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A high level matrix language containing M file with MATLAB code is developed to set the five parameters for position control of the piston. The software is analyzed for different values of reference input and the characteristics graph are taken down with the gain of Kp, Ki, and Kd.

Figure 2.8 Flowchart of genetic algorithm.