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This example shows how to use `loopmargin` to analyze the closed-loop robustness of Simulink models with specified loop-breaking points.

This example is drawn from the Simulink® Control Design™ example "Trimming and Linearizing an Airframe". See this example for details on the operating point specification, linearization I/O objects, and linearization. The airframe autopilot is modeled as follows:

airframemargin

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**Stability Margin Analysis with LOOPMARGIN**

Linearized Stability Margin analysis of the airframe autopilot feedback loops is done using `loopmargin`. Define margin analysis points at the outputs of the Airframe Model block corresponding to the normal acceleration, az, and pitch rate, q.

```
block1 = 'airframemargin/Airframe Model';
port1 = 1;
```

Use `loopmargin` to compute the linearized margins at all loop-opening points (in this case, there are two), at the forward speed of 984 m/s operating condition.

```
[cm,dm,mm,info] = loopmargin('airframemargin',{block1},port1);
```

For comparison, the results are compared with those derived using the commands `linearize` and `allmargin`.

```
L = linearize('airframemargin',info.OperatingPoint,info.LinearizationIO);
cm1 = allmargin(-L)
cm(1)
```

cm1 = GainMargin: [4.5652 2.5055e+03] GMFrequency: [7.1979 314.1593] PhaseMargin: 65.1907 PMFrequency: 2.1463 DelayMargin: 53.0113 DMFrequency: 2.1463 Stable: 1 ans = GainMargin: [4.5652 2.5055e+03] GMFrequency: [7.1979 314.1593] PhaseMargin: 65.1907 PMFrequency: 2.1463 DelayMargin: 53.0113 DMFrequency: 2.1463 Stable: 1

**LOOPMARGIN with Multiple Operating Points**

Create an additional margin analysis point at the output of the Combustion block.

```
block2 = 'airframemargin/Airframe Model';
port2 = 2;
```

Note that there are now two margin analysis points in the Simulink model. The multi-loop stability margins for the two loops are calculated using `loopmargin`. Here the calculation is performed at the single operating point. `CM` (classical margin) and `DM` (disc margin) are 2-by-1 `struct` arrays, while `MM` (multi-loop margin) is a scalar `struct`.

block = {block1; block2}; port = [port1; port2]; [CM,DM,MM,info] = loopmargin('airframemargin',block,port) L = linearize('airframemargin',info.OperatingPoint,info.LinearizationIO); cm2 = allmargin(lft(-1,-L,1,1)) CM(2)

CM = 2x1 struct array with fields: GainMargin GMFrequency PhaseMargin PMFrequency DelayMargin DMFrequency Stable DM = 2x1 struct array with fields: GainMargin PhaseMargin Frequency MM = GainMargin: [0.6218 1.6083] PhaseMargin: [-26.2561 26.2561] Frequency: 3.8690 info = OperatingPoint: [1x1 opcond.OperatingPoint] LinearizationIO: [2x1 linearize.IOPoint] SignalNames: {2x1 cell} L: [2x2 ss] cm2 = GainMargin: [0.3456 17.4301] GMFrequency: [3.4362 49.8484] PhaseMargin: [-78.2436 52.6040] PMFrequency: [1.5686 6.5428] DelayMargin: [313.5079 14.0324] DMFrequency: [1.5686 6.5428] Stable: 1 ans = GainMargin: [0.3456 17.4301] GMFrequency: [3.4362 49.8484] PhaseMargin: [-78.2436 52.6040] PMFrequency: [1.5686 6.5428] DelayMargin: [313.5079 14.0324] DMFrequency: [1.5686 6.5428] Stable: 1

Similarly, the stability margins for the two loops at the three operating points are calculated. `CM` and `DM` are 2-by-3 `struct` arrays, where the second dimension corresponds to dimensions of the `OperPoint` object.

snapt = [0.1; 15; 20]; % snapt = 0 gives a different # of states than snapt>0 [CM,DM,MM,info] = loopmargin('airframemargin',block,port,snapt)

CM = 2x3 struct array with fields: GainMargin GMFrequency PhaseMargin PMFrequency DelayMargin DMFrequency Stable DM = 2x3 struct array with fields: GainMargin PhaseMargin Frequency MM = 1x3 struct array with fields: GainMargin PhaseMargin Frequency info = OperatingPoint: [1x3 opcond.OperatingPoint] LinearizationIO: [2x1 linearize.IOPoint] SignalNames: {2x1 cell} L: [4-D ss]

`info` is a structure with fields `OperatingPoint`, `LinearizationIO`, `L`, and `SignalNames`. `SignalNames` is a cell containing the names of the individual loops.

info.SignalNames

ans = 'Airframe Model/1' 'Airframe Model/2'

Close the model.

```
bdclose('airframemargin')
```

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