Human-Centered Dynamic Service Scheduling Approach in Multi-Agent Environments

被引:0
|
作者
Jung, Yunseo [1 ,2 ]
Kim, Hyunju [3 ]
Suh, Kyung-Duk [2 ,4 ]
Park, Jung-Min [2 ]
机构
[1] Ewha Womans Univ, Dept Mech & Biomed Engn, 52 Ewhayeodae Gil, Seoul 03760, South Korea
[2] Korea Inst Sci & Technol, Ctr Intelligent & Interact Robot, 5,Hwarang Ro 14 Gil, Seoul 02792, South Korea
[3] Cornell Univ, Dept Informat Sci, Ithaca, NY 14853 USA
[4] Korea Univ, Dept Elect & Comp Engn Control Robot & Syst, 145 Anam Ro, Seoul 01841, South Korea
来源
APPLIED SCIENCES-BASEL | 2022年 / 12卷 / 21期
关键词
service scheduling; multiple agent; human-centered approach; TASK ALLOCATION; ROBOT;
D O I
10.3390/app122110850
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
As robots become more versatile and combined with a variety of Internet-of-Things technologies, they will be able to serve humans in their daily environments. To provide services by satisfying various human requests, several robots must take turns performing a series of tasks that constitute the service. Because the order of service delivery may differ according to user requests, sequential interdependencies between tasks should be considered. Therefore, we propose a dynamic service scheduler consisting of dynamic sequencing and allocation that can handle scheduling of tasks with user requests such as prioritizing certain tasks or actively changing their order in a multi-agent environment. We experimented with the proposed method in four situation scenarios by building a virtual reality smart office consisting of multiple robots with a robot arm, mobile robot, and smart lamp. The results demonstrated the feasibility and effectiveness of the proposed approach by satisfying the user requirements in different situations. The proposed approach constitutes a basis for further development of efficient in-office and at-home multi-agent environments.
引用
收藏
页数:18
相关论文
共 50 条
  • [31] Virtual environments for human-centered computing
    Kunii, TL
    FRONTIERS OF HUMAN-CENTRED COMPUTING, ONLINE COMMUNITIES AND VIRTUAL ENVIRONMENTS, 2001, : 331 - 339
  • [32] A Multi-Agent System for Service Acquiring in Smart Environments
    Mocanu, Irina
    Negreanu, Lorina
    Florea, Adina Magda
    INTELLIGENT DISTRIBUTED COMPUTING VI, 2013, 446 : 297 - 306
  • [33] Dynamic Service Reconfiguration with Multi-agent Systems
    Rodrigues, Nelson
    Leitao, Paulo
    Oliveira, Eugenio
    SERVICE ORIENTATION IN HOLONIC AND MULTI-AGENT MANUFACTURING, 2017, 694 : 307 - 318
  • [34] A computational study on design and performance issues of multi-agent intelligent systems for dynamic scheduling environments
    Pendharkar, PC
    EXPERT SYSTEMS WITH APPLICATIONS, 1999, 16 (02) : 121 - 133
  • [35] Using multi-agent architecture in FMS for dynamic scheduling
    KHALID KOUISS
    HENRI PIERREVAL
    NASSER MEBARKI
    Journal of Intelligent Manufacturing, 1997, 8 : 41 - 47
  • [36] Learning dynamic preferences in multi-agent meeting scheduling
    Crawford, E
    Veloso, M
    2005 IEEE/WIC/ACM INTERNATIONAL CONFERENCE ON INTELLIGENT AGENT TECHNOLOGY, PROCEEDINGS, 2005, : 487 - 490
  • [37] Human Centered Design in Multi-agent Virtual Environment
    WANG Zhaohui ZHENG Guolei ZHU Xinxiong School of Mechanical Engineering Automation Beijing University of Aeronautics and Astronautics Beijing China
    Computer Aided Drafting,Design and Manufacturing, 2007, Design and Manufacturing.2007 (02) : 49 - 57
  • [38] AI-Supported Shift Scheduling Prototype of a Human-Centered Approach
    Walter, Christian
    Brueckner, Anja
    Schumann, Sandra
    ADVANCES IN PRODUCTION MANAGEMENT SYSTEMS-PRODUCTION MANAGEMENT SYSTEMS FOR VOLATILE, UNCERTAIN, COMPLEX, AND AMBIGUOUS ENVIRONMENTS, APMS 2024, PT III, 2024, 730 : 255 - 269
  • [39] Using multi-agent architecture in FMS for dynamic scheduling
    Kouiss, K
    Pierreval, H
    Mebarki, N
    JOURNAL OF INTELLIGENT MANUFACTURING, 1997, 8 (01) : 41 - 47
  • [40] Multi-agent environment for dynamic transport planning and scheduling
    Kozlak, J
    Créput, JC
    Hilaire, V
    Koukam, A
    COMPUTATIONAL SCIENCE - ICCS 2004, PT 3, PROCEEDINGS, 2004, 3038 : 638 - 645