Figure 1

Figure 2

Figure 3

Figure 4

Figure 5

Figure 6

Experimental design for RSM
| SR # | Temperature (°C) | Time (min) | Acid conc. (%) | Substrate conc. (g) | Glucose conc. (mg mL‒1) |
|---|---|---|---|---|---|
| 1 | 30 | 20 | 3 | 1 | 35.201 |
| 2 | 30 | 20 | 3 | 4 | 59.110 |
| 3 | 30 | 60 | 0.5 | 1 | 130.112 |
| 4 | 30 | 60 | 0.5 | 4 | 71.211 |
| 5 | 30 | 20 | 0.5 | 1 | 77.341 |
| 6 | 30 | 20 | 0.5 | 4 | 80.322 |
| 7 | 60 | 40 | 1.75 | 2.5 | 177.109 |
| 8 | 60 | 40 | 1.75 | 2.5 | 181.214 |
| 9 | 30 | 60 | 3 | 1 | 44.221 |
| 10 | 60 | 40 | 4.25 | 2.5 | 11.298 |
| 11 | 60 | 40 | 1.75 | 5.5 | 123.765 |
| 12 | 60 | 40 | 0.25 | 2.5 | 149.246 |
| 13 | 60 | 10 | 1.75 | 2.5 | 69.776 |
| 14 | 60 | 80 | 1.75 | 0.5 | 101.209 |
| 15 | 30 | 60 | 3 | 4 | 14.117 |
| 16 | 60 | 40 | 1.75 | 0.5 | 120.328 |
| 17 | 20 | 40 | 1.75 | 2.5 | 116.821 |
| 18 | 90 | 20 | 0.5 | 1 | 260.671 |
| 19 | 60 | 40 | 1.75 | 2.5 | 178.109 |
| 20 | 90 | 20 | 0.5 | 4 | 329.432 |
| 21 | 90 | 60 | 0.5 | 1 | 363.119 |
| 22 | 100 | 60 | 1.75 | 2.5 | 429.220 |
| 23 | 60 | 40 | 1.75 | 2.5 | 179.402 |
| 24 | 60 | 40 | 1.75 | 2.5 | 177.712 |
| 25 | 90 | 60 | 3 | 1 | 285.996 |
| 26 | 90 | 20 | 3 | 1 | 248.556 |
| 27 | 90 | 20 | 3 | 4 | 306.245 |
| 28 | 60 | 40 | 1.75 | 2.5 | 180.127 |
| 29 | 90 | 60 | 0.5 | 4 | 350.478 |
| 30 | 90 | 60 | 3 | 4 | 229.492 |
Glucose yield (mg mL‒1) during enzymatic hydrolysis
| Time | 6 h | 24 h | 48 h | 72 h |
|---|---|---|---|---|
| Enzyme conc. | mg mL‒1 | mg mL‒1 | mg mL‒1 | mg mL‒1 |
| Control | 80.01 | 80.02 | 80.04 | 80.04 |
| 0.5 mL | 70.91 | 72.11 | 108.31 | 110.12 |
| 1.0 mL | 74.01 | 84.32 | 110.21 | 112.24 |
| 1.5 mL | 81.41 | 96.89 | 112.22 | 115.12 |
| 2.0 mL | 85.11 | 104.01 | 116.19 | 118.21 |
FTIR Spectrum of Pongamia pinnata seeds
| Sr. # | Wave number (cm−1) | Functional group | Bond |
|---|---|---|---|
| 1 | 3273.11 | Alcohol | O–H |
| 2 | 2920.51 | Alkane | C–H |
| 3 | 2850.99 | Alkane | C–H |
| 4 | 1708.89 | Carbonyl | C–O |
| 5 | 1624.30 | Alkenes | C–C |
| 6 | 1405.47 | Phenols | –OH bending vibrations, –C–O–H in-plane bending vibrations,–CH3 out-of-plane bending vibrations, –CH2 – wagging and twisting vibrations |
| 7 | 1227.37 | Amines | N–H, C–O (hemicellulose) |
| 8 | 1020.53 | Halogen | C–F (guaiacyl unit of lignin) and C–O (primary alcohol and cellulose) |
| 9 | 756.02 | Halogen | C–Cl |
Seeds for sustainable biodiesel and bioethanol production
| Source | Sum of squares | df | Mean square | F-value | p-value | |
|---|---|---|---|---|---|---|
| Model | 3.545 × 10+5 | 14 | 25319.56 | 78.65 | <0.0001 | Significant |
| A-temperature | 2.655 × 10+5 | 1 | 2.655 × 10+5 | 824.65 | <0.0001 | |
| B-time | 1226.37 | 1 | 1226.37 | 3.81 | 0.0699 | |
| C-acid conc. | 14299.02 | 1 | 14299.02 | 44.41 | <0.0001 | |
| D-subs. conc. | 45.74 | 1 | 45.74 | 0.1421 | 0.7115 | |
| AB | 280.38 | 1 | 280.38 | 0.8709 | 0.3655 | |
| AC | 45.81 | 1 | 45.81 | 0.1423 | 0.7113 | |
| AD | 891.32 | 1 | 891.32 | 2.77 | 0.1169 | |
| BC | 3673.57 | 1 | 3673.57 | 11.41 | 0.0041 | |
| BD | 6855.05 | 1 | 6855.05 | 21.29 | 0.0003 | |
| CD | 1.70 | 1 | 1.70 | 0.0053 | 0.9431 | |
| A² | 42696.64 | 1 | 42696.64 | 132.62 | <0.0001 | |
| B² | 11642.50 | 1 | 11642.50 | 36.16 | <0.0001 | |
| C² | 9683.89 | 1 | 9683.89 | 30.08 | <0.0001 | |
| D² | 2324.56 | 1 | 2324.56 | 7.22 | 0.0169 | |
| Residual | 4829.19 | 15 | 321.95 | |||
| Lack of fit | 4816.85 | 10 | 481.68 | 195.10 | <0.0001 | Significant |
| Pure error | 12.34 | 5 | 2.47 | |||
| Cor total | 3.593 × 10+5 | 29 |
Coded and uncoded values of the variables for the Box–Behnken design
| Sr. # | Coded values of variables | −α | −1 | 0 | +1 | +α |
|---|---|---|---|---|---|---|
| Variables uncoded values | ||||||
| 1 | Temperature (°C) | 30 | 60 | 80 | 90 | 100 |
| 2 | Acid concentrations (%) | 0.25 | 0.5 | 1.75 | 53 | 4.25 |
| 3 | Time (min) | 20 | 30 | 40 | 60 | 80 |
| 4 | Substrate concentrations (g) | 0.5 | 1 | 2.5 | 4 | 5.5 |
Model Summary
| S | R-sq | R-sq (adjusted) | R-sq (predicted) |
|---|---|---|---|
| 17.94 | R 2 = 98.66% | 97.40% | 93.70% |
Regression Equation in Uncoded Units
| Enzyme activity | = |
|---|---|
| +170.02 | |
| +117.61 | A |
| +7.61 | B |
| −27.07 | C |
| +1.49 | D |
| +4.05 | AB |
| −1.69 | AC |
| +7.46 | AD |
| −15.15 | BC |
| −19.70 | BD |
| −0.3256 | CD |
| +71.42 | A² |
| −28.84 | B² |
| −24.23 | C² |
| −11.59 | D² |