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  • 标题:Performance Characterization of a Rover Navigation Algorithm Using Large-Scale Simulation
  • 本地全文:下载
  • 作者:Richard Madison ; Abhinandan Jain ; Christopher Lim
  • 期刊名称:Scientific Programming
  • 印刷版ISSN:1058-9244
  • 出版年度:2007
  • 卷号:15
  • 期号:2
  • 页码:95-105
  • DOI:10.1155/2007/638280
  • 出版社:Hindawi Publishing Corporation
  • 摘要:

    Autonomous rover navigation is a critical technology for robotic exploration of Mars. Simulation allows more extensive testing of such technologies than would be possible with hardware test beds alone. A large number of simulations, running in parallel, can test an algorithm under many different operating conditions to quickly identify the operational envelope of the technology and identify failure modes that were not discovered in more limited testing. GESTALT is the autonomous navigation algorithm developed for NASA's Mars rovers. ROAMS is a rover simulator developed to support the Mars program. We have integrated GESTALT into ROAMS to test closed-loop, autonomous navigation in simulation. We have developed a prototype capability to run many copies of ROAMS in parallel on a supercomputer, varying input parameters to rapidly explore GESTALT's performance across a parameter space. Using these tools, we have demonstrated that large scale simulation can identify performance limits and unexpected behaviors in an algorithm. Such parallel simulation was able to test approximately 500 parameter combinations in the time required for a single test on a hardware test bed.

  • 关键词:Simulation; autonomous navigation; mars rover
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