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Fig 1.

Coordinate systems.

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Fig 1 Expand

Fig 2.

Motion variables for a marine vessel (SNAME 1950).

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Fig 2 Expand

Table 1.

The notation of SNAME (1950) for marine vessels.

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Table 1 Expand

Fig 3.

AUV body configuration.

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Fig 3 Expand

Fig 4.

Vessel center point and thrusters allocation.

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Fig 4 Expand

Fig 5.

Horizontal thrusters geometrical configuration.

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Fig 5 Expand

Fig 6.

Vertical thrusters geometrical configuration 1.

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Fig 6 Expand

Fig 7.

Vertical thrusters geometrical configuration 2.

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Fig 7 Expand

Fig 8.

Gravitational and buoyancy forces acting on center of gravity and center of buoyancy of an underwater vessel.

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Fig 8 Expand

Fig 9.

Angle of attack and side-slip angle for a marine craft.

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Fig 9 Expand

Fig 10.

Thruster parts.

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Fig 10 Expand

Table 2.

DC motor model abbreviations.

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Table 2 Expand

Fig 11.

Control system block diagram.

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Fig 11 Expand

Fig 12.

Continuous-time PID controller block diagram.

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Fig 12 Expand

Fig 13.

Discrete-time STFPID controller block diagram.

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Fig 13 Expand

Fig 14.

Fuzzy logic system.

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Fig 14 Expand

Table 3.

dKp fuzzy rule table.

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Table 3 Expand

Table 4.

dKi fuzzy rule table.

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Table 4 Expand

Table 5.

dKd fuzzy rule table.

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Table 5 Expand

Fig 15.

Inputs membership functions.

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Fig 15 Expand

Fig 16.

Output membership functions.

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Fig 16 Expand

Fig 17.

STFPID controller schematic.

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Fig 17 Expand

Fig 18.

PID.

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Fig 18 Expand

Fig 19.

Thruster control loop.

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Fig 19 Expand

Table 6.

System specifications and values used for the simulation.

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Table 6 Expand

Table 7.

Velocity controller parameters.

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Table 7 Expand

Table 8.

Position controller parameters.

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Table 8 Expand

Fig 20.

x-y plan circle trajectory scenario (without disturbances).

The red trajectory is the output from the fuzzy PID controller, the blue trajectory is the output from the PID controller, and the green-dotted line is the reference trajectory.

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Fig 20 Expand

Fig 21.

x-y plan circle trajectory scenario (with disturbances).

The red line is the output from the fuzzy PID controller, the blue line is the output from the PID controller, and the green-dotted line is the reference.

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Fig 21 Expand

Fig 22.

Time response of yaw orientation of the x-y plan circle trajectory scenario (without disturbances).

The red line is the fuzzy PID yaw angle output, the blue line is the PID yaw angle output, and the green-dotted line is the reference yaw angle.

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Fig 22 Expand

Fig 23.

Time response of x-y plan circle trajectory scenario (without disturbances).

The red line is the output from the fuzzy PID controller, the blue line is the output from the PID controller, and the green-dotted line is the reference.

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Fig 23 Expand

Fig 24.

Time response of x position of the circle trajectory scenario (with disturbances).

The red line is the output from the fuzzy PID controller, the blue line is the output from the PID controller, and the green-dotted line is the reference.

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Fig 24 Expand

Fig 25.

Disturbance effect in n-frame coordinates.

The sinusoidal blue wave is the noise wave in the current disturbance reference frame. The red waves in the three below figures are the current disturbances in the inertial n-frame axes.

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Fig 25 Expand

Fig 26.

Disturbance effect in b-frame coordinates.

The disturbances in the body reference frame.

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Fig 26 Expand

Fig 27.

Attitude control (yaw-pitch-roll sequence).

The red line is the output from the fuzzy PID controller, the blue line is the output from the PID controller, and the green-dotted line is the reference.

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Fig 27 Expand

Fig 28.

Trajectory following of a Mobius shape trajectory in 3D environment.

The red line is the output from the fuzzy PID controller, the blue line is the output from the PID controller, and the green-dotted line is the reference.

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Fig 28 Expand

Fig 29.

Time response of the angular velocity about b-frame z-axis in following Mobius trajectory.

The red line is the output from the fuzzy PID controller, the blue line is the output from the PID controller, and the green-dotted line is the reference.

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Fig 29 Expand

Fig 30.

Time response of the xyz positions of Mobius trajectory.

The red line is the output from the fuzzy PID controller, the blue line is the output from the PID controller, and the green-dotted line is the reference.

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Fig 30 Expand