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Classification of measurement signals

Short answer

Static signals are time-invariant (weight); dynamic vary with time (vibration). Deterministic signals follow a mathematical function (sinusoid); random signals are unpredictable (turbulent noise). Periodic signals repeat (50 Hz mains); aperiodic signals never exactly repeat (incommensurate frequencies); transients are short-lived (impulse).

Write short notes on the classification of measurement signals: static and dynamic, deterministic and random, periodic, aperiodic and transient. Give one example of each.

A measurement signal is the physical or electrical quantity carrying information about the measurand. Signals are classified in several ways.

Static and dynamic

  • Static signal: does not change with time, or changes very slowly. Example: the weight of an object on a scale, dead-load pressure.
  • Dynamic signal: varies with time. It may be steady-periodic, aperiodic or transient. Example: engine vibration, pressure in a cylinder.

Deterministic and random

  • Deterministic: can be described by a mathematical function of time and predicted exactly. Example: x(t)=Asin⁡ωtx(t) = A\sin\omega t.
  • Random (nondeterministic): cannot be predicted; it can only be described statistically by its mean, variance and probability density. Example: turbulent wind velocity, noise.

Periodic signals

  • Simple periodic (harmonic): a single sine or cosine at one frequency, x=Asin⁡(ωt+ϕ)x = A\sin(\omega t + \phi). Example: the 50 Hz mains voltage.
  • Complex periodic: repeats after a period TT but contains many harmonics, x(t)=x(t+T)x(t) = x(t+T). Example: a square wave from a rotating machine, which has a Fourier series.

Aperiodic and transient

  • Almost periodic: a sum of harmonics whose frequency ratios are not rational, so the signal never exactly repeats. Example: x(t)=sin⁡t+sin⁡2 tx(t) = \sin t + \sin\sqrt{2}\,t, such as the vibration of a machine driven by two shafts at unrelated speeds.
  • Transient: exists for a short time and then dies away. Example: a step input, the impulse from a hammer blow, decaying vibration after an impact.
 Signals
  |-- Static
  |-- Dynamic
        |-- Deterministic
        |     |-- Periodic (simple, complex)
        |     |-- Aperiodic (almost periodic, transient)
        |-- Random (stationary, non-stationary)

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