# MVDR Spectrum

Minimum variation distortionless response (MVDR) spatial spectrum estimator

## Library

Direction of Arrival (DOA)

`phaseddoalib`

## Description

The narrowband MVDR Spectrum block estimates the spatial spectrum of incoming narrowband signals by scanning a range of azimuth and elevation angles using an MVDR conventional beamformer. The block optionally calculate the direction of arrival of a specified number of signals by estimating the peaks of the spectrum. This estimator is also referred to as a Capon estimator.

## Parameters

**Signal Propagation speed (m/s)**Specify the propagation speed of the signal, in meters per second, as a positive scalar. You can use the function

`physconst`

to specify the speed of light.**Operating frequency (Hz)**Specify the operating frequency of the system, in hertz, as a positive scalar.

**Number of bits in phase shifters**The number of bits used to quantize the phase shift component of beamformer or steering vector weights. Specify the number of bits as a non-negative integer. A value of zero indicates that no quantization is performed.

**Forward-backward averaging**Select this parameter to use forward-backward averaging to estimate the covariance matrix for sensor arrays with a conjugate symmetric array manifold.

**Azimuth scan angles (deg)**Specify the azimuth scan angles, in degrees, as a real vector. The angles must be between –180° and 180°, inclusive. You must specify the angles in ascending order.

**Elevation scan angles (deg)**Specify the elevation scan angles, in degrees, as a real vector or scalar. The angles must be between –90° and 90°, inclusive. You must specify the angles in an ascending order.

**Enable DOA output**Select this parameter to output the signals directions of arrival (DOA) through the

**Ang**output port. Selecting this parameter enables the**Number of signals**parameter.**Number of signals**Specify the number of signals for DOA estimation as a positive scalar integer. This parameter appears when you select the

**Enable DOA output**check box.**Simulate using**Block simulation method, specified as

`Interpreted Execution`

or`Code Generation`

. If you want your block to use the MATLAB^{®}interpreter, choose`Interpreted Execution`

. If you want your block to run as compiled code, choose`Code Generation`

. Compiled code requires time to compile but usually runs faster.Interpreted execution is useful when you are developing and tuning a model. The block runs the underlying System object™ in MATLAB. You can change and execute your model quickly. When you are satisfied with your results, you can then run the block using

`Code Generation`

. Long simulations run faster than they would in interpreted execution. You can run repeated executions without recompiling. However, if you change any block parameters, then the block automatically recompiles before execution.When setting this parameter, you must take into account the overall model simulation mode. The table shows how the

**Simulate using**parameter interacts with the overall simulation mode.When the Simulink

^{®}model is in`Accelerator`

mode, the block mode specified using**Simulate using**overrides the simulation mode.**Acceleration Modes**Block Simulation Simulation Behavior `Normal`

`Accelerator`

`Rapid Accelerator`

`Interpreted Execution`

The block executes using the MATLAB interpreter. The block executes using the MATLAB interpreter. Creates a standalone executable from the model. `Code Generation`

The block is compiled. All blocks in the model are compiled. For more information, see Choosing a Simulation Mode (Simulink).

### Array Parameters

**Specify sensor array as**Specify a sensor array directly or by using a MATLAB expression.

**Types**`Array (no subarrays)`

`MATLAB expression`

**Geometry**Specify the array geometry as one of the following:

`ULA`

— Uniform linear array`URA`

— Uniform rectangular array`UCA`

— Uniform circular array`Conformal Array`

— arbitrary element positions

**Number of elements**Number of array elements.

Number of array elements, specified as a positive integer. This parameter appears when the

**Geometry**is set to`ULA`

or`UCA`

. If**Sensor Array**has a`Replicated subarray`

option, this parameter applies to the subarray.**Array size**This parameter appears when

**Geometry**is set to`URA`

. When**Sensor Array**is set to`Replicated subarray`

, this parameter applies to the subarrays.Specify the size of the array as a positive integer or 1-by-2 vector of positive integers.

If

**Array size**is a 1-by-2 vector, the vector has the form`[NumberOfArrayRows,NumberOfArrayColumns]`

.If

**Array size**is an integer, the array has the same number of rows and columns.

For a URA, elements are indexed from top to bottom along a column and continuing to the next columns from left to right. In this figure, an

**Array size**of`[3,2]`

produces an array of three rows and two columns.**Element spacing (m)**This parameter appears when

**Geometry**is set to`ULA`

or`URA`

. When**Sensor Array**has the`Replicated subarray`

option, this parameter applies to the subarrays.For a

`ULA`

, specify the spacing, in meters, between two adjacent elements in the array as a scalar.For a

`URA`

, specify the element spacing of the array, in meters, as a 1-by-2 vector or a scalar. If**Element spacing**is a 1-by-2 vector, the vector has the form`[SpacingBetweenRows,SpacingBetweenColumns]`

. For a discussion of these quantities, see`phased.URA`

. If**Element spacing**is a scalar, the spacings between rows and columns are equal.

**Array axis**This parameter appears when the

**Geometry**parameter is set to`ULA`

or when the block only supports a ULA array geometry. Specify the array axis as`x`

,`y`

, or`z`

. All ULA array elements are uniformly spaced along this axis in the local array coordinate system.**Array normal**,This parameter appears when you set

**Geometry**to`URA`

or`UCA`

. Specify the**Array normal**as`x`

,`y`

, or`z`

. All URA and UCA array elements are placed in the*yz*,*zx*, or*xy*-planes, respectively, of the array coordinate system.**Radius of UCA (m)**Radius of a uniform circular array specified as a positive scalar. Units are meters.

This parameter appears when the

**Geometry**is set to`UCA`

.**Taper**Tapers, also known as

*element weights*, are applied to sensor elements in the array. Tapers are used to modify both the amplitude and phase of the transmitted or received data.This parameter applies to all array types, but when you set

**Sensor Array**to`Replicated subarray`

, this parameter applies to subarrays.For a

`ULA`

or`UCA`

, specify element tapering as a complex-valued scalar or a complex-valued 1-by-*N*row vector. In this vector,*N*represents the number of elements in the array. If**Taper**is a scalar, the same weight is applied to each element. If**Taper**is a vector, a weight from the vector is applied to the corresponding sensor element. A weight must be applied to each element in the sensor array.For a

`URA`

, specify element tapering as a complex-valued scalar or complex-valued*M*-by-*N*matrix. In this matrix,*M*is the number of elements along the*z*-axis, and*N*is the number of elements along the*y*-axis.*M*and*N*correspond to the values of`[NumberofArrayRows,NumberOfArrayColumns]`

in the**Array size**matrix. If`Taper`

is a scalar, the same weight is applied to each element. If**Taper**is a matrix, a weight from the matrix is applied to the corresponding sensor element. A weight must be applied to each element in the sensor array.For a

`Conformal Array`

, specify element tapering as a complex-valued scalar or complex-valued 1-by-*N*vector. In this vector,*N*is the number of elements in the array as determined by the size of the**Element positions**vector. If**Taper**is a scalar, the same weight is applied to each element. If the value of**Taper**is a vector, a weight from the vector is applied to the corresponding sensor element. A weight must be applied to each element in the sensor array.

**Element lattice**This parameter appears when

**Geometry**is set to`URA`

. When**Sensor Array**is set to`Replicated subarray`

, this parameter applies to the subarray.Specify the element lattice as

`Rectangular`

or`Triangular`

`Rectangular`

— Aligns all the elements in row and column directions.`Triangular`

— Shifts the even-row elements of a rectangular lattice toward the positive-row axis direction. The displacement is one-half the element spacing along the row dimension.

**Element positions (m)**This parameter appears when

**Geometry**is set to`Conformal Array`

. When**Sensor Array**is set to`Replicated subarray`

, this parameter applies to subarrays.Specify the positions of conformal array elements as a 3-by-

*N*matrix, where*N*is the number of elements in the conformal array. Each column of**Element positions (m)**represents the position of a single element, in the form`[x;y;z]`

, in the array’s local coordinate system. The local coordinate system has its origin at an arbitrary point. Units are in meters.**Element normals (deg)**This parameter appears when

**Geometry**is set to`Conformal Array`

. When**Sensor Array**is set to`Replicated subarray`

, this parameter applies to subarrays.Specify the normal directions of the elements in a conformal array as a 2-by-

*N*matrix or a 2-by-1 column vector in degrees. The variable*N*indicates the number of elements in the array. If**Element normals (deg)**is a matrix, each column specifies the normal direction of the corresponding element in the form`[azimuth;elevation]`

, with respect to the local coordinate system. The local coordinate system aligns the positive*x*-axis with the direction normal to the conformal array. If**Element normals (deg)**is a 2-by-1 column vector, the vector specifies the same pointing direction for all elements in the array.You can use the

**Element positions (m)**and**Element normals (deg)**parameters to represent any arrangement in which pairs of elements differ by certain transformations. You can combine translation, azimuth rotation, and elevation rotation transformations. However, you cannot use transformations that require rotation about the normal.**Expression**A valid MATLAB expression containing an array constructor, for example,

`phased.URA`

.

### Sensor Array Tab: Element Parameters

**Element type**Specify antenna or microphone type as

`Isotropic Antenna`

`Cosine Antenna`

`Custom Antenna`

`Omni Microphone`

`Custom Microphone`

**Exponent of cosine pattern**This parameter appears when you set

**Element type**to`Cosine Antenna`

.Specify the exponent of the cosine pattern as a scalar or a 1-by-2 vector. You must specify all values as non-negative real numbers. When you set

**Exponent of cosine pattern**to a scalar, both the azimuth direction cosine pattern and the elevation direction cosine pattern are raised to the specified value. When you set**Exponent of cosine pattern**to a 1-by-2 vector, the first element is the exponent for the azimuth direction cosine pattern and the second element is the exponent for the elevation direction cosine pattern.**Operating frequency range (Hz)**This parameter appears when

**Element type**is set to`Isotropic Antenna`

,`Cosine Antenna`

, or`Omni Microphone`

.Specify the operating frequency range, in hertz, of the antenna element as a 1-by-2 row vector in the form

`[LowerBound,UpperBound]`

. The antenna element has no response outside the specified frequency range.**Operating frequency vector (Hz)**This parameter appears when

**Element type**is set to`Custom Antenna`

or`Custom Microphone`

.Specify the frequencies, in Hz, at which to set the antenna and microphone frequency responses as a 1-by-

*L*row vector of increasing values. Use**Frequency responses**to set the frequency responses. The antenna or microphone element has no response outside the frequency range specified by the minimum and maximum elements of**Operating frequency vector (Hz)**.**Frequency responses (dB)**This parameter appears when

**Element type**is set to`Custom Antenna`

or`Custom Microphone`

.Specify this parameter as the frequency response of an antenna or microphone, in decibels, for the frequencies defined by

**Operating frequency vector (Hz)**. Specify**Frequency responses (dB)**as a 1-by-*L*vector matching the dimensions of the vector specified in**Operating frequency vector (Hz)**.**Input Pattern Coordinate System**Coordinate system of custom antenna pattern, specified

`az-el`

or`phi-theta`

. When you specify`az-el`

, use the**Azimuth angles (deg)**and**Elevations angles (deg)**parameters to specify the coordinates of the pattern points. When you specify`phi-theta`

, use the**Phi angles (deg)**and**Theta angles (deg)**parameters to specify the coordinates of the pattern points.**Azimuth angles (deg)**This parameter appears when

**Element type**is set to`Custom Antenna`

and the**Input Pattern Coordinate System**parameter is set to`az-el`

.Specify the azimuth angles at which to calculate the antenna radiation pattern as a 1-by-

*P*row vector.*P*must be greater than 2. Angle units are in degrees. Azimuth angles must lie between –180° and 180° and be in strictly increasing order.**Elevation angles (deg)**This parameter appears when

**Element type**is set to`Custom Antenna`

and the**Input Pattern Coordinate System**parameter is set to`az-el`

.Specify the elevation angles at which to compute the radiation pattern as a 1-by-

*Q*vector.*Q*must be greater than 2. Angle units are in degrees. Elevation angles must lie between –90° and 90° and be in strictly increasing order.**Phi Angles (deg)**This parameter appears when

**Element type**is set to`Custom Antenna`

and the**Input Pattern Coordinate System**parameter is set to`phi-theta`

.Phi angles of points at which to specify the antenna radiation pattern, specify as a 1-by-

*P*row vector.*P*must be greater than 2. Angle units are in degrees. Phi angles must lie between 0° and 360° and be in strictly increasing order.**Theta Angles (deg)**This parameter appears when

**Element type**is set to`Custom Antenna`

and the**Input Pattern Coordinate System**parameter is set to`phi-theta`

.Theta angles of points at which to specify the antenna radiation pattern, specify as a 1-by-

*Q*row vector.*Q*must be greater than 2. Angle units are in degrees. Theta angles must lie between 0° and 180° and be in strictly increasing order.**Magnitude pattern (dB)**This parameter appears when the

**Element type**is set to`Custom Antenna`

.Magnitude of the combined antenna radiation pattern, specified as a

*Q*-by-*P*matrix or a*Q*-by-*P*-by-*L*array.When the

**Input Pattern Coordinate System**parameter is set to`az-el`

,*Q*equals the length of the vector specified by the**Elevation angles (deg)**parameter and*P*equals the length of the vector specified by the**Azimuth angles (deg)**parameter.When the

**Input Pattern Coordinate System**parameter is set to`phi-theta`

,*Q*equals the length of the vector specified by the**Theta Angles (deg)**parameter and*P*equals the length of the vector specified by the**Phi Angles (deg)**parameter.

The quantity

*L*equals the length of the**Operating frequency vector (Hz)**.If this parameter is a

*Q*-by-*P*matrix, the same pattern is applied to*all*frequencies specified in the**Operating frequency vector (Hz)**parameter.If the value is a

*Q*-by-*P*-by-*L*array, each*Q*-by-*P*page of the array specifies a pattern for the*corresponding*frequency specified in the**Operating frequency vector (Hz)**parameter.

**Phase pattern (dB)**This parameter appears when the

**Element type**is set to`Custom Antenna`

.Phase of the combined antenna radiation pattern, specified as a

*Q*-by-*P*matrix or a*Q*-by-*P*-by-*L*array.When the

**Input Pattern Coordinate System**parameter is set to`az-el`

,*Q*equals the length of the vector specified by the**Elevation angles (deg)**parameter and*P*equals the length of the vector specified by the**Azimuth angles (deg)**parameter.When the

**Input Pattern Coordinate System**parameter is set to`phi-theta`

,*Q*equals the length of the vector specified by the**Theta Angles (deg)**parameter and*P*equals the length of the vector specified by the**Phi Angles (deg)**parameter.

The quantity

*L*equals the length of the**Operating frequency vector (Hz)**.If this parameter is a

*Q*-by-*P*matrix, the same pattern is applied to*all*frequencies specified in the**Operating frequency vector (Hz)**parameter.If the value is a

*Q*-by-*P*-by-*L*array, each*Q*-by-*P*page of the array specifies a pattern for the*corresponding*frequency specified in the**Operating frequency vector (Hz)**parameter.

If this parameter is a

*Q*-by-*P*matrix, the same pattern is applied to*all*frequencies specified in the**Operating frequency vector (Hz)**parameter.If the value is a

*Q*-by-*P*-by-*L*array, each*Q*-by-*P*page of the array specifies a pattern for the*corresponding*frequency specified in the**Operating frequency vector (Hz)**parameter.

**MatchArrayNormal**This parameter appears when the

**Element type**is set to`Custom Antenna`

.Select this check box to rotate the antenna element pattern to align with the array normal. When not selected, the element pattern is not rotated.

When the antenna is used in an antenna array and the

**Input Pattern Coordinate System**parameter is`az-el`

, selecting this check box rotates the pattern so that the*x*-axis of the element coordinate system points along the array normal. Not selecting uses the element pattern without the rotation.When the antenna is used in an antenna array and

**Input Pattern Coordinate System**is set to`phi-theta`

, selecting this check box rotates the pattern so that the*z*-axis of the element coordinate system points along the array normal.Use the parameter in conjunction with the

**Array normal**parameter of the`URA`

and`UCA`

arrays.**Polar pattern frequencies (Hz)**This parameter appears when the

**Element type**is set to`Custom Microphone`

.Specify the measuring frequencies of the polar patterns as a 1-by-

*M*vector. The measuring frequencies lie within the frequency range specified by the**Operating frequency vector (Hz)**parameter. Frequency units are in Hz.**Polar pattern angles (deg)**This parameter appears when

**Element type**is set to`Custom Microphone`

.Specify the measuring angles of the polar patterns, as a 1-by-

*N*vector. The angles are measured from the central pickup axis of the microphone, and must be between –180° and 180°, inclusive.**Polar pattern (dB)**This parameter appears when

**Element type**is set to`Custom Microphone`

.Specify the magnitude of the microphone element polar pattern as an

*M*-by-*N*matrix.*M*is the number of measuring frequencies specified in**Polar pattern frequencies (Hz)**.*N*is the number of measuring angles specified in**Polar pattern angles (deg)**. Each row of the matrix represents the magnitude of the polar pattern measured at the corresponding frequency specified in**Polar pattern frequencies (Hz)**and all angles specified in**Polar pattern angles (deg)**. Assume that the pattern is measured in the azimuth plane. In the azimuth plane, the elevation angle is 0° and the central pickup axis is 0° degrees azimuth and 0° degrees elevation. Assume that the polar pattern is symmetric around the central axis. You can construct the microphone’s response pattern in 3-D space from the polar pattern.**Baffle the back of the element**This check box appears only when the

**Element type**parameter is set to`Isotropic Antenna`

or`Omni Microphone`

.Select this check box to baffle the back of the antenna element. In this case, the antenna responses to all azimuth angles beyond ±90° from

*broadside*are set to zero. Define the broadside direction as 0° azimuth angle and 0° elevation angle.

## Ports

**Note**

The block input and output ports correspond to the input and
output parameters described in the `step`

method of
the underlying System object. See link at the bottom of this page.

Port | Description | Supported Data Types |
---|---|---|

`In` | Input signal. The size of the first dimension of the input matrix can vary to simulate a changing signal length. A size change can occur, for example, in the case of a pulse waveform with variable pulse repetition frequency. | Double-precision floating point |

`Y` | Spatial spectrum. | Double-precision floating point |

`Ang` | Estimated DOA angle. | Double-precision floating point |

## See Also

**Introduced in R2014b**