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Fig 1.

Test plots used for data collection.

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Fig 2.

UAV hyperspectral imaging system.

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Table 1.

Statistical characteristics of chlorophyll content in japonica rice in test plots.

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Fig 3.

Global sensitivity analysis of the input parameters in the PROSPECT model.

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Fig 4.

Noise reduction of hyperspectral information smoothing.

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Fig 5.

Single band correlation analysis results.

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Fig 6.

Selection of characteristic bands of SPA in the canopy layer of japonica rice.

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Table 2.

Orthogonal array test for PSO-ELM.

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Table 3.

Analysis of the PSO-ELM orthogonal array test results.

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Fig 7.

Inversion results of japonica rice canopy chlorophyll content.

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