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. 2026 Jul 13;17:1854406. doi: 10.3389/fpls.2026.1854406

Table 4.

Chlorophyll fluorescence parameters and lighting conditions averaged over a 13-day period.

Treatments ETR/ΦPSII
source
ETR
(µmol·m-2·s-1)
ΦPSII PPFD
(µmol·m-2·s-1)
DLI
(mol·m-2·day-1)
BFB-ETR 100 Measured 100.9 ± 11.1 0.687 ± 0.032 351.1 ± 19.4 16.4 ± 0.3
BFB-ΦPSII 0.68 Measured 72.9 ± 23.6 0.646 ± 0.039 265.3 ± 72.1 12.4 ± 1.5
ML-ETR 100 Predicted 101.6 ± 8.7 0.681 ± 0.026 354.3 ± 18.7 16.1 ± 1.8
ML-ΦPSII 0.68 Predicted 97.7 ± 21.0 0.678 ± 0.018 343.4 ± 61.5 15.5 ± 1.9
PPFD 350 Predicted 101.0 ± 9.8 0.677 ± 0.029 353.5 ± 13.9 16.0 ± 1.8

Parameters include electron transport rate (ETR), quantum yield of photosystem II (ΦPSII), photosynthetic photon flux density (PPFD), and daily light integral (DLI).

ETR and ΦPSII were directly measured for the sensor-based treatments (BFB-ETR 100 and BFB- ΦPSII 0.68) using fluorometers, whereas values for the other treatments were predicted using the machine-learning model. Values are means ± standard deviations. DLI values were calculated from daily means (n = 13), whereas all other parameters were derived from 15-min interval measurements (n = 676), representing temporal variability within each treatment.