Modeling, simulation, and trade-off analysis for multirobot, multioperator surveillance

被引:2
|
作者
Humann, James [1 ]
Fletcher, TaLena [2 ]
Gerdes, John [3 ]
机构
[1] Army Res Lab, Los Angeles, CA 95035 USA
[2] US Army, Washington, DC USA
[3] Army Res Lab, Aberdeen, MD USA
关键词
agent-based modeling; human-system interaction; multiagent simulation; optimization; SUPERVISORY CONTROL; DESIGN; WORKLOAD;
D O I
10.1002/sys.21685
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
As unmanned vehicles become smaller and more autonomous, it is becoming feasible to use them in large groups with comparatively few human operators. Design and analysis of such distributed systems are complicated by the many interactions among agents and phenomena of human behavior. In particular, human susceptibility to fatigue and cognitive overload can introduce errors and uncertainty into the system. In this paper, we demonstrate how advanced computational tools can help to overcome these engineering difficulties by optimizing multirobot, multioperator surveillance systems for cost, speed, accuracy, and stealth according to diverse user preferences in multiple case studies. The tool developed is a graphical user interface that returns the optimal number and mix of diverse agent types as a function of the user's trade-off preferences. System performance prediction relies on a multiagent simulation with submodels for human operators, fixed-wing unmanned aerial vehicles (UAVs), quadrotor UAVs, and flapping wing UAVs combined in different numbers.
引用
收藏
页码:627 / 640
页数:14
相关论文
共 50 条
  • [1] MODELING RISK TRADE-OFF
    KLEIN, JH
    [J]. JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 1993, 44 (05) : 445 - 460
  • [2] Performance trade-off in distributed simulation
    Onggo, BSS
    Teo, YM
    [J]. SIXTH IEEE INTERNATIONAL WORKSHOP ON DISTRIBUTED SIMULATION AND REAL-TIME APPLICATIONS, PROCEEDINGS, 2002, : 77 - 84
  • [3] Analysis on HSpice Performance Trade-off versus Simulation Time
    Capilayan, Mycel A.
    Minguez, Robert, II
    Hora, Jefferson A.
    [J]. 2015 INTERNATIONAL CONFERENCE ON HUMANOID, NANOTECHNOLOGY, INFORMATION TECHNOLOGY,COMMUNICATION AND CONTROL, ENVIRONMENT AND MANAGEMENT (HNICEM), 2015, : 471 - +
  • [4] FORECASTING WITH TRADE-OFF ANALYSIS
    PERHAM, JC
    [J]. DUNS REVIEW, 1977, 109 (03): : 87 - &
  • [5] Principal trade-off analysis
    Strang, Alexander
    Sewell, David
    Kim, Alexander
    Alcedo, Kevin
    Rosenbluth, David
    [J]. INFORMATION VISUALIZATION, 2024, 23 (03) : 258 - 271
  • [6] A simulation-based approach to trade-off analysis of port security
    Sekine, Junko
    Campos-Nanez, Enrique
    Harrald, John R.
    Abeledo, Hernan
    [J]. PROCEEDINGS OF THE 2006 WINTER SIMULATION CONFERENCE, VOLS 1-5, 2006, : 521 - +
  • [7] Quantitative Analysis of the Speed/Accuracy Trade-Off in Transaction Level Modeling
    Schirner, Gunar
    Doemer, Rainer
    [J]. ACM TRANSACTIONS ON EMBEDDED COMPUTING SYSTEMS, 2008, 8 (01)
  • [8] The trade-off
    Rothschild, M
    [J]. COMMUNICATIONS NEWS, 2004, 41 (09): : 19 - 21
  • [9] TRADE-OFF ANALYSIS OF CONSUMER VALUES
    JOHNSON, RM
    [J]. JOURNAL OF MARKETING RESEARCH, 1974, 11 (02) : 121 - 127
  • [10] NO TRADE-OFF
    NICOLINI, M
    [J]. NATION, 1977, 224 (20) : 610 - 610