Autonomous Multi-UAV Path Planning in Pipe Inspection Missions Based on Booby Behavior

被引:6
作者
Aljalaud, Faten [1 ,2 ]
Kurdi, Heba [1 ,3 ]
Youcef-Toumi, Kamal [3 ]
机构
[1] King Saud Univ, Coll Comp & Informat Sci, Comp Sci Dept, Riyadh 11451, Saudi Arabia
[2] Imam Mohammad Ibn Saud Islamic Univ, Comp Sci Dept, Riyadh 11564, Saudi Arabia
[3] MIT, Mech Engn Dept, Cambridge, MA 02139 USA
关键词
inspection; bio-inspired algorithms; unmanned aerial vehicle; booby; multi-UAV; path planning; pipes; UNMANNED AERIAL VEHICLES; GENETIC ALGORITHM; FORAGING STRATEGY; OPTIMIZATION; COLONY;
D O I
10.3390/math11092092
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
This paper presents a novel path planning heuristic for multi-UAV pipe inspection missions inspired by the booby bird's foraging behavior. The heuristic enables each UAV to find an optimal path that minimizes the detection time of defects in pipe networks while avoiding collisions with obstacles and other UAVs. The proposed method is compared with four existing path planning algorithms adapted for multi-UAV scenarios: ant colony optimization (ACO), particle swarm optimization (PSO), opportunistic coordination, and random schemes. The results show that the booby heuristic outperforms the other algorithms in terms of mean detection time and computational efficiency under different settings of defect complexity and number of UAVs.
引用
收藏
页数:23
相关论文
共 65 条
[1]   Path planning techniques for unmanned aerial vehicles: A review, solutions, and challenges [J].
Aggarwal, Shubhani ;
Kumar, Neeraj .
COMPUTER COMMUNICATIONS, 2020, 149 :270-299
[2]   Recent Advances in Unmanned Aerial Vehicles: A Review [J].
Ahmed, Faiyaz ;
Mohanta, J. C. ;
Keshari, Anupam ;
Yadav, Pankaj Singh .
ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2022, 47 (07) :7963-7984
[3]   Distributed 3-D Path Planning for Multi-UAVs with Full Area Surveillance Based on Particle Swarm Optimization [J].
Ahmed, Nafis ;
Pawase, Chaitali J. ;
Chang, KyungHi .
APPLIED SCIENCES-BASEL, 2021, 11 (08)
[4]   Top of the line corrosion: causes, mechanisms, and mitigation using corrosion inhibitors [J].
Al-Moubaraki, Aisha H. ;
Obot, I. B. .
ARABIAN JOURNAL OF CHEMISTRY, 2021, 14 (05)
[5]  
Anderson L., FIRE SPRINKLER SYSTE
[6]  
[Anonymous], OFF CRAZ TUT
[7]  
[Anonymous], 2015, IARJSET, DOI [DOI 10.17148/IARJSET.2015.2305, 10.17148/IARJSET.2015.2305]
[8]  
[Anonymous], INDOOR DRONE SURVEYS
[9]  
[Anonymous], DAT CRAZ 2 1
[10]  
[Anonymous], AERIAL INSPECTIONS S