Computer-Automated Evolution of an X-Band Antenna for NASA's Space Technology 5 Mission

Created by W.Langdon from gp-bibliography.bib Revision:1.8051

@Article{Hornby:2011:EC,

• author = "Gregory. S. Hornby and Jason D. Lohn and Derek S. Linden",
• title = "Computer-Automated Evolution of an X-Band Antenna for NASA's Space Technology 5 Mission",
• journal = "Evolutionary Computation",
• year = "2011",
• volume = "19",
• number = "1",
• pages = "1--23",
• month = "Spring",
• keywords = "genetic algorithms, genetic programming, Antenna, automated design, computational design, evolutionary design, generative representation, spacecraft",
• ISSN = "1063-6560",
• DOI = "doi:10.1162/EVCO_a_00005",
• size = "23 pages",
• abstract = "Whereas the current practise of designing antennas by hand is severely limited because it is both time and labour 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 22 March 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.",
• notes = "GP and GA approaches to 2 problems. NASA flew GP and traditional QHA microwave aerials in 2006. 20 gauge wire. VSWR part of multiplicative fitness (3 multi-objective components. Randomised to simulate manufacturing errors. Take _worse_ fitness in order to evolve robust designs)",

}

Genetic Programming entries for Gregory S Hornby Jason Lohn Derek S Linden

Citations