Submitted:
15 November 2024
Posted:
18 November 2024
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Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Chemical Reagents
2.2. Papaya Coagulants Preparation
2.3. Determination of Functional Groups in Carica Papaya
2.4. Preparation of Synthetic Surface Water
2.5. Design of Experiments
2.6. Jar Test
2.7. Analytical Methods
3. Results
4. Discussion
4.1. Coagulation and Flocculation Activity
4.2. Functional Groups in Carica papaya
4.3. Coagulants Test with Real Surface Water
5. Conclusions
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
Appendix A
| Outputs Final Turbidity FT (FAU) | |||||||||||||||
| Aluminum Sulfate | Papaya peel | Papaya seed | |||||||||||||
| E | Final turbidity FT (FAU) (1) | Final turbidity FT (FAU) (2) | Final turbidity FT (FAU) (3) | Final turbidity FT (FAU) average | Standard deviation (FAU) | Final turbidity FT (FAU) (1) | Final turbidity FT (FAU) (2) | Final turbidity FT (FAU) (3) | Final turbidity FT (FAU) average | Standard deviation (FAU) | Final turbidity FT (FAU) (1) | Final turbidity FT (FAU) (2) | Final turbidity FT (FAU) (3) | Final turbidity FT (FAU) average | Standard deviation (FAU) |
| 1 | 20 | 18 | 17 | 18 | 1.53 | 17 | 17 | 17 | 17 | 0.00 | 20 | 21 | 21 | 21 | 0.58 |
| 2 | 7 | 6 | 7 | 7 | 0.58 | 18 | 19 | 17 | 18 | 1.00 | 4 | 1 | 1 | 2 | 1.73 |
| 3 | 4 | 4 | 4 | 4 | 0.00 | 12 | 15 | 16 | 14 | 2.08 | 6 | 4 | 7 | 6 | 1.53 |
| 4 | 18 | 18 | 17 | 18 | 0.58 | 2 | 3 | 2 | 2 | 0.59 | 20 | 19 | 18 | 19 | 1.00 |
| 5 | 3 | 4 | 2 | 3 | 1.00 | 21 | 22 | 22 | 22 | 0.58 | 12 | 12 | 12 | 12 | 0.00 |
| 6 | 14 | 14 | 14 | 14 | 0.00 | 24 | 22 | 21 | 22 | 1.51 | 21 | 21 | 20 | 21 | 0.58 |
| 7 | 15 | 16 | 16 | 16 | 0.58 | 33 | 37 | 36 | 35 | 2.08 | 7 | 7 | 5 | 6 | 1.15 |
| 8 | 2 | 3 | 2 | 2 | 0.58 | 25 | 26 | 24 | 25 | 1.00 | 17 | 14 | 13 | 15 | 2.08 |
| 9 | 9 | 9 | 9 | 9 | 0.00 | 28 | 28 | 28 | 28 | 0.00 | 23 | 21 | 18 | 21 | 2.52 |
| 10 | 5 | 5 | 5 | 5 | 0.00 | 29 | 30 | 27 | 29 | 1.53 | 19 | 18 | 20 | 19 | 1.00 |
| 11 | 12 | 10 | 9 | 10 | 1.53 | 16 | 17 | 15 | 16 | 1.00 | 36 | 35 | 36 | 36 | 0.58 |
| 12 | 6 | 3 | 5 | 5 | 1.53 | 17 | 22 | 23 | 21 | 3.21 | 18 | 17 | 19 | 18 | 1.00 |
| 13 | 16 | 17 | 14 | 16 | 1.53 | 12 | 11 | 13 | 12 | 1.00 | 3 | 4 | 2 | 3 | 1.00 |
| 14 | 15 | 12 | 12 | 13 | 1.73 | 12 | 12 | 12 | 12 | 0.00 | 26 | 26 | 25 | 26 | 0.58 |
| 15 | 5 | 4 | 3 | 4 | 1.00 | 28 | 28 | 27 | 28 | 0.58 | 15 | 15 | 15 | 15 | 0.00 |
| Outputs Final Total Suspended Solids TSS (mg/L) | |||||||||||||||
| Aluminum Sulfate | Papaya peel | Papaya seed | |||||||||||||
| EXPERIMENT | Total suspended solids TSS (mg/L) (1) | Total suspended solids TSS (mg/L) (2) | Total suspended solids TSS (mg/L) (3) | Total suspended solids TSS (mg/L) average | Standard deviation (FAU) | Total suspended solids TSS (mg/L) (1) | Total suspended solids TSS (mg/L) (2) | Total suspended solids TSS (mg/L) (3) | Total suspended solids TSS (mg/L) average | Standard deviation (FAU) | Total suspended solids TSS (mg/L) (1) | Total suspended solids TSS (mg/L) (2) | Total suspended solids TSS (mg/L) (3) | Total suspended solids TSS (mg/L) average | Standard deviation (FAU) |
| 1 | 12 | 16 | 15 | 14 | 2.08 | 18 | 14 | 19 | 17 | 2.65 | 13 | 10 | 15 | 13 | 2.52 |
| 2 | 17 | 11 | 16 | 15 | 3.21 | 19 | 15 | 18 | 17 | 2.08 | 0 | 0 | 2 | 1 | 1.15 |
| 3 | 8 | 11 | 10 | 10 | 1.53 | 14 | 18 | 13 | 15 | 2.65 | 6 | 7 | 8 | 7 | 1.00 |
| 4 | 22 | 16 | 20 | 19 | 3.06 | 18 | 12 | 19 | 16 | 3.79 | 28 | 33 | 24 | 28 | 4.51 |
| 5 | 12 | 5 | 6 | 8 | 3.79 | 13 | 9 | 13 | 12 | 2.31 | 23 | 20 | 25 | 23 | 2.52 |
| 6 | 19 | 18 | 12 | 16 | 3.79 | 45 | 54 | 41 | 47 | 6.66 | 20 | 22 | 25 | 22 | 2.52 |
| 7 | 21 | 20 | 28 | 23 | 4.36 | 52 | 43 | 45 | 47 | 4.73 | 3 | 0 | 1 | 1 | 1.53 |
| 8 | 14 | 8 | 1 | 8 | 6.51 | 10 | 12 | 12 | 11 | 1.15 | 27 | 23 | 20 | 23 | 3.51 |
| 9 | 23 | 14 | 15 | 17 | 4.93 | 34 | 41 | 36 | 37 | 3.61 | 23 | 13 | 18 | 18 | 5.00 |
| 10 | 16 | 13 | 17 | 15 | 2.08 | 40 | 35 | 36 | 37 | 2.65 | 18 | 25 | 21 | 21 | 3.51 |
| 11 | 18 | 15 | 14 | 16 | 2.08 | 42 | 35 | 38 | 38 | 3.51 | 40 | 35 | 34 | 36 | 3.21 |
| 12 | 13 | 9 | 19 | 14 | 5.03 | 7 | 7 | 6 | 7 | 0.58 | 19 | 16 | 14 | 16 | 2.52 |
| 13 | 10 | 6 | 12 | 9 | 3.06 | 11 | 15 | 17 | 14 | 3.06 | 5 | 7 | 4 | 5 | 1.53 |
| 14 | 26 | 18 | 22 | 22 | 4.00 | 31 | 21 | 24 | 25 | 5.13 | 35 | 27 | 32 | 31 | 4.04 |
| 15 | 14 | 11 | 9 | 11 | 2.52 | 16 | 15 | 14 | 15 | 1.00 | 21 | 17 | 17 | 18 | 2.31 |
| Outputs Final Characteristics of the floc CF (WI) | |||||||||||||||
| Aluminum Sulfate | Papaya peel | Papaya seed | |||||||||||||
| EXPERIMENT | Characteristics of the floc CF (WI) (1) | Characteristics of the floc CF (WI) (2) | Characteristics of the floc CF (WI) (3) | Characteristics of the floc CF (WI) average | Standard deviation (FAU) | Characteristics of the floc CF (WI) (1) | Characteristics of the floc CF (WI) (2) | Characteristics of the floc CF (WI) (3) | Characteristics of the floc CF (WI) average | Standard deviation (FAU) | Characteristics of the floc CF (WI) (1) | Characteristics of the floc CF (WI) (2) | Characteristics of the floc CF (WI) (3) | Characteristics of the floc CF (WI) average | Standard deviation (FAU) |
| 1 | 6 | 6 | 6 | 6 | 0.00 | 10 | 10 | 8 | 10 | 1.15 | 6 | 6 | 6 | 6 | 0.00 |
| 2 | 6 | 6 | 6 | 6 | 0.00 | 8 | 8 | 8 | 8 | 0.00 | 6 | 6 | 6 | 6 | 0.00 |
| 3 | 8 | 8 | 8 | 8 | 0.00 | 8 | 8 | 8 | 8 | 0.00 | 6 | 6 | 6 | 6 | 0.00 |
| 4 | 6 | 6 | 6 | 6 | 0.00 | 10 | 8 | 10 | 10 | 1.15 | 6 | 6 | 6 | 6 | 0.00 |
| 5 | 6 | 6 | 6 | 6 | 0.00 | 10 | 10 | 10 | 10 | 0.00 | 6 | 6 | 8 | 6 | 1.15 |
| 6 | 2 | 2 | 4 | 2 | 1.15 | 6 | 6 | 6 | 6 | 0.00 | 4 | 4 | 4 | 4 | 0.00 |
| 7 | 6 | 6 | 6 | 6 | 0.00 | 6 | 4 | 6 | 6 | 1.15 | 8 | 8 | 8 | 8 | 0.00 |
| 8 | 8 | 8 | 8 | 8 | 0.00 | 10 | 10 | 8 | 10 | 1.15 | 6 | 6 | 6 | 6 | 0.00 |
| 9 | 6 | 8 | 8 | 8 | 1.15 | 8 | 8 | 8 | 8 | 0.00 | 6 | 6 | 6 | 6 | 0.00 |
| 10 | 8 | 8 | 8 | 8 | 0.00 | 6 | 8 | 8 | 8 | 1.15 | 8 | 8 | 6 | 8 | 1.15 |
| 11 | 6 | 4 | 4 | 4 | 1.15 | 10 | 10 | 10 | 10 | 0.00 | 6 | 6 | 6 | 6 | 0.00 |
| 12 | 6 | 6 | 6 | 6 | 0.00 | 8 | 10 | 10 | 10 | 1.15 | 6 | 6 | 6 | 6 | 0.00 |
| 13 | 8 | 8 | 6 | 8 | 1.15 | 6 | 8 | 8 | 8 | 1.15 | 6 | 8 | 8 | 8 | 1.15 |
| 14 | 6 | 6 | 6 | 6 | 0.00 | 10 | 10 | 10 | 10 | 0.00 | 6 | 6 | 8 | 6 | 1.15 |
| 15 | 6 | 6 | 6 | 6 | 0.00 | 10 | 8 | 10 | 10 | 1.15 | 6 | 6 | 6 | 6 | 0.00 |
References
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| Input variable | Notation | Units | Low level (-1) | Medium level (0) | High level (+1) |
|---|---|---|---|---|---|
| Initial turbidity | IT | FAU | 40 | 90 | 140 |
| Coagulant dosage | CD | ppm | 20 | 50 | 80 |
| pH | pH | 5 | 7 | 9 |
| Parameters of the Coagulation Process | |||
|---|---|---|---|
| Experiment | Initial Turbidity IT (FAU) | Coagulant dosage CD (ppm) |
pH |
| 1 | 90 | 50 | 7 |
| 2 | 90 | 80 | 5 |
| 3 | 90 | 50 | 5 |
| 4 | 140 | 50 | 9 |
| 5 | 40 | 50 | 5 |
| 6 | 140 | 50 | 5 |
| 7 | 90 | 20 | 9 |
| 8 | 40 | 50 | 9 |
| 9 | 90 | 50 | 9 |
| 10 | 90 | 80 | 9 |
| 11 | 140 | 80 | 7 |
| 12 | 40 | 20 | 7 |
| 13 | 90 | 20 | 5 |
| 14 | 140 | 20 | 7 |
| 15 | 40 | 80 | 7 |
| Outputs | |||||||||
|---|---|---|---|---|---|---|---|---|---|
| Aluminum Sulfate | Papaya peel | Papaya seed | |||||||
| EXPERIMENT | Final turbidity FT (FAU) | Total suspended solids TSS (mg/L) | Characteristics of the floc CF (WI) | Final turbidity FT (FAU) | Total suspended solids TSS (mg/L) | Characteristics of the floc CF (WI) | Final turbidity FT (FAU) | Total suspended solids TSS (mg/L) | Characteristics of the floc CF (WI) |
| 1 | 18 | 14 | 6 | 17 | 17 | 10 | 21 | 13 | 6 |
| 2 | 7 | 15 | 6 | 18 | 17 | 8 | 2 | 1 | 6 |
| 3 | 4 | 10 | 8 | 14 | 15 | 8 | 6 | 7 | 6 |
| 4 | 18 | 19 | 6 | 2 | 16 | 10 | 19 | 28 | 6 |
| 5 | 3 | 8 | 6 | 22 | 12 | 10 | 12 | 23 | 6 |
| 6 | 14 | 16 | 2 | 22 | 47 | 6 | 21 | 22 | 4 |
| 7 | 16 | 23 | 6 | 35 | 47 | 6 | 6 | 1 | 8 |
| 8 | 2 | 8 | 8 | 25 | 11 | 10 | 15 | 23 | 6 |
| 9 | 9 | 17 | 8 | 28 | 37 | 8 | 21 | 18 | 6 |
| 10 | 5 | 15 | 8 | 29 | 37 | 8 | 19 | 21 | 8 |
| 11 | 10 | 16 | 4 | 16 | 38 | 10 | 36 | 36 | 6 |
| 12 | 5 | 14 | 6 | 21 | 7 | 10 | 18 | 16 | 6 |
| 13 | 16 | 9 | 8 | 12 | 14 | 8 | 3 | 5 | 8 |
| 14 | 13 | 22 | 6 | 12 | 25 | 10 | 26 | 31 | 6 |
| 15 | 4 | 11 | 6 | 28 | 15 | 10 | 15 | 18 | 6 |
| FT (FAU) | TSS (mg/L) | CF (WI) | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Papaya peel | Papaya seed | Aluminum sulfate | Papaya peel | Papaya seed | Aluminum sulfate | Papaya peel | Papaya seed | Aluminum sulfate | |||
| a1 | 31.3091 | -101.797 | -31.1236 | b1 | 59.2165 | 25.5884 | -22.9781 | c1 | -5.62815 | 18.5468 | 14.5525 |
| a2 | -0.04655 | -0.07433 | 0.138668 | b2 | -0.36183 | -0.29648 | 0.171382 | c2 | 0.040251 | -0.19659 | -0.092219 |
| a3 | -11.6468 | 36.1297 | 7.65359 | b3 | -27.3304 | 8.9887 | 6.31391 | c3 | 6.45544 | -2.59667 | -2.50787 |
| a4 | 0.507106 | -0.30036 | 0.246193 | b4 | 0.895681 | -1.04993 | 0.0909228 | c4 | -0.16982 | 0.020056 | 0.0759597 |
| a5 | 0.004005 | -0.00441 | -0.001471 | b5 | 0.005222 | -0.0035 | 0.0023405 | c5 | -0.00075 | 0.001281 | 5.119E-07 |
| a6 | -0.03395 | 0.056542 | -0.007704 | b6 | -0.02261 | 0.0997456 | -0.05779 | c6 | 0.005549 | 0.008532 | 0.0163995 |
| a7 | -0.00061 | 0.002215 | -0.000414 | b7 | 0.000769 | 0.0005044 | -0.0005198 | c7 | 1.18E-05 | 3.24E-06 | -0.000339 |
| a8 | 1.39663 | -2.57544 | -0.578494 | b8 | 2.61075 | -0.977873 | -0.210481 | c8 | -0.54785 | 0.137286 | 0.110931 |
| a9 | -0.05251 | -0.01234 | 0.0124483 | b9 | -0.06888 | 0.0150918 | 0.0079366 | c9 | 0.011878 | 0.004975 | 0.0048158 |
| a10 | -0.00115 | 0.002108 | -0.001166 | b10 | -0.00111 | 0.0055889 | -0.0002166 | c10 | 0.000396 | 0.000332 | -0.000633 |
| Peak at wave numbers (cm-1) |
Assignments |
|---|---|
|
527 – 1051 |
Galacturonic acid in peptic polysaccharides. Pyranose absorption vibrations |
|
1014 |
C6–O6H, C–O, C=O and C–C–O stretching, denoting phenols, alcohols, and esters |
|
1143 - 1233 |
Ether (R-O-R) and ring C-C bonds in pectin molecules. Peptic polysaccharides rich in galacturonic acid and Xylose that contains hemicellulosic polysaccharides |
|
1319 |
cellulose and hemicellulose |
|
1319 - 1376 |
Symmetrical stretching vibrations due to the COO- group of polygalacturonic acid |
|
1508 |
Carboxylic groups |
|
1618 |
presence of primary amide groups- protein content |
|
1618 - 1735 |
non-esterified and esterified carboxyl groups in pectin |
| 1735 | C=O stretching vibration of groups such as carboxylic acids, aldehydes, acetyl, and ketones |
| 1992 – 2142 | C=O stretching vibration of methyl ester |
|
2852 – 2919 |
aliphatic C-H stretching from carbonyl-containing (aldehydes) aromatic compounds |
|
2919 |
C-H stretching and CH2 asymmetrical stretching of alkane groups |
|
3272-3284 |
O-H and N-H stretching. Hydroxyl group in pectin |
| COAGULANT | Optimal DC (ppm) | TF (FAU) | SST (mg/L) | CF | %TRE | %TSSRE |
|---|---|---|---|---|---|---|
| Aluminum Sulfate | 110 | 54 | 59 | 6 | 78.14 | 79.00 |
| Papaya seed | 30 | 23 | 24 | 8 | 90.69 | 91.46 |
| Papaya peel | 60 | 76 | 75 | 6 | 69.23 | 73.30 |
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