The John Holland genetic algorithm lacks some of the genomic regulatory mechanisms necessary to overcome novel environmental dynamics by fast adaptive change. This simple genetic algorithm uses a haploid chromosome-based cell that reproduces only once during its single generation life span by using a modified asexual reproductive technique. This original cellular structure does not support the expression of recessive genomic characteristics that are essential for adaptive change. Its single life span and reproductive cycle do not allow for the possibility of highly fit parents to continuously contribute to the successful evolution of the population. Asexual reproductive techniques fail to pass the test of natural selection. This research developed a new genetic algorithm that is based on an object-oriented representation of those structural and behavioral characteristics found in highly adaptive organisms. By using a diploid chromosome based cell that sexually reproduce across many generations; the research has produced a more adaptive optimization algorithm than originally produced by Holland when performance tested using De Jong's Test Functions.
| Identifer | oai:union.ndltd.org:nova.edu/oai:nsuworks.nova.edu:gscis_etd-1848 |
| Date | 01 January 2003 |
| Creators | Smith, Jerry A. |
| Publisher | NSUWorks |
| Source Sets | Nova Southeastern University |
| Detected Language | English |
| Type | text |
| Source | CEC Theses and Dissertations |
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