This document presents a dissertation submitted by Timothy Prinsloo for a Master of Engineering degree. The dissertation proposes a methodology for structural health monitoring of composite UAV wings using experimental modal analysis and probabilistic concepts. Material properties of composite coupons were statistically characterized through tensile testing. Vibration testing was conducted on composite wings and sandwich panels to obtain modal properties. Finite element models were developed and updated using experimental modal data to improve model accuracy considering uncertainties in materials and geometry. A probabilistic analysis using Monte Carlo simulation established confidence bounds for wing modal responses. The methodology provides a basis for damage detection by identifying when damage induces modal responses outside established confidence bounds.