This thesis describes the results of a research program which focused on the use of artificial intelligence techniques to solve a problem in the domain of nondestructive evaluation (NDE). The work was performed at the Center for Nondestructive Evaluation at Iowa State University under the supervision of Dr. Charles Wright, Department of Electrical Engineering and Computer Engineering, and Dr. Lester Schmerr, Department of Engineering Science and Mechanics.