithm of hyper-redundant manipulators to achieve a cyclic property. The basic idea is based on a geometrical analysis of a 3-link planar series manipulator in which there is an orientation angle boundary of a prescribed path. To achieve the repetitive behavior, for hyper-redundant manipulators consisting of 3-link components, an additional path is chosen in such away so that it is a repetitive curve which has the same curve frequency with the prescribed end-effector path. To solve the redundancy resolution, meta-heuristic optimizations, namely Genetic Algorithm (GA) and Whale Optimization Algorithm (WOA), are applied to search optimal trajectories inside local orientation angle boundaries. Results show that using constant of the local orientation angle trajectories for the 3-link component, the cyclic properties can be achieved. The performance of the WOA shows very promising result where generally it obtains the lowest fitness value as compare with the GA. Depending on the complexity of the path planning, dividing the path into several stages via intermediate points may be necessary to achieve the good posture. The performance of the swarm based meta-heuristic optimization, namely the WOA, shows very promising result where generally it obtains the lowest fitness value as compare with the GA. Using the developed approach, not only the cyclic property is obtained but also the optimal movement of the hyper-redundant manipulator is achieved.

Keywords: Hyper-redundant; path planning; whale optimization algorithm; sustainable manufacturing

Affiani Machmudah, Setyamartana Parman, Aijaz Abbasi, Mahmud Iwan Solihin, Teh Sabariah Abd Manan, Salmia Beddu, Amiruddin Ahmad and Nadiah Wan Rasdi, “Cyclic Path Planning of Hyper-redundant Manipulator using Whale Optimization Algorithm” International Journal of Advanced Computer Science and Applications(IJACSA), 12(8), 2021. http://dx.doi.org/10.14569/IJACSA.2021.0120879

@article{Machmudah2021,
title = {Cyclic Path Planning of Hyper-redundant Manipulator using Whale Optimization Algorithm},
journal = {International Journal of Advanced Computer Science and Applications},
doi = {10.14569/IJACSA.2021.0120879},
url = {http://dx.doi.org/10.14569/IJACSA.2021.0120879},
year = {2021},
publisher = {The Science and Information Organization},
volume = {12},
number = {8},
author = {Affiani Machmudah and Setyamartana Parman and Aijaz Abbasi and Mahmud Iwan Solihin and Teh Sabariah Abd Manan and Salmia Beddu and Amiruddin Ahmad and Nadiah Wan Rasdi}
}



Copyright Statement: This is an open access article licensed under a Creative Commons Attribution 4.0 International License, which permits unrestricted use, distribution, and reproduction in any medium, even commercially as long as the original work is properly cited.

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