Complete dynamics of z -axis MEMS gyroscope is derived.• Normalized gradient algorithm is used to estimate the unknown parameters.• Time varying angular rate is estimated consistently via the identifier.• Type-2 fuzzy sliding mode control is exploited to minimize the effect of noise.• The controller regulates the amplitude and frequency of vibrations.