skip to main content
10.1145/3029610.3029625acmotherconferencesArticle/Chapter ViewAbstractPublication PagesiccmaConference Proceedingsconference-collections
research-article

Chaos Generation for Multi-Robot 3D-Volume Coverage Maximization

Published: 07 December 2016 Publication History

Abstract

The utilization of Multi-Robot Systems (MRS) is increasingly touching different aspects. The problem of 3D-Volume coverage is one of the most important problems addressed by teams of MRS, as it is useful in applications such as explorations as well as search and rescue. On another hand, chaos theory is widely used for different applications in multiple disciplines. In this study, we utilize the chaos generation concept in order to produce the paths to be followed by a team of Unmanned Aerial Vehicles (UAVs) to maximize their 3D-volume coverage capacity. Three approaches are investigated; Arnold Equation (AE), Constrained AE and Chaotic Target Points Sorting (CTPS). Simulation results reflected that the CTPS approach outperformed the other two, and a team of 5 UAVs implementing the CTPS concept was able to cover 88% of the target volume. Further investigations include balancing the loading between the UAVs for better energy consumption.

References

[1]
Fahlstrom, P., & Gleason, T. (2012). Introduction to UAV systems. John Wiley & Sons. Ding, W. and Marchionini, G. 1997. A Study on Video Browsing Strategies. Technical Report. University of Maryland at College Park.
[2]
Curiac, Daniel-Ioan, and Constantin Volosencu. "Path Planning Algorithm based on Arnold Cat Map for Surveillance UAVs." Defence Science Journal 65.6 (2015): 483--488.
[3]
Geder, Jason, Ravi Ramamurti, and Kamal Viswanath. "Simulation of a Flapping Wing UAV using a Coupled CFD-Control Tool." 33rd AIAA Applied Aerodynamics Conference. 2015. Sannella, M. J. 1994. Constraint Satisfaction and Debugging for Interactive User Interfaces. Doctoral Thesis. UMI Order Number: UMI Order No. GAX95-09398., University of Washington.
[4]
Hajiyev, Chingiz, Halil Ersin Soken, and Sıtkı Yenal Vural. "Introduction to Unmanned Aerial Vehicles." State Estimation and Control for Low-cost Unmanned Aerial Vehicles. Springer International Publishing, 2015. 1--7.
[5]
Nex, Francesco, and Fabio Remondino. "UAV for 3D mapping applications: a review." Applied Geomatics 6.1 (2014): 1--15.
[6]
Logan, Michael J., Louis Glaab, and Timothy Craig. "Use of a Small Unmanned Aircraft System for autonomous fire spotting at the Great Dismal Swamp." AIAA Infotech@ Aerospace. 2016. 1004.
[7]
Qin, Hailong, et al. "Design and implementation of an unmanned aerial vehicle for autonomous firefighting missions." 2016 12th IEEE International Conference on Control and Automation (ICCA). IEEE, 2016.
[8]
Dornhege, Christian, et al. "Multirobot Coverage Search in Three Dimensions." Journal of Field Robotics 33.4 (2016): 537--558.
[9]
Azar, Ahmad Taher, and Sundarapandian Vaidyanathan, eds. Advances in Chaos Theory and Intelligent Control. Vol. 337. Springer, 2016.
[10]
Strogatz, Steven H. Nonlinear dynamics and chaos: with applications to physics, biology, chemistry, and engineering. Westview press, 2014.
[11]
Galceran, Enric, and Marc Carreras. "A survey on coverage path planning for robotics." Robotics and Autonomous Systems 61.12 (2013): 1258--1276.
[12]
Ann, Sungjun, Youdan Kim, and Jaemyung Ahn. "Area Allocation Algorithm for Multiple UAVs Area Coverage Based on Clustering and Graph Method."IFAC-PapersOnLine 48.9 (2015): 204--209.
[13]
Avellar, Gustavo SC, et al. "Multi-UAV Routing for Area Coverage and Remote Sensing with Minimum Time." Sensors 15.11 (2015): 27783--27803.
[14]
Yao, Peng, Honglun Wang, and Zikang Su. "UAV feasible path planning based on disturbed fluid and trajectory propagation." Chinese Journal of Aeronautics 28.4 (2015): 1163--1177.
[15]
Trujillo, Marcela Mera, et al. "Optimized flight path for 3D mapping of an area with structures using a multirotor." 2016 International Conference on Unmanned Aircraft Systems (ICUAS). IEEE, 2016.
[16]
Brust, Matthias R., and Damla Turgut. "VBCA: A virtual forces clustering algorithm for autonomous aerial drone systems." 2016 Annual IEEE Systems Conference (SysCon). IEEE, 2016.
[17]
Granna, Josephine, et al. "A 3-D Volume Coverage Path Planning Algorithm With Application to Intracerebral Hemorrhage Evacuation." IEEE Robotics and Automation Letters 1.2 (2016): 876--883.
[18]
Zang, Xizhe, et al. "Applications of Chaotic Dynamics in Robotics."International Journal of Advanced Robotic Systems 13 (2016).

Cited By

View all
  • (2023)Survey on Path Planning for UAVs in Healthcare MissionsJournal of Medical Systems10.1007/s10916-023-01972-x47:1Online publication date: 27-Jul-2023
  • (2021)Chaotic Path Planning for 3D Area Coverage Using a Pseudo-Random Bit Generator from a 1D Chaotic MapMathematics10.3390/math91518219:15(1821)Online publication date: 2-Aug-2021
  • (2021)Area Surveillance Using a UAV with Mounted Chaotic Camera2021 International Conference on Unmanned Aircraft Systems (ICUAS)10.1109/ICUAS51884.2021.9476856(53-62)Online publication date: 15-Jun-2021
  • Show More Cited By

Recommendations

Comments

Information & Contributors

Information

Published In

cover image ACM Other conferences
ICCMA '16: Proceedings of the 4th International Conference on Control, Mechatronics and Automation
December 2016
195 pages
ISBN:9781450352130
DOI:10.1145/3029610
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than the author(s) must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected].

Publisher

Association for Computing Machinery

New York, NY, United States

Publication History

Published: 07 December 2016

Permissions

Request permissions for this article.

Check for updates

Author Tags

  1. Chaos generation
  2. UAV
  3. path generation
  4. volume coverage

Qualifiers

  • Research-article
  • Research
  • Refereed limited

Conference

ICCMA '16

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)5
  • Downloads (Last 6 weeks)0
Reflects downloads up to 08 Mar 2025

Other Metrics

Citations

Cited By

View all
  • (2023)Survey on Path Planning for UAVs in Healthcare MissionsJournal of Medical Systems10.1007/s10916-023-01972-x47:1Online publication date: 27-Jul-2023
  • (2021)Chaotic Path Planning for 3D Area Coverage Using a Pseudo-Random Bit Generator from a 1D Chaotic MapMathematics10.3390/math91518219:15(1821)Online publication date: 2-Aug-2021
  • (2021)Area Surveillance Using a UAV with Mounted Chaotic Camera2021 International Conference on Unmanned Aircraft Systems (ICUAS)10.1109/ICUAS51884.2021.9476856(53-62)Online publication date: 15-Jun-2021
  • (2020)A Chaotic Path Planning Method for 3D Area Coverage Using Modified Logistic Map and a Modulo Tactic2020 International Conference on Unmanned Aircraft Systems (ICUAS)10.1109/ICUAS48674.2020.9213954(220-227)Online publication date: Sep-2020
  • (2020)Chaotic Motion Control of a Mobile Robot Using a Memory Technique2020 24th International Conference on System Theory, Control and Computing (ICSTCC)10.1109/ICSTCC50638.2020.9259721(506-511)Online publication date: 8-Oct-2020
  • (2012)Design of a Multi-System Chaotic Path Planner for an Autonomous Mobile RobotNew Perspectives on Nonlinear Dynamics and Complexity10.1007/978-3-030-97328-5_7(105-125)Online publication date: 24-Feb-2012

View Options

Login options

View options

PDF

View or Download as a PDF file.

PDF

eReader

View online with eReader.

eReader

Figures

Tables

Media

Share

Share

Share this Publication link

Share on social media