The drilling process is complex because unexpected situations may occur at any time. Furthermore, the system extremely long and slender, therefore prone to vibrations often being dominated by transient periods. Adding fact that measurements are not well distributed along system, with majority of real-time only available top side having access very sparse data from downhole, poorly observed maki...