Table 3 Correlation coefficients between photosynthesis parameters and actual yield data from May to August, 2015 to 2020.
From: GOA-optimized deep learning for soybean yield estimation using multi-source remote sensing data
May 2015 | June 2015 | July 2015 | August 2015 | May 2016 | June 2016 | July 2016 | August 2016 | May 2017 | June 2017 | July 2017 | August 2017 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
Sif | 0.2739 | 0.1943 | 0.7722 | 0.7829 | 0.2826 | 0.1254 | 0.7084 | 0.7473 | 0.2001 | 0.1166 | 0.7947 | 0.7850 |
Lai | 0.3721 | 0.1220 | 0.3796 | 0.4543 | 0.3669 | 0.0516 | 0.4771 | 0.4198 | 0.3860 | 0.2345 | 0.3365 | 0.3797 |
Fpar | 0.2850 | 0.0116 | 0.4851 | 0.5739 | 0.2983 | 0.0836 | 0.5860 | 0.4874 | 0.3340 | 0.1025 | 0.5130 | 0.5409 |
Gpp | 0.2618 | 0.1794 | 0.3749 | 0.4186 | 0.2938 | 0.1844 | 0.5934 | 0.5961 | 0.2484 | 0.0453 | 0.4000 | 0.4163 |
PsnNet | 0.2269 | 0.2160 | 0.1145 | 0.1490 | 0.2455 | 0.2399 | 0.4207 | 0.3968 | 0.2298 | 0.0786 | 0.2126 | 0.1836 |
May 2018 | June 2018 | July 2018 | August 2018 | May 2019 | June 2019 | July 2019 | August 2019 | May 2020 | June 2020 | July 2020 | August 2020 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
Sif | 0.0788 | 0.4823 | 0.7287 | 0.7005 | 0.0841 | 0.0088 | 0.5522 | 0.7126 | 0.0438 | 0.0720 | 0.0119 | 0.0151 |
Lai | 0.3098 | 0.2163 | 0.3034 | 0.2857 | 0.2355 | 0.3102 | 0.0483 | 0.2236 | 0.0334 | 0.0725 | 0.0080 | 0.0056 |
Fpar | 0.1876 | 0.2428 | 0.3568 | 0.4919 | 0.1456 | 0.2066 | 0.1692 | 0.4205 | 0.0373 | 0.0606 | 0.0199 | 0.0014 |
Gpp | 0.1298 | 0.3586 | 0.4499 | 0.4332 | 0.0914 | 0.2321 | 0.2419 | 0.2835 | 0.0540 | 0.0467 | 0.0285 | 0.0008 |
PsnNet | 0.0762 | 0.2416 | 0.2581 | 0.3467 | 0.0601 | 0.2302 | 0.2798 | 0.0259 | 0.0537 | 0.0153 | 0.0599 | 0.0196 |