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Fig 1.

Power-train schematic at each joint.

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Fig 1 Expand

Fig 2.

Commutation sequence of a BLDC motor.

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Fig 2 Expand

Fig 3.

Torque-position control scheme for BLDC motors.

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Fig 3 Expand

Fig 4.

One iteration of the NSGA-II algorithm.

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Fig 4 Expand

Fig 5.

Robot configuration.

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Fig 5 Expand

Fig 6.

Inverter scheme of each joint.

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Fig 6 Expand

Fig 7.

Tracking error of the desired task.

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Fig 7 Expand

Table 1.

Control gain values of nominal solution.

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Table 1 Expand

Fig 8.

Pareto-Front of the multi-objective optimization problem.

The non-dominated solutions are classified into Group 1, Group 2, and Group 3.

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Fig 8 Expand

Table 2.

Comparative fitness.

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Table 2 Expand

Table 3.

Control gain values for the selected solution.

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Table 3 Expand

Table 4.

Comparison between nominal and selected solutions.

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Table 4 Expand

Fig 9.

Tracking error for the selected solution.

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Fig 9 Expand

Fig 10.

Obtained trajectory in Cartesian space.

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Fig 10 Expand

Fig 11.

Third joint, angular position.

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Fig 11 Expand

Fig 12.

Third joint, voltage and current.

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Fig 12 Expand