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