6Discrete‐Time Systems

6.1 Introduction

In this chapter we discuss discrete‐time systems, which are described by difference equations as opposed to the differential equations that we used to model continuous‐time systems. A general discrete‐time system is one of the form

The equation is autonomous if f does not depend explicitly on k. Discrete‐time systems arise in sampling of continuous‐time systems, in numerical integration and numerical optimization, signal processing, image processing, digital control, digital filtering, and other applications.

Examples

As a first example, consider the differential equation

Using the difference approximation for the derivative gives

ModifyingAbove x With dot left-parenthesis t right-parenthesis almost-equals StartFraction x left-parenthesis t plus h right-parenthesis minus x left-parenthesis t right-parenthesis Over h EndFraction equals f left-parenthesis x left-parenthesis t right-parenthesis right-parenthesis period

Then, with t equals k and t plus h equals k plus 1, we can approximate the differential equation (6.2) by the discrete‐time equation

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