The genetic algorithm and biological development
Proceedings of the Second International Conference on Genetic Algorithms on Genetic algorithms and their application
The algorithmic beauty of plants
The algorithmic beauty of plants
Genetic Programming III: Darwinian Invention & Problem Solving
Genetic Programming III: Darwinian Invention & Problem Solving
Electromagnetic Optimization by Genetic Algorithms
Electromagnetic Optimization by Genetic Algorithms
ICES '96 Proceedings of the First International Conference on Evolvable Systems: From Biology to Hardware
Automated design and optimization of wire antennas using genetic algorithms
Automated design and optimization of wire antennas using genetic algorithms
Genetic design of antennas and electronic circuits
Genetic design of antennas and electronic circuits
Genetic Programming IV: Routine Human-Competitive Machine Intelligence
Genetic Programming IV: Routine Human-Competitive Machine Intelligence
EH '05 Proceedings of the 2005 NASA/DoD Conference on Evolvable Hardware
Antenna Theory: Analysis and Design
Antenna Theory: Analysis and Design
Automated re-invention of a previously patented optical lens system using genetic programming
EuroGP'05 Proceedings of the 8th European conference on Genetic Programming
Simulation-based evolutionary method in antenna design optimization
Mathematical and Computer Modelling: An International Journal
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This paper describes the use of genetic programming to automatically synthesize the design for a fixed-length loaded symmetric dipole antenna whose gain at a specific wavelength exceeds that of a commercially-marketed human-designed antenna and that reaches the theoretical maximum value for an antenna of its type. The run of genetic programming started "from scratch" that is, without starting from a pre-existing human-created design; did not employ any knowledge base of human design techniques or principles from the field of antenna design; and did not benefit from any human intervention during the run. The run produced a human-competitive result.