In radio communications, an evolved antenna is an antenna designed fully or substantially by an automatic computer design program that uses an evolutionary algorithm that mimics Darwinian evolution. This sophisticated procedure has been used in recent years to design a few antennas for mission-critical applications involving stringent, conflicting, or unusual design requirements, such as unusual radiation patterns, for which none of the many existing antenna types are adequate.
The computer program starts with simple antenna shapes, then adds or modifies elements in a semirandom manner to create a number of new candidate antenna shapes. These are then evaluated to determine how well they fulfill the design requirements, and a numerical score is computed for each. Then, in a step similar to natural selection, a portion of the candidate antennas with the worst scores are discarded, leaving a small population of the highest-scoring designs. Using these antennas, the computer repeats the procedure, generating a population of even higher-scoring designs. After a number of iterations, the population of antennas is evaluated and the highest-scoring design is chosen. The resulting antenna often outperforms the best manual designs, because it has a complicated asymmetric shape that could not have been found with traditional manual design methods.
The first evolved antenna designs appeared in the mid-1990s from the work of Michielssen, Altshuler, Linden, Haupt, and Rahmat-Samii. Most practitioners use the genetic algorithm technique or some variant thereof to evolve antenna designs.
An example of an evolved antenna is an X-band antenna evolved for a 2006 NASA mission called Space Technology 5 (ST5). The mission consists of three satellites that will take measurements in Earth's magnetosphere. Each satellite has two communication antennas to talk to ground stations. The antenna has an unusual structure and was evolved to meet a challenging set of mission requirements, notably the combination of wide beamwidth for a circularly polarized wave and wide impedance bandwidth. For comparison, a traditional approach to meet the mission requirements might involve a helical antenna design, or specifically, a quadrifilar helix. The ST5 mission successfully launched on March 22, 2006, and so this evolved antenna represents the world's first artificially-evolved object to fly in space.
- Hornby, Gregory S.; Al Globus; Derek S. Linden; Jason D. Lohn (September 2006). "Automated antenna design with evolutionary algorithms" (PDF). American Institute of Aeronautics and Astronautics. Retrieved 2012-02-19.
-  at NASA Ames Research Center
- A paper given by Lohn, Hornby, and Linden at the Genetic Programming Theory Practice 2004 Workshop.