Mechanical structures often suffer from vibrations that can compromise safety, comfort, and operational longevity. Traditional control methods, while effective, demand substantial energy and complex systems. The quest for efficient and sustainable alternatives has led to the exploration of piezoelectric materials. However, the limitations of current damping techniques necessitate an in-depth examination of novel approaches to achieve superior vibration suppression.