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计算机自动进化的 NASA 太空技术 5 任务的 X 波段天线。

Computer-automated evolution of an X-band antenna for NASA's Space Technology 5 mission.

机构信息

University Affiliated Research Center, NASA Ames Research Park, UC Santa Cruz at Moffett Field, California 94035, USA.

出版信息

Evol Comput. 2011 Spring;19(1):1-23. doi: 10.1162/EVCO_a_00005. Epub 2010 Jun 28.

Abstract

Whereas the current practice of designing antennas by hand is severely limited because it is both time and labor intensive and requires a significant amount of domain knowledge, evolutionary algorithms can be used to search the design space and automatically find novel antenna designs that are more effective than would otherwise be developed. Here we present our work in using evolutionary algorithms to automatically design an X-band antenna for NASA's Space Technology 5 (ST5) spacecraft. Two evolutionary algorithms were used: the first uses a vector of real-valued parameters and the second uses a tree-structured generative representation for constructing the antenna. The highest-performance antennas from both algorithms were fabricated and tested and both outperformed a hand-designed antenna produced by the antenna contractor for the mission. Subsequent changes to the spacecraft orbit resulted in a change in requirements for the spacecraft antenna. By adjusting our fitness function we were able to rapidly evolve a new set of antennas for this mission in less than a month. One of these new antenna designs was built, tested, and approved for deployment on the three ST5 spacecraft, which were successfully launched into space on March 22, 2006. This evolved antenna design is the first computer-evolved antenna to be deployed for any application and is the first computer-evolved hardware in space.

摘要

虽然目前通过手工设计天线的方法受到严重限制,因为这种方法既费时又费力,而且需要大量的专业知识,但是进化算法可用于搜索设计空间,并自动找到比其他方法更有效的新型天线设计。在这里,我们介绍了使用进化算法为 NASA 的空间技术 5 (ST5)航天器自动设计 X 波段天线的工作。我们使用了两种进化算法:第一种算法使用实值参数向量,第二种算法使用树结构生成表示来构建天线。这两种算法中性能最高的天线都经过了制造和测试,其性能均优于任务天线承包商设计的手工天线。随后,航天器轨道的变化导致对航天器天线的要求发生了变化。通过调整我们的适应度函数,我们能够在不到一个月的时间内迅速为该任务进化出一组新的天线。其中一个新的天线设计已经制造、测试并批准用于部署在三个 ST5 航天器上,这些航天器已于 2006 年 3 月 22 日成功发射到太空。这种经过进化的天线设计是第一个用于任何应用的计算机进化天线,也是第一个在太空中的计算机进化硬件。

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