Direct form FIR fullband differentiator filter
Filtering / Filter Designs
The Differentiator Filter block applies a fullband differentiator filter on the input signal to differentiate all its frequency components. The block uses an FIR equiripple filter design to design the differentiator filter. The ideal frequency response of the differentiator is for .
You can design the filter with minimum order or with a specifies order.
The input signal can be a real- or complex-valued column vector or matrix. If the input signal is a matrix, each column of the matrix is treated as an independent channel.
This block supports variable-size input, enabling you to change the channel length during simulation. The output port properties, such as data type, complexity, and dimension, are identical to the input port properties. The block supports fixed-point operations.
This block also supports SIMD code generation. For details, see Code Generation.
When you select this check box, the block designs a filter with the minimum order, with the passband ripple specified in Maximum passband ripple (dB). When you clear this check box, specify the order of the filter in Filter order.
By default, this check box is selected.
Filter order of the differentiator filter, specified as an odd
positive scalar integer. You can specify the filter order only when
Design minimum order filter check box is not
selected. The default is
Maximum ripple of the filter response in the passband, specified as a
real positive scalar in dB. The default is
When you select this check box, the filter coefficients are scaled to preserve the input dynamic range. By default, this check box is not selected.
Opens the Filter Visualization Tool (
displays the magnitude and phase response of the Differentiator
Filter block. The response is based on the block dialog box
parameters. Changes made to these parameters update FVTool.
To update the magnitude response while FVTool is running, modify the dialog box parameters and click Apply.
Type of simulation to run. You can set this parameter to:
Simulate model using the MATLAB® interpreter. This option shortens
startup time and has faster simulation speed
Simulate model using generated C code. The first time you run a simulation, Simulink® generates C code for the block. The C code is reused for subsequent simulations, as long as the model does not change. This option requires additional startup time but provides faster subsequent simulations.
Rounding method for the output fixed-point operations. The rounding
Zero. The default is
Fixed-point data type of the coefficients, specified as one of the following:
fixdt(1,16) (default) —
Signed fixed-point data type of word length
16, with binary point scaling. The
block determines the fraction length automatically from the
coefficient values such that the coefficients occupy the
maximum representable range without overflowing.
fixdt(1,16,0) — Signed
fixed-point data type of word length
and fraction length
0. You can change the
fraction length to any other integer value.
<data type expression>
— Specify the data type using an expression that
evaluates to a data type object, for example, numeric type
15)). Specify the sign mode of this data
[ ] or
Refresh Data Type — Refresh to
the default data type.
Click the Show data type assistant button to display the data type assistant, which helps you set the stage input parameter.
See Specify Data Types Using Data Type Assistant (Simulink) for more information.
The word length of the output is same as the word length of the input. The fraction length of the output is computed such that the entire dynamic range of the output can be represented without overflow. For details on how the block computes the fraction length, see Fixed-Point Precision Rules for Avoiding Overflow in FIR Filters.
|Port||Supported Data Types|
Differentiator computes the derivative of a signal. The frequency response of an ideal differentiator filter is given by , defined over the Nyquist interval .
The frequency response is antisymmetric and is linearly proportional to the frequency.
dsp.Differentiator object acts as a differentiator
filter. This object condenses the two-step process into one. For the
minimum order design, the object uses generalized Remez FIR filter
design algorithm. For the specified order design, the object uses
the Parks-McClellan optimal equiripple FIR filter design algorithm.
The filter is designed as a linear phase Type-IV FIR filter with a
Direct form structure.
The ideal differentiator has an antisymmetric impulse response given by . Hence . The differentiator must have zero response at zero frequency.
Linear-Phase FIR Differentiator Filter
The impulse response of an antisymmetric linear-phase FIR filter is given by , where M is the length of the filter. Because the filter is antisymmetric, you can use this type of FIR filter to design the linear-phase FIR differentiators.
Consider the design of linear-phase FIR differentiators based on the Chebyshev approximation criterion.
If M is odd, the real-valued frequency response of the FIR filter, Hr(ω), has the characteristics that Hr(0) = 0 and Hr(π) = 0. This filter satisfies the condition of zero response at zero frequency. However, it is not fullband because Hr(π) = 0. This differentiator has a linear response over the limited frequency range [0 2πfp], where fp is the bandwidth of the differentiator. The absolute error between the desired response and the Chebyshev approximation increases as ω increases from 0 to 2πfp.
If M is even, the real-valued frequency response of the FIR filter, Hr(ω), has the characteristics that Hr(0) = 0 and Hr(π) ≠ 0. This filter satisfies the condition of zero response at zero frequency. It is fullband and this design results in a significantly smaller approximation error than comparable odd-length differentiators. Hence, even-length (odd order) differentiators are preferred in practical systems.
The Differentiator Filter block supports SIMD code generation using
Intel AVX2 technology when the input signal has a data type of
The SIMD technology significantly improves the performance of the generated code.