Compressed / Compressive Sensing - Sensor Placement
Suppose your beam has ten vertical degree of freedom. You can only apply CS to compress measurement vector of each DOF. You can not reconstruct all of the responses using limited number of them.
The ten-dof structure would have ten pick- related to ten natural frequency- in frequency domain, so its sparsity has been already guaranteed. Hope this help.