R production .................................................................................................. 28 C ro sso v er ................................................................... 2 8 M station ..................................................................................................... 29 G enetic A lgorithm Im plem entation...................................... .......................... ........ 29 5 EXPERIM ENTS AND RESULTS...................................................... ..... .......... 33 G raphical U ser Interface .......................................................................... .............. 33 64x64 R solution M aps ........................................................... .. ................. 34 M ap One.................................. ........... .............. 34 M ap T w o ............................................................................................................ 36 M a p T h re e ................................................................................ 3 9 M ap Four............................................... .............. 41 M a p F iv e ................................................................................................................ 4 2 M a p S ix ........................................................................................ 4 4 256x256 Resolution Maps .............. ......... ......... ........ 46 M ap One.................................. ........... .............. 47 M ap T w o ............................................................................................ . 49 Map Three ........................................ 51 M ap F our............................. ............... ..... 53 M a p F iv e ................................................................................................................ 5 5 M a p S ix ......... .............. ... ...................... ... ................................ 5 7 Exhaustive Search Technique versus Genetic Algorithm Technique ........................ 60 Comparison #1 ..................................... ............ .............. 60 C om prison #2 ................................................... 62 Com prison #3 ......................................... 63 6 SUMMARY AND CONCLUSION ................................. ...............66 APPENDIX A SOURCE CODE FOR FINAL ALGORITHM ................. ................. ..... 69 B M AP M AKER SOURCE CODE ................................................................ 93 LIST OF REFEREN CES ................................................................................... 97 B IO G R A PH IC A L SK E T C H ....................................................................................... 98 v