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Table 1.

Comparison of the characteristics of the three vision systems.

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Fig 1.

Structure diagram of PID controller.

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Fig 2.

System block diagram of fuzzy control.

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Fig 3.

Fuzzy PID controller.

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Fig 4.

System architecture diagram.

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Fig 5.

Robot equivalent model.

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Table 2.

Description of the algorithm.

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Fig 6.

Neural network structure of trajectory tracking control model.

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Fig 7.

Schematic diagram of the experimental environment.

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Table 3.

Dataset composition and segmentation performance.

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Table 4.

Performance comparison of feature matching methods in unstructured environments.

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Fig 8.

Error statistics of the robot based on linear navigation.

(a) Linear navigation error based on target tracking (b) Linear navigation error based on a given line segment.

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Fig 9.

Error statistics of the robot based on curve navigation.

(a) B-sample curve-based navigation error (b) Irregular curve-based navigation error.

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Fig 10.

Experimental results at 60 mm/s speed of robot.

(a) Navigation error statistics of linear type (b) Navigation error statistics of curved type.

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Fig 11.

Experimental results at 80 mm/s speed of robot.

(a) Navigation error statistics of linear type (b) Navigation error statistics of curved type.

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Table 5.

Performance comparison in dynamic environment with statistical significance.

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Table 6.

Performance comparison in rocky terrain.

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Table 7.

Performance comparison in industrial zones with dynamic obstacles.

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Table 8.

Performance comparison in vegetation-covered paths.

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