Effective Benchmarks for Optical Turbulence Modeling

Benchmark Model Rank Results
time-series-forecasting-on-mlo-cn2GBRT#1RMSE: 0.428
time-series-forecasting-on-mlo-cn2Mean Window Forecast#2RMSE: 0.481
time-series-forecasting-on-mlo-cn2Minute Climatology#3RMSE: 0.551
time-series-forecasting-on-mlo-cn2RNN#4RMSE: 0.581
time-series-forecasting-on-mlo-cn2Climatology#5RMSE: 0.658
time-series-forecasting-on-mlo-cn2Linear Forecast#6RMSE: 0.930
time-series-forecasting-on-mlo-cn2Persistence#7RMSE: 1.227
time-series-forecasting-on-usna-cn2-shortGBRT#1RMSE: 0.160
time-series-forecasting-on-usna-cn2-shortMean Window Forecast#2RMSE: 0.182
time-series-forecasting-on-usna-cn2-shortRNN#3RMSE: 0.187
time-series-forecasting-on-usna-cn2-shortMinute Climatology#4RMSE: 0.453
time-series-forecasting-on-usna-cn2-shortPersistence#5RMSE: 0.821
time-series-regression-on-mlo-cn2GBRT#1RMSE: 0.212
time-series-regression-on-mlo-cn2RNN#2RMSE: 0.336
time-series-regression-on-mlo-cn2Minute Climatology#3RMSE: 0.504
time-series-regression-on-mlo-cn2Climatology#4RMSE: 0.661
time-series-regression-on-mlo-cn2Persistence#5RMSE: 1.209
time-series-regression-on-usna-cn2-long-termHybrid Air-Water Temperature Difference#1RMSE: 0.458
time-series-regression-on-usna-cn2-long-termRNN#2RMSE: 0.530
time-series-regression-on-usna-cn2-long-termMinute Climatology#3RMSE: 0.625
time-series-regression-on-usna-cn2-long-termClimatology#4RMSE: 0.632
time-series-regression-on-usna-cn2-long-termOffshore Macro Meteorological#5RMSE: 0.675
time-series-regression-on-usna-cn2-long-termAir-Water Temperature Difference#6RMSE: 1.046
time-series-regression-on-usna-cn2-long-termPersistence#7RMSE: 1.208
time-series-regression-on-usna-cn2-long-termMacro Meteorological#8RMSE: 1.217
time-series-regression-on-usna-cn2-long-termGBRT#9RMSE: 1.340
time-series-regression-on-usna-cn2-shortOffshore Macro Meteorological#1RMSE: 0.178
time-series-regression-on-usna-cn2-shortGBRT#2RMSE: 0.299
time-series-regression-on-usna-cn2-shortHybrid Air-Water Temperature Difference#3RMSE: 0.303
time-series-regression-on-usna-cn2-shortLinear Forecast#4RMSE: 0.358
time-series-regression-on-usna-cn2-shortRNN#5RMSE: 0.375
time-series-regression-on-usna-cn2-shortMinute Climatology#6RMSE: 0.452
time-series-regression-on-usna-cn2-shortClimatology#7RMSE: 0.480
time-series-regression-on-usna-cn2-shortPersistence#8RMSE: 0.758
time-series-regression-on-usna-cn2-shortMacro Meteorological#9RMSE: 0.864
time-series-regression-on-usna-cn2-shortAir-Water Temperature Difference#10RMSE: 0.910