Bode plot of frequency response, or magnitude and phasedata
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Syntax
bode(sys)
bode(sys1,sys2,...,sysN)
bode(sys1,LineSpec1,...,sysN,LineSpecN)
bode(___,w)
[mag,phase,wout]= bode(sys)
[mag,phase,wout]= bode(sys,w)
[mag,phase,wout,sdmag,sdphase]= bode(sys,w)
Description
example
bode(sys) createsa Bode plot of the frequency response of a dynamicsystem model sys. The plot displaysthe magnitude (in dB) and phase (in degrees) of the system responseas a function of frequency. bode automaticallydetermines frequencies to plot based on system dynamics.
If sys is a multi-input, multi-output (MIMO)model, then bode produces an array of Bode plots,each plot showing the frequency response of one I/O pair.
If sys is a model with complex coefficients, then in:
Log frequency scale, the plot shows two branches, one for positive frequencies and one for negative frequencies. The plot also shows arrows to indicate the direction of increasing frequency values for each branch. See Bode Plot of Model with Complex Coefficients.
Linear frequency scale, the plot shows a single branch with a symmetric frequency range centered at a frequency value of zero.
example
bode(sys1,sys2,...,sysN) plots the frequencyresponse of multiple dynamic systems on the same plot. All systemsmust have the same number of inputs and outputs.
example
bode(sys1,LineSpec1,...,sysN,LineSpecN) specifies a color, line style, and marker for each system in the plot.
example
bode(___,w) plotssystem responses for frequencies specified by w.
If
wis a cell array of the form{wmin,wmax},thenbodeplots the response at frequencies rangingbetweenwminandwmax.If
wis a vector of frequencies, thenbodeplots the response at each specified frequency. The vectorwcan contain both negative and positive frequencies.
You can use w with any of the input-argumentcombinations in previous syntaxes.
example
[mag,phase,wout]= bode(sys) returns the magnitudeand phase of the response at each frequency in the vector wout.The function automatically determines frequencies in wout basedon system dynamics. This syntax does not draw a plot.
example
[mag,phase,wout]= bode(sys,w) returnsthe response data at the frequencies specified by w.
If
wis a cell array of the form{wmin,wmax},thenwoutcontains frequencies ranging betweenwminandwmax.If
wis a vector of frequencies,thenwout=w.
example
[mag,phase,wout,sdmag,sdphase]= bode(sys,w) alsoreturns the estimated standard deviation of the magnitude and phasevalues for the identified model sys.If you omit w, then the function automaticallydetermines frequencies in wout based on systemdynamics.
Examples
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Bode Plot of Dynamic System
This example uses:
- Control System ToolboxControl System Toolbox
Open Live Script
Create a Bode plot of the following continuous-time SISO dynamic system.
H = tf([1 0.1 7.5],[1 0.12 9 0 0]);bode(H)
bode automatically selects the plot range based on the system dynamics.
Bode Plot at Specified Frequencies
This example uses:
- Control System ToolboxControl System Toolbox
Open Live Script
Create a Bode plot over a specified frequency range. Use this approach when you want to focus on the dynamics in a particular range of frequencies.
H = tf([-0.1,-2.4,-181,-1950],[1,3.3,990,2600]);bode(H,{1,100})grid on
The cell array {1,100} specifies the minimum and maximum frequency values in the Bode plot. When you provide frequency bounds in this way, the function selects intermediate points for frequency response data.
Alternatively, specify a vector of frequency points to use for evaluating and plotting the frequency response.
w = [1 5 10 15 20 23 31 40 44 50 85 100];bode(H,w,'.-')grid on
bode plots the frequency response at the specified frequencies only.
Compare Bode Plots of Several Dynamic Systems
This example uses:
- Control System ToolboxControl System Toolbox
Open Live Script
Compare the frequency response of a continuous-time system to an equivalent discretized system on the same Bode plot.
Create continuous-time and discrete-time dynamic systems.
H = tf([1 0.1 7.5],[1 0.12 9 0 0]);Hd = c2d(H,0.5,'zoh');Create a Bode plot that displays both systems.
bode(H,Hd)
The Bode plot of a discrete-time system includes a vertical line marking the Nyquist frequency of the system.
Bode Plot with Specified Line Attributes
This example uses:
- Control System ToolboxControl System Toolbox
Open Live Script
Specify the line style, color, or marker for each system in a Bode plot using the LineSpec input argument.
H = tf([1 0.1 7.5],[1 0.12 9 0 0]);Hd = c2d(H,0.5,'zoh');bode(H,'r',Hd,'b--')
The first LineSpec, 'r', specifies a solid red line for the response of H. The second LineSpec, 'b--', specifies a dashed blue line for the response of Hd.
Obtain Magnitude and Phase Data
This example uses:
- Control System ToolboxControl System Toolbox
Open Live Script
Compute the magnitude and phase of the frequency response of a SISO system.
If you do not specify frequencies, bode chooses frequencies based on the system dynamics and returns them in the third output argument.
H = tf([1 0.1 7.5],[1 0.12 9 0 0]);[mag,phase,wout] = bode(H);
Because H is a SISO model, the first two dimensions of mag and phase are both 1. The third dimension is the number of frequencies in wout.
size(mag)
ans = 1×3 1 1 41length(wout)
ans = 41
Thus, each entry along the third dimension of mag gives the magnitude of the response at the corresponding frequency in wout.
Magnitude and Phase of MIMO System
This example uses:
- Control System ToolboxControl System Toolbox
Open Live Script
For this example, create a 2-output, 3-input system.
rng(0,'twister'); % For reproducibilityH = rss(4,2,3);
For this system, bode plots the frequency responses of each I/O channel in a separate plot in a single figure.
bode(H)
Compute the magnitude and phase of these responses at 20 frequencies between 1 and 10 radians.
w = logspace(0,1,20);[mag,phase] = bode(H,w);
mag and phase are three-dimensional arrays, in which the first two dimensions correspond to the output and input dimensions of H, and the third dimension is the number of frequencies. For instance, examine the dimensions of mag.
size(mag)
ans = 1×3 2 3 20Thus, for example, mag(1,3,10) is the magnitude of the response from the third input to the first output, computed at the 10th frequency in w. Similarly, phase(1,3,10) contains the phase of the same response.
Bode Plot of Identified Model
Open Live Script
Compare the frequency response of a parametric model, identified from input/output data, to a nonparametric model identified using the same data.
Identify parametric and nonparametric models based on data.
load iddata2 z2;w = linspace(0,10*pi,128);sys_np = spa(z2,[],w);sys_p = tfest(z2,2);
Using the spa and tfest commands requires System Identification Toolbox™ software.
sys_np is a nonparametric identified model. sys_p is a parametric identified model.
Create a Bode plot that includes both systems.
bode(sys_np,sys_p,w);legend('sys-np','sys-p')
You can display the confidence region on the Bode plot by right-clicking the plot and selecting Characteristics > Confidence Region.
Obtain Magnitude and Phase Standard Deviation Data of Identified Model
Open Live Script
Compute the standard deviation of the magnitude and phase of an identified model. Use this data to create a 3σ plot of the response uncertainty.
Identify a transfer function model based on data. Obtain the standard deviation data for the magnitude and phase of the frequency response.
load iddata2 z2;sys_p = tfest(z2,2);w = linspace(0,10*pi,128);[mag,ph,w,sdmag,sdphase] = bode(sys_p,w);
Using the tfest command requires System Identification Toolbox™ software.
sys_p is an identified transfer function model. sdmag and sdphase contain the standard deviation data for the magnitude and phase of the frequency response, respectively.
Use the standard deviation data to create a 3σ plot corresponding to the confidence region.
mag = squeeze(mag);sdmag = squeeze(sdmag);semilogx(w,mag,'b',w,mag+3*sdmag,'k:',w,mag-3*sdmag,'k:');
Bode Plot of Model with Complex Coefficients
This example uses:
- Control System ToolboxControl System Toolbox
Open Live Script
Create a Bode plot of a model with complex coefficients and a model with real coefficients on the same plot.
rng(0)A = [-3.50,-1.25-0.25i;2,0];B = [1;0];C = [-0.75-0.5i,0.625-0.125i];D = 0.5;Gc = ss(A,B,C,D);Gr = rss(5);bode(Gc,Gr)legend('Complex-coefficient model','Real-coefficient model','Location','southwest')
In log frequency scale, the plot shows two branches for complex-coefficient models, one for positive frequencies, with a right-pointing arrow, and one for negative frequencies, with a left-pointing arrow. In both branches, the arrows indicate the direction of increasing frequencies. The plots for real-coefficient models always contain a single branch with no arrows.
You can change the frequency scale of the Bode plot by right-clicking the plot and selecting Properties. In the Property Editor dialog, on the Units tab, set the frequency scale to linear scale. Alternatively, you can use the bodeplot function with a bodeoptions object to create a customized plot.
opt = bodeoptions;opt.FreqScale = 'Linear';Create the plot with customized options.
bodeplot(Gc,Gr,opt)legend('Complex-coefficient model','Real-coefficient model','Location','southwest')
In linear frequency scale, the plot shows a single branch with a symmetric frequency range centered at a frequency value of zero. The plot also shows the negative-frequency response of a real-coefficient model when you plot the response along with a complex-coefficient model.
Input Arguments
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sys — Dynamic system
dynamic system model | model array
Dynamic system, specified as a SISO or MIMO dynamic system model or array of dynamic system models. Dynamic systems that you can use include:
Continuous-time or discrete-time numeric LTI models, such as tf (Control System Toolbox), zpk (Control System Toolbox), or ss (Control System Toolbox) models.
Generalized or uncertain LTI models such as genss (Control System Toolbox) or uss (Robust Control Toolbox) models. (Using uncertain models requires Robust Control Toolbox™ software.)
For tunable control design blocks, the function evaluates the model at its current value for both plotting and returning frequency response data.
For uncertain control design blocks, the function plots the nominal value and random samples of the model. When you use output arguments, the function returns frequency response data for the nominal model only.
Frequency-response data models such as
frdmodels. For such models, the function plots the response at frequencies defined in the model.Identified LTI models, such as idtf, idss, or idproc models. For such models, the function can also plot confidence intervals and return standard deviations of the frequency response. See Bode Plot of Identified Model.
If sys is an array of models, the function plots the frequency responses of all models in the array on the same axes.
w — Frequencies
{wmin,wmax} | vector
Frequencies at which to compute and plot frequency response, specified as the cell array {wmin,wmax} or as a vector of frequency values.
If
wis a cell array of the form{wmin,wmax}, then the function computes the response at frequencies ranging betweenwminandwmax.If
wis a vector of frequencies, then the function computes the response at each specified frequency. For example, use logspace to generate a row vector with logarithmically spaced frequency values. The vectorwcan contain both positive and negative frequencies.
For models with complex coefficients, if you specify a frequency range of [wmin,wmax] for your plot, then in:
Log frequency scale, the plot frequency limits are set to [wmin,wmax] and the plot shows two branches, one for positive frequencies [wmin,wmax] and one for negative frequencies [–wmax,–wmin].
Linear frequency scale, the plot frequency limits are set to [–wmax,wmax] and the plot shows a single branch with a symmetric frequency range centered at a frequency value of zero.
Specify frequencies in units of rad/TimeUnit, where TimeUnit is the TimeUnit property of the model.
Output Arguments
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mag — Magnitude of system response
3-D array
Magnitude of the system response in absolute units, returnedas a 3-D array. The dimensions of this array are (number of systemoutputs) × (number of system inputs) × (number of frequencypoints).
For SISO systems,
mag(1,1,k)givesthe magnitude of the response at thekth frequencyin w or wout. For an example,see Obtain Magnitude and Phase Data.For MIMO systems,
mag(i,j,k)givesthe magnitude of the response at thekth frequencyfrom thejth input to theithoutput. For an example, see Magnitude and Phase of MIMO System.
To convert the magnitude from absolute units to decibels, use:
magdb = 20*log10(mag)
phase — Phase of system response
3-D array
Phase of the system response in degrees, returned as a 3-D array.The dimensions of this array are (number of outputs) × (numberof inputs) × (number of frequency points).
For SISO systems,
phase(1,1,k)gives the phase of the response at thekth frequency in w or wout. For an example, see Obtain Magnitude and Phase Data.For MIMO systems,
phase(i,j,k)gives the phase of the response at thekth frequency from thejth input to theith output. For an example, see Magnitude and Phase of MIMO System.
wout — Frequencies
vector
Frequencies at which the function returns the system response, returned as a column vector. The function chooses the frequency values based on the model dynamics, unless you specify frequencies using the input argument w.
wout also contains negative frequency values for models with complex coefficients.
Frequency values are in radians/TimeUnit, where TimeUnit is the value of the TimeUnit property of sys.
sdmag — Standard deviation of magnitude
3-D array | []
Estimated standard deviation of the magnitude of the responseat each frequency point, returned as a 3-D array. sdmag hasthe same dimensions as mag.
If sys is not an identified LTI model, sdmag is [].
sdphase — Standard deviation of phase
3-D array | []
Estimated standard deviation of the phase of the response ateach frequency point, returned as a 3-D array. sdphase hasthe same dimensions as phase.
If sys is not an identified LTI model, sdphase is [].
Tips
When you need additional plot customization options,use bodeplot (Control System Toolbox) instead.
Algorithms
bode computes the frequency response asfollows:
Compute the zero-pole-gain (zpk (Control System Toolbox))representation of the dynamic system.
Evaluate the gain and phase of the frequency responsebased on the zero, pole, and gain data for each input/output channelof the system.
For continuous-time systems,
bodeevaluatesthe frequency response on the imaginary axis s = jω andconsiders only positive frequencies.For discrete-time systems,
bodeevaluatesthe frequency response on the unit circle. To facilitate interpretation,the command parameterizes the upper half of the unit circle as:where Ts is the sampletime and ωN is theNyquist frequency. The equivalent continuous-time frequency ω isthen used as the x-axis variable. Because isperiodic with period 2ωN,
bodeplotsthe response only up to the Nyquist frequency ωN.If sys is a discrete-time model with unspecifiedsample time,bodeuses Ts =1.
Version History
Introduced before R2006a
See Also
bodeplot | freqresp | nyquist | spectrum | step
Topics
- Plot Bode and Nyquist Plots at the Command Line
- Dynamic System Models
External Websites
- Transfer Function Analysis of Dynamic Systems (MathWorks Teaching Resources)
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