Table 1.
Algorithms | Objectives | Calibration | Cross-Validation | Prediction | |||
---|---|---|---|---|---|---|---|
RMSEC | RMSECV | RMSEP | |||||
SPA-SVR | Danshensu | −1.3462 | 0.0205 | −1.6672 | 0.0176 | −1.4600 | 0.0265 |
Ferulic acid | −4.6801 | 0.0145 | −5.2301 | 0.0423 | −0.0021 | 0.0158 | |
Rosmarinic acid | 0.5132 | 0.0424 | 0.4102 | 0.0644 | 0.3652 | 0.0448 | |
Salvianolic acid B | 0.8718 | 0.2929 | 0.7189 | 0.2034 | 0.8100 | 0.3580 | |
Soluble solid | 0.8185 | 0.6091 | 0.7033 | 0.7651 | 0.7189 | 0.7647 | |
CARS-PLSR | Danshensu | 0.9979 | 0.0011 | 0.9223 | 0.0031 | 0.6382 | 0.0163 |
Ferulic acid | 0.9843 | 0.0045 | 0.9456 | 0.0025 | 0.8483 | 0.0057 | |
Rosmarinic acid | 0.9904 | 0.1539 | 0.9754 | 0.1634 | 0.9457 | 0.0092 | |
Salvianolic acid B | 0.9958 | 0.0584 | 0.9192 | 0.1345 | 0.8696 | 0.3749 | |
Soluble solid | 0.9904 | 0.1539 | 0.9312 | 0.2745 | 0.9282 | 0.4512 | |
CNN | Danshensu | 0.8694 | 0.0086 | 0.8423 | 0.0035 | 0.8212 | 0.0096 |
Ferulic acid | 0.8893 | 0.1197 | 0.7356 | 0.0768 | 0.7163 | 0.0213 | |
Rosmarinic acid | 0.9285 | 0.0098 | 0.8749 | 0.0167 | 0.8450 | 0.0143 | |
Salvianolic acid B | 0.8906 | 0.2988 | 0.8876 | 0.3758 | 0.8544 | 0.3371 | |
Soluble solid | 0.8857 | 0.5389 | 0.8831 | 0.5775 | 0.8554 | 0.5812 | |
CARS-CNN | Danshensu | 0.9893 | 0.0024 | 0.9423 | 0.0051 | 0.8458 | 0.0094 |
Ferulic acid | 0.9875 | 0.0016 | 0.9335 | 0.0035 | 0.8667 | 0.0084 | |
Rosmarinic acid | 0.9551 | 0.0078 | 0.9464 | 0.0079 | 0.8491 | 0.0145 | |
Salvianolic acid B | 0.9943 | 0.1953 | 0.9213 | 0.1886 | 0.9246 | 0.2528 | |
Soluble solid | 0.9526 | 0.1197 | 0.9384 | 0.3188 | 0.9415 | 0.3861 |