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Mathematics of Sampled Data Systems

Part of a set of study notes on Digital Control
by
M. Tham

CONTENTS
Introduction
The Sampler
ADC
DAC
Signal Hold Devices
Mathematics
Approximation of Differentials
The z-transform
The z-transform and  Approx. Methods
Block Diagrams
Introduction

Because of the nature of digital devices, signals from plant have to be converted into a suitable form before it can be transferred for processing by a computer. Similarly, signals generated by a computer must be presented in a form suitable for receipt by the plant. The important pieces of hardware that achieve these tasks are the:

The Sampler

The sampler is essentially a switch, operating usually at fixed intervals of time. When the 'switch' closes, it grabs or samples the output of the transmitting device. It then transfers the sampled signal to a receiver. The sampler can operate on both continuous or discrete signals.

Thus if the source signal is continuous, the output of the sampler is a series of pulses, and the magnitude of each pulse is equal to the magnitude of the continuous signal at the instant of sampling as shown in the figure below.

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ADCs and DACs

ADCs converts sampled voltage or current signals to their binary equivalent while DACs converts binary signals to continuous signals such as voltages or currents. These converters provide the interface between a computer and the external environment.

Signal Hold Devices

The output of a sampler is a train of pulses, regardless of whether the source is continuous or discrete. Thus the output of a computer after digital-to-analog conversion is also a train of pulses. If this is a control signal, then unless the device receiving this signal, say a pump or valve, has integration capabilities, then the process will be driven by pulses. This is obviously not acceptable. So, in process control applications, the signal from the DAC is always 'held' using hardware known as signal hold devices. The most common is the Zero-Order-Hold, where each pulse is held until the next pulse comes along, that is:

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Result of Zero-Order-Hold

Mathematics of Sampled Data Systems

Before proceeding into a discussion on digital controller design, the mathematical tools required will first be covered. The design and analysis of continuous time control systems are usually done using Laplace Transforms, simplifying tremendously, the solution of equations involving time-differentials. Laplace Transforms are therefore continuous transforms.

There are two routes to the design and analysis of Digital Controllers. One is to approximate the Laplace operator ‘s’ to derive difference equations while the other is to use a variant of the Laplace Transforms that is applicable to sampled data systems. These are respectively known as:

  1. Approximation of differentials
  2. z-Transforms
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© Copyright M.T. Tham (1996-2000)Goto Ming's Home Page
Please email errors, comments or suggestions to ming.tham@ncl.ac.uk.