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The propagation of surface acoustic waves in functionally graded materials is difficult to analyze because the differential equations have variable coefficients. In this study, Frobenius method is employed to obtain the analytical solution of this problem. The result is very close to that of layered model in our earlier study. Some results from the solution can be the fundamental guidelines for engineering applications including piezoelectric surface acoustic wave resonator and vibration control.