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Sampling operations and DCS advantages

Short answer

Periodic sampling uses constant interval T; multiple-order has repeating pattern; multiple-rate uses different periods for different loops; random sampling uses event-triggered instants. Periodic is easiest to analyze with z-transform. Advantages: flexibility, accuracy, noise immunity, complex algorithms, multi-loop sharing, easy data handling.

Compare different types of sampling operations used for sampling of continuous time signal. Also mention the advantages of digital control system over analog.

Sampling converts a continuous signal into a sequence of values taken at certain instants. Sampling operations differ in how the instants are chosen.

Types of sampling operation

  1. Periodic (conventional) sampling: sampling instants equally spaced, tk=kTt_k = kT. Most common; analysed with the z-transform.
  2. Multiple-order sampling: the pattern of sampling instants is repeated periodically, i.e. tk+r−tkt_{k+r} - t_k is constant for all kk, though spacing inside the pattern is unequal.
  3. Multiple-rate sampling: two or more different sampling periods are used in one system, e.g. fast sampling for an inner current loop and slow sampling for an outer temperature loop.
  4. Random sampling: instants are random, e.g. event-triggered or network-based control.

Comparison

FeaturePeriodicMultiple-orderMultiple-rateRandom
InstantskTkTRepeating patternDifferent TiT_iRandom
Analysisz-transformSpecial methodsMultirate methodsStatistical
HardwareSingle clockModerateSeveral clocksEvent logic
Typical useMost controllersSpecial systemsCascade loopsNetworks, events
Design effortLeastMoreMoreMost

By pulse shape, sampling may also be ideal (impulse), natural (pulse top follows the signal) or flat-top (S/H). Practical controllers use periodic flat-top sampling, modelled as an ideal sampler followed by a ZOH.

Advantages of digital control system over analog

  • Flexible: control law changed by reprogramming, not rewiring.
  • Accurate and drift-free: no change with temperature or ageing of components.
  • Better noise immunity of digital signals.
  • Complex/adaptive/nonlinear control is easy to implement in software.
  • One computer serves many loops (time sharing), so cost per loop is low.
  • Easy data storage, display, alarms and networking.
  • Smaller, cheaper, more reliable hardware.

✓ Answer checked by Claude Opus 5.5 (high effort)

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