JoVE Logo

Sign In

In any LTI (Linear Time-Invariant) system, the convolution of two signals is denoted using a convolution operator, assuming all initial conditions are zero. The convolution integral can be divided into two parts: the zero-input or natural response and the zero-state or forced response, with t0 indicating the initial time.

To simplify the convolution integral, it is assumed that both the input signal and impulse response are zero for negative time values. The graphical convolution process involves four steps: folding, shifting, multiplication, and integration.

Consider an RC circuit with a specified input pulse signal and output response. Initially, folding is performed by creating a mirror image of the input signal along the y-axis. This is followed by shifting, where the folded signal is slid along the time axis. Next, the multiplication of the folded and shifted signals is done point-by-point. Finally, the integration of the resulting signal over time provides the convolution result. This process can be depicted graphically.

In discrete-time convolution, the system's response is determined by applying an input to a discrete-time system and using the impulse response and convolution sum. The convolution of the discrete input signal x[n] and the impulse response h[n] forms the convolution sum for the system response:

Equation1

This sum computes the output signal y[n] at each discrete time step n. Understanding both continuous and discrete convolution is essential for analyzing LTI systems and predicting their behavior in response to various inputs.

Tags
ConvolutionLTI SystemConvolution OperatorConvolution IntegralZero input ResponseZero state ResponseImpulse ResponseRC CircuitFoldingShiftingMultiplicationIntegrationDiscrete time ConvolutionConvolution SumOutput Signal

From Chapter 14:

article

Now Playing

14.3 : Convolution: Math, Graphics, and Discrete Signals

Linear Time- Invariant Systems

97 Views

article

14.1 : Linear time-invariant Systems

Linear Time- Invariant Systems

111 Views

article

14.2 : Impulse Response

Linear Time- Invariant Systems

154 Views

article

14.4 : Convolution Properties I

Linear Time- Invariant Systems

74 Views

article

14.5 : Convolution Properties II

Linear Time- Invariant Systems

90 Views

article

14.6 : Deconvolution

Linear Time- Invariant Systems

64 Views

article

14.7 : BIBO stability of continuous and discrete -time systems

Linear Time- Invariant Systems

144 Views

JoVE Logo

Privacy

Terms of Use

Policies

Research

Education

ABOUT JoVE

Copyright © 2025 MyJoVE Corporation. All rights reserved