ROBOT PATH PLANNING WITH A HYBRID ARITHMETIC OPTIMIZATION ALGORITHM
被引:0
作者:
Song, Qiang
论文数: 0引用数: 0
h-index: 0
机构:
Zhaoqing Univ, Dept Comp Sci & Software Engn, Zhaoqing, Peoples R ChinaZhaoqing Univ, Dept Comp Sci & Software Engn, Zhaoqing, Peoples R China
Song, Qiang
[1
]
机构:
[1] Zhaoqing Univ, Dept Comp Sci & Software Engn, Zhaoqing, Peoples R China
来源:
UNIVERSITY POLITEHNICA OF BUCHAREST SCIENTIFIC BULLETIN SERIES C-ELECTRICAL ENGINEERING AND COMPUTER SCIENCE
|
2024年
/
86卷
/
03期
关键词:
robot path planning;
optimization;
arithmetic optimization algorithm;
chaos;
levy flight;
D O I:
暂无
中图分类号:
TM [电工技术];
TN [电子技术、通信技术];
学科分类号:
0808 ;
0809 ;
摘要:
To address the premature convergence and search stagnation of arithmetic optimization algorithm (AOA), the paper proposes a hybrid arithmetic optimization algorithm (HAOA) and applies it to the practical robot path planning (RPP) problem. In initialization phase, the chaotic mechanism is used to create high-quality individuals. In evolution phase, the stochastic disturbance method is applied to enhance the exchange of information between different individuals. The solution space information around the candidate solution was integrated by Levy flight to enhance gene diversity and enhance search performance. In order to better solver the RPP problem, the Spline interpolation method is adapted to the HAOA algorithm for path optimization, so as to smooth the path curve and ensure the planning accuracy. Finally, numeric experiments of benchmark functions and RPP instances verify HAOA's excellent performance in accuracy and robustness. This research shows arithmetic optimization algorithm can quickly find the global optimal solution, and has fast convergence speed and accuracy.
机构:
Amman Arab Univ, Fac Comp Sci & Informat, Amman 11953, JordanAmman Arab Univ, Fac Comp Sci & Informat, Amman 11953, Jordan
Abualigah, Laith
Diabat, Ali
论文数: 0引用数: 0
h-index: 0
机构:
New York Univ Abu Dhabi, Div Engn, Abu Dhabi 129188, U Arab Emirates
NYU, Tandon Sch Engn, Dept Civil & Urban Engn, Brooklyn, NY 11201 USAAmman Arab Univ, Fac Comp Sci & Informat, Amman 11953, Jordan
Diabat, Ali
Mirjalili, Seyedali
论文数: 0引用数: 0
h-index: 0
机构:
Torrens Univ Australia, Ctr Artificial Intelligence Res & Optimisat, Brisbane, Qld, Australia
Yonsei Univ, YFL Yonsei Frontier Lab, Seoul, South KoreaAmman Arab Univ, Fac Comp Sci & Informat, Amman 11953, Jordan
Mirjalili, Seyedali
Elaziz, Mohamed Abd
论文数: 0引用数: 0
h-index: 0
机构:
Zagazig Univ, Dept Math, Fac Sci, Zagazig, Egypt
Wuhan Univ Technol, Sch Comp Sci & Technol, Wuhan, Peoples R ChinaAmman Arab Univ, Fac Comp Sci & Informat, Amman 11953, Jordan
Elaziz, Mohamed Abd
Gandomi, Amir H.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Technol Sydney, Fac Engn & Informat Technol, Ultimo, NSW 2007, AustraliaAmman Arab Univ, Fac Comp Sci & Informat, Amman 11953, Jordan
机构:
Nanjing Univ Posts & Telecommun, Inst Adv Technol, Nanjing 210023, Jiangsu, Peoples R ChinaNanjing Univ Posts & Telecommun, Inst Adv Technol, Nanjing 210023, Jiangsu, Peoples R China
Gao, Hao
Shi, Yujiao
论文数: 0引用数: 0
h-index: 0
机构:
Nanjing Univ Posts & Telecommun, Inst Adv Technol, Nanjing 210023, Jiangsu, Peoples R ChinaNanjing Univ Posts & Telecommun, Inst Adv Technol, Nanjing 210023, Jiangsu, Peoples R China
Shi, Yujiao
Pun, Chi-Man
论文数: 0引用数: 0
h-index: 0
机构:
Univ Macau, Dept Comp & Informat Sci, Taipa 999078, Macao, Peoples R ChinaNanjing Univ Posts & Telecommun, Inst Adv Technol, Nanjing 210023, Jiangsu, Peoples R China
Pun, Chi-Man
Kwong, Sam
论文数: 0引用数: 0
h-index: 0
机构:
City Univ Hong Kong, Dept Comp Sci, Hong Kong 999077, Peoples R ChinaNanjing Univ Posts & Telecommun, Inst Adv Technol, Nanjing 210023, Jiangsu, Peoples R China
机构:
Amman Arab Univ, Fac Comp Sci & Informat, Amman 11953, JordanAmman Arab Univ, Fac Comp Sci & Informat, Amman 11953, Jordan
Abualigah, Laith
Diabat, Ali
论文数: 0引用数: 0
h-index: 0
机构:
New York Univ Abu Dhabi, Div Engn, Abu Dhabi 129188, U Arab Emirates
NYU, Tandon Sch Engn, Dept Civil & Urban Engn, Brooklyn, NY 11201 USAAmman Arab Univ, Fac Comp Sci & Informat, Amman 11953, Jordan
Diabat, Ali
Mirjalili, Seyedali
论文数: 0引用数: 0
h-index: 0
机构:
Torrens Univ Australia, Ctr Artificial Intelligence Res & Optimisat, Brisbane, Qld, Australia
Yonsei Univ, YFL Yonsei Frontier Lab, Seoul, South KoreaAmman Arab Univ, Fac Comp Sci & Informat, Amman 11953, Jordan
Mirjalili, Seyedali
Elaziz, Mohamed Abd
论文数: 0引用数: 0
h-index: 0
机构:
Zagazig Univ, Dept Math, Fac Sci, Zagazig, Egypt
Wuhan Univ Technol, Sch Comp Sci & Technol, Wuhan, Peoples R ChinaAmman Arab Univ, Fac Comp Sci & Informat, Amman 11953, Jordan
Elaziz, Mohamed Abd
Gandomi, Amir H.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Technol Sydney, Fac Engn & Informat Technol, Ultimo, NSW 2007, AustraliaAmman Arab Univ, Fac Comp Sci & Informat, Amman 11953, Jordan
机构:
Nanjing Univ Posts & Telecommun, Inst Adv Technol, Nanjing 210023, Jiangsu, Peoples R ChinaNanjing Univ Posts & Telecommun, Inst Adv Technol, Nanjing 210023, Jiangsu, Peoples R China
Gao, Hao
Shi, Yujiao
论文数: 0引用数: 0
h-index: 0
机构:
Nanjing Univ Posts & Telecommun, Inst Adv Technol, Nanjing 210023, Jiangsu, Peoples R ChinaNanjing Univ Posts & Telecommun, Inst Adv Technol, Nanjing 210023, Jiangsu, Peoples R China
Shi, Yujiao
Pun, Chi-Man
论文数: 0引用数: 0
h-index: 0
机构:
Univ Macau, Dept Comp & Informat Sci, Taipa 999078, Macao, Peoples R ChinaNanjing Univ Posts & Telecommun, Inst Adv Technol, Nanjing 210023, Jiangsu, Peoples R China
Pun, Chi-Man
Kwong, Sam
论文数: 0引用数: 0
h-index: 0
机构:
City Univ Hong Kong, Dept Comp Sci, Hong Kong 999077, Peoples R ChinaNanjing Univ Posts & Telecommun, Inst Adv Technol, Nanjing 210023, Jiangsu, Peoples R China