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Fig 1.

Farm land preparation operation scheduling plan.

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Fig 1 Expand

Fig 2.

Schematic diagram of the technical framework for agricultural machinery path planning and task allocation.

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Fig 3.

Huaxing Farm field annotation (circle mark О indicates the location of the entrance/exit).

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Table 1.

Partial field data of Huaxing Farm.

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Table 1 Expand

Fig 4.

Different operating angles θ = 90°, θ = 180°.

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Fig 5.

Common turning methods.

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Fig 6.

MTSP route planning diagram standard MTSP, multi-objective optimized MTSP.

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Fig 7.

NSGA-III algorithm flow chart.

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Fig 8.

Beluga Whale Optimization algorithm flow chart.

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Fig 9.

Schematic diagram of AIC operation.

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Fig 10.

Agricultural field path planning diagram.

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Table 2.

Planning data for different plots.

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Table 2 Expand

Fig 11.

Iteration curves for agricultural machines with different machine numbers (3, 4, 5, and 6 machines).

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Fig 11 Expand

Fig 12.

HV curves for agricultural machines with different machine numbers (3, 4, 5, and 6 machines).

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Fig 12 Expand

Fig 13.

IGD curves for agricultural machines with different machine numbers (3, 4, 5, and 6 machines).

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Fig 14.

Spread curves for agricultural machines with different machine numbers (3, 4, 5, and 6 machines).

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Table 3.

Algorithm comparison.

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Table 3 Expand