A Data Collection Decision-Making Framework for a Multi-Tier Collaboration of Heterogeneous Orbital, Aerial and Ground Craft

被引:0
|
作者
Straub, Jeremy [1 ]
机构
[1] Univ N Dakota, Dept Comp Sci, Grand Forks, ND 58202 USA
关键词
autonomous control; decision making; multi-tier; heterogeneous robots;
D O I
10.1117/12.2019115
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
An algorithm for the autonomous identification of and tasking to collect additional data required to complete a goal is presented. This assertion-form goal is decomposed autonomously into an initial set of data collection tasks. Once these are completed, information gaps may exist or new information collection requirements may be identified. A utility-maximization, cost-minimization metric is applied to ascertain what data collection tasks craft should be assigned. This decision making process is performed at each level of the hierarchy, decomposing large-scale needs into progressively smaller assignments. The utility of this control approach is assessed for persistent surveillance and planetary science applications.
引用
收藏
页数:8
相关论文
共 18 条
  • [1] Adaptive Decision-Making Framework for Federated Learning Tasks in Multi-Tier Computing
    Lei, Wenxin
    Wang, Sijing
    Zhang, Ning
    Wen, Hong
    Hou, Wenjing
    Lin, Haojie
    Han, Zhu
    [J]. IEEE INFOCOM 2022 - IEEE CONFERENCE ON COMPUTER COMMUNICATIONS WORKSHOPS (INFOCOM WKSHPS), 2022,
  • [2] Command of a multi-tier robotic network with local decision-making capabilities
    Straub, Jeremy
    [J]. INTERNATIONAL JOURNAL OF SPACE SCIENCE AND ENGINEERING, 2014, 2 (03) : 225 - 247
  • [3] A Strategic Location Decision-Making Approach for Multi-Tier Supply Chain Sustainability
    Sirilertsuwan, Petchprakai
    Thomassey, Sebastien
    Zeng, Xianyi
    [J]. SUSTAINABILITY, 2020, 12 (20) : 1 - 37
  • [4] Qualitative Online Data Collection: Towards a Framework of Ethical Decision-Making
    Kristiansen, Soren
    [J]. QUALITATIVE REPORT, 2022, 27 (12): : 2686 - 2700
  • [5] An integrated decision-making framework of a heterogeneous aerial robotic swarm for cooperative tasks with minimum requirements
    Jang, Inmo
    Shin, Hyo-Sang
    Tsourdos, Antonios
    Jeong, Junho
    Kim, Seungkeun
    Suk, Jinyoung
    [J]. PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART G-JOURNAL OF AEROSPACE ENGINEERING, 2019, 233 (06) : 2101 - 2118
  • [6] Multi-objective Decision-Making Framework for Effective Waste Collection in Smart Cities
    Manqele, Lindelweyizizwe
    Adeogun, Ramoni
    Dlodlo, Mqhele
    Coetzee, Louis
    [J]. 2017 GLOBAL WIRELESS SUMMIT (GWS), 2017, : 155 - 159
  • [7] A comparative evaluation of multi-criteria decision-making framework for armed unmanned aerial vehicle
    Keles, Nuh
    [J]. INTERNATIONAL JOURNAL OF INTELLIGENT UNMANNED SYSTEMS, 2024,
  • [8] The Intelligent Decision-making based on Multi-source Heterogeneous Data Fusion in Manufacturing
    Yu, Jie
    Gu, Shenggao
    Wang, Jiwei
    Jia, Zhinan
    Zhao, Yunpeng
    [J]. 2020 12TH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTATIONAL INTELLIGENCE (ICACI), 2020, : 155 - 159
  • [9] Multi criteria decision-making for distributed energy system based on multi-source heterogeneous data
    Yuan, Jiahang
    Luo, Xinggang
    Li, Yun
    Hu, Xiaoqing
    Chen, Wenchong
    Zhang, Yue
    [J]. ENERGY, 2022, 239
  • [10] The framework of data-driven and multi-criteria decision-making for detecting unbalanced bidding
    Li, Huimin
    Su, Limin
    Zuo, Jian
    An, Xiaowei
    Dong, Guanghua
    Wang, Lunyan
    Zhang, Chengyi
    [J]. ENGINEERING CONSTRUCTION AND ARCHITECTURAL MANAGEMENT, 2023, 30 (02) : 598 - 622