A Multiagent Mission Coordination System for Continuous Situational Awareness of Bushfires

被引:11
|
作者
Zadeh, Reza Bairam [1 ]
Zaslavsky, Arkady [1 ]
Loke, Seng W. [1 ]
MahmoudZadeh, Somaiyeh [1 ]
机构
[1] Deakin Univ, Sch Informat Technol, Geelong, Vic 3220, Australia
关键词
Computer architecture; Monitoring; Batteries; Forestry; Uncertainty; Synchronization; Microprocessors; UAVs; multi-agent; collaborative operation; communication; extended coverage; bushfire; CLASSIFICATION;
D O I
10.1109/TASE.2022.3183233
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper devises a multi-agent Mission Coordinating Architecture (MCA) to achieve continuous situational awareness (SA) in bushfires, which can help with quick detection and accurate response to the hazards. In this paper, we use Unmanned Aerial Vehicles (UAVs) as instantiations of physical agents. MCA is a scalable architecture and aims to provide the UAVs with parallel mission plans, adopting a fire spread probability map and the Fuzzy C-means method to avoid mission overlap and duplicate information. The architecture is then enhanced by integrating a synchronized communication framework to facilitate UAVs' adaptive cooperation and total flight time optimization. Furthermore, integrating the communication framework minimizes the number of deployed UAVs to fully cover the same area, saving considerable cost and energy compared to the Parallel Mode. The scalability challenge of the Parallel Mode, determining the required number of UAVs to cover the entire area, and the efficiency of the mission planning algorithm are thoroughly investigated and compared to the performance of the Communication Mode. Finally, the simulation results prove the MCA's effectiveness in enhancing the UAVs' exploration capability, resulting in comprehensive monitoring of all affected areas. Note to Practitioners-The proposed architecture in this research could offer flexibility to increase the number of UAVs on demand without requiring a change and adjustment of the parameters. Furthermore, a synchronized communication framework enhances MCA, enabling all UAVs to share their resources and exploit residual battery time to assist each other, manage the overall operation time, and reduce the total operation cost.
引用
收藏
页码:1275 / 1291
页数:17
相关论文
共 50 条
  • [1] A Novel Metric of Continuous Situational Awareness Monitoring (CSAM) for Multi-telepresence Coordination System
    Kanyok, Nathan
    Shaker, Alfred
    Kim, Jong-Hoon
    INTELLIGENT HUMAN COMPUTER INTERACTION, IHCI 2021, 2022, 13184 : 520 - 533
  • [2] Mission Cyber Situational Awareness Operations
    Onwubiko, Cyril
    2016 INTERNATIONAL CONFERENCE ON CYBER SITUATIONAL AWARENESS, DATA ANALYTICS AND ASSESSMENT (CYBERSA), 2016,
  • [3] Mission-level Space Situational Awareness
    LaVallee, David
    Fix, Samuel
    Edell, David
    2015 IEEE AEROSPACE CONFERENCE, 2015,
  • [4] Examination of the influence of the integrated mission management system on the pilot's situational awareness
    Drupka, Grzegorz
    Grzybowski, Piotr
    Szczerba, Piotr
    Bichajlo, Leslaw
    AIRCRAFT ENGINEERING AND AEROSPACE TECHNOLOGY, 2025, 97 (01): : 52 - 69
  • [5] Mission based situational awareness sensor management and information fusion
    El-Fallah, A.
    Zatezalo, A.
    Mahler, R.
    Alford, M.
    SIGNAL PROCESSING, SENSOR FUSION, AND TARGET RECOGNITION XVI, 2007, 6567
  • [6] The Argus Mission: Detecting Thruster Plumes for Space Situational Awareness
    Swartwout, Michael A.
    Jayaram, Sanjay
    2011 IEEE AEROSPACE CONFERENCE, 2011,
  • [7] Situational Coordination of Continuous Technological Complexes Subsystems
    Ladanyuk, A. P.
    Shumygai, D. A.
    Boiko, R. O.
    JOURNAL OF AUTOMATION AND INFORMATION SCIENCES, 2013, 45 (08) : 68 - 74
  • [8] The POP-DOC Loop: A continuous process for situational awareness and situational action
    Marcus, Leonard J.
    McNulty, Eric J.
    Flynn, Lisa B.
    Henderson, Joseph M.
    Neffenger, Peter, V
    Serino, Richard
    Trenholm, Jacob
    INDUSTRIAL MARKETING MANAGEMENT, 2020, 88 : 272 - 277
  • [9] Situational Awareness System in the Smart Campus
    Yang, Ai-Min
    Li, Shan-Shan
    Ren, Cui-Huan
    Liu, Hui-Xiang
    Han, Yang
    Liu, Lu
    IEEE ACCESS, 2018, 6 : 63976 - 63986
  • [10] Abstraction, coordination, and situational awareness: Implications for use centered design
    Flach, JM
    HUMAN INTERACTION WITH COMPLEX SYSTEMS: CONCEPTUAL PRINCIPLES AND DESIGN PRACTICE, 1996, 372 : 335 - 341