mirror of
https://github.com/gabrielkheisa/control-system.git
synced 2024-11-24 04:13:21 +07:00
82 lines
2.0 KiB
Markdown
82 lines
2.0 KiB
Markdown
# Improved Particle Swarm Optimization on PID Tuning
|
|
This dir is belong to Control System class contains with Tuning PID with ZN1 and PSO on motor system.
|
|
|
|
## Software
|
|
This program ran in Matlab
|
|
|
|
## Variables
|
|
`s = tf('s');` defines `s` as 'frequency domain' for transfer function and will be used further.
|
|
```
|
|
J = 0.01;
|
|
b = 0.1;
|
|
K = 0.01;
|
|
R = 1;
|
|
L = 0.5;
|
|
```
|
|
Those variable comes from BLDC control system.
|
|
```
|
|
c1=2; c2=2; w_max = 1; w_min = 0.1; particles=50; iterations=100;
|
|
var=3; e_max = 1; e_min=0.1;
|
|
|
|
% Search limit
|
|
lim_min = 0;
|
|
lim_max = 2500;
|
|
```
|
|
Variable above is the constant for PSO tuning.
|
|
|
|
|
|
## Testing
|
|
### ITAE Cost Function
|
|
![itae](https://user-images.githubusercontent.com/77116615/191751929-89ff2f77-7e1a-45a4-b535-f8f3a768ecc6.png)
|
|
|
|
### Step Response
|
|
![step](https://user-images.githubusercontent.com/77116615/191751960-eee905b9-e450-41de-8824-f2157e431238.png)
|
|
|
|
### Ramp Response
|
|
![ramp](https://user-images.githubusercontent.com/77116615/191752006-63e2fe9b-69ad-48eb-881d-7adb2b630819.png)
|
|
|
|
### Impulse Response
|
|
![impulse](https://user-images.githubusercontent.com/77116615/191752036-5e05bfd7-9448-437e-ada6-16d9744b1b89.png)
|
|
|
|
### Acceleration Response
|
|
![acceleration](https://user-images.githubusercontent.com/77116615/191752086-4f392de0-202b-429c-adc9-0935d10275b5.png)
|
|
|
|
## Results
|
|
Elapsed time is 18.701024 seconds.
|
|
|
|
### Before PSO-PID
|
|
```
|
|
RiseTime: 1.0161
|
|
SettlingTime: 1.8471
|
|
SettlingMin: 0.0819
|
|
SettlingMax: 0.0907
|
|
Overshoot: 0
|
|
Undershoot: 0
|
|
Peak: 0.0907
|
|
PeakTime: 3.0168
|
|
SSError: 0.9095
|
|
```
|
|
### After PSO-PID
|
|
Kp = 853.3161
|
|
|
|
Ki = 74.1078
|
|
|
|
Kd = 2.4810e+03
|
|
```
|
|
RiseTime: 9.5287e-04
|
|
SettlingTime: 0.0012
|
|
SettlingMin: 0.9949
|
|
SettlingMax: 0.9976
|
|
Overshoot: 0
|
|
Undershoot: 0
|
|
Peak: 0.9976
|
|
PeakTime: 0.0036
|
|
SSError: 0.0024
|
|
```
|
|
|
|
### Notes
|
|
Contact nanda.r.d@mail.ugm.ac.id for more information
|
|
### Links
|
|
You can access the source code here
|
|
[github.com/nandard/control-system.git](https://github.com/nandard/control-system.git)
|