Submitted:
19 August 2024
Posted:
20 August 2024
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Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Study Area
2.2. Building a Farm Model
2.3. Building the Scheme Models and Blending Scenarios
2.3.1. Simulating Crop Yield Response to Salinity
2.3.2. Simulating Crop Gross Margin and Profit Response to Salinity
2.3.3. Simulating Water Values Response to Salinity
3. Results and Discussion
3.1. Crop Economic Performance by Reallocation of FW with TWW
4. Conclusions
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Parameter | Unit | Jordanian permissible limits for the reuse of reclaimed wastewater for irrigation purposes | Discharge into streams or water bodies | ||||
| Class A (Parks, playgrounds, and sides of roads inside the cities) | Class B (Fruit trees, sides of roads outside the cities, and green areas) | Class C (Industrial crops, field crops, and forest crops) | Class D (Cut flowers) | ||||
| pH | SU | 6.9 | 6.9 | 6.9 | 6.9 | 6.9 | |
| BOD5 | mg/l | 30 | 100 | 200 | 15 | 60 | |
| COD | mg/l | 100 | 200 | 300 | 50 | 150 | |
| TDS | mg/l | 1500 | 1500 | 1500 | 1500 | 1500 | |
| TSS | mg/l | 50 | 100 | 100 | 15 | 60 | |
| NO3- | mg/l | 16 | 16 | 16 | 16 | 20 | |
| TN | mg/l | 70 | 70 | 70 | 70 | 70 | |
| PO4- | mg/l | 10 | 10 | 10 | 10 | 5 | |
| Cl- | mg/l | 500 | 500 | 500 | 500 | 500 | |
| HCO3- | mg/l | 400 | 400 | 400 | 400 | 400 | |
| Na+ | mg/l | 230 | 230 | 230 | 230 | 200 | |
| Mg+ | mg/l | 100 | 100 | 100 | 100 | 60 | |
| Ca+ | mg/l | 230 | 230 | 230 | 230 | 200 | |
| SAR | Unitless | 9 | 9 | 9 | 9 | 6 | |
| E. coli | MPN/100ml | 100 | 1000 | - | 1.1 | 1000 | |
| Parameters | Unit | BAU | S_1 | S_2 | S_3 | S_4 | S_5 |
| Mixing Ratio (TWW/FW) | Percent | 0% | 10% | 25% | 50% | 75% | 100% |
| FW salinity | ECw (µS/cm) | 1117 | 1117 | 1117 | 1117 | 1117 | 1117 |
| TWW salinity | ECw (µS/cm) | 1725 | 1725 | 1725 | 1725 | 1725 | 1725 |
| ECw irrigation water after mixing | ECw (µS/cm) | 1117 | 1178 | 1269 | 1421 | 1573 | 1725 |
| Added T-N after mixing | (mg. /L) | - | 5.97 | 14.93 | 29.86 | 44.78 | 59.71 |
| Added T-P after mixing | (mg /L) | - | 0.94 | 2.35 | 4.70 | 7.04 | 9.39 |
| Added K+ after mixing | (mg/ L) | - | 3.20 | 7.99 | 15.98 | 23.97 | 31.96 |
| Saving cost of fertilizers | US$ /m3 | - | 0.04 | 0.07 | 0.11 | 0.17 | 0.21 |
| Decrease in total fertilizer costs | Percent | - | 5% | 13% | 25% | 38% | 50% |
| Crop | Planted Area (ha) | Cultivated or bearing fruit Areas (ha) | Total Production (ton) | Average Yield (ton/ha) | Net Irrigation Water Requirements (m3/ha) | Total Irrigation Water Demand, annually (MCM) |
| Citrus | 5,894 | 4,543 | 107,463 | 23.66 | 7,500 | 44.206 |
| Date palm | 323 | 202 | 3,542 | 17.55 | 9,580 | 3.092 |
| Grapes | 347 | 167 | 4,837 | 28.92 | 7,000 | 2.43 |
| Olive | 270 | 242 | 762 | 3.15 | 4800 | 1.296 |
| Banana | 136 | 88 | 4,628 | 52.58 | 11,000 | 1.496 |
| Other trees | 227 | 167 | 3,294 | 19.72 | 6,000 | 1.363 |
| Wheat | 833 | 797 | 2,999 | 3.77 | 3,500 | 2.914 |
| Barley | 145 | 120 | 372 | 3.11 | 3000 | 0.434 |
| Other Field crop | 316 | 290 | 7,808 | 26.95 | 4,000 | 1.265 |
| Tomatoes | 520 | 520 | 47,092 | 90.54 | 5,050 | 2.627 |
| Pepper | 349 | 349 | 14,521 | 41.66 | 4,650 | 1.621 |
| Squash | 233 | 233 | 8,372 | 36.00 | 3,250 | 0.757 |
| Other Vegetables | 1,933 | 1,933 | 70,905 | 36.69 | 4,200 | 8.118 |
| Total | 11,525 | 9,649 | 276,595 | 71.619 |
|
Blending ratio Crops |
(a) Threshold (ECe) dS/m |
(b) Slope % per dS/m |
Percentage of crop yield reduction response to water salinity by increasing blending ratios | |||||
| 0% | 10% | 25% | 50% | 75% | 100% | |||
| Citrus | 1.5 | 13.1 | 2.3% | 3.5% | 5.3% | 8.3% | 11.3% | 14.2% |
| Date palm | 4 | 3.6 | - | - | - | - | - | - |
| Grapes | 1.5 | 9.6 | 1.7% | 2.6% | 3.9% | 6.1% | 8.3% | 10.4% |
| Olive | 4.5 | 11 | - | - | - | - | - | - |
| Banana | 1.7 | 10 | - | 0.7% | 2.0% | 4.3% | 6.6% | 8.9% |
| Other trees | 3.65 | 20.4 | - | - | - | - | - | - |
| Wheat | 5.9 | 3.8 | - | - | - | - | - | - |
| Barley | 8 | 5 | - | - | - | - | - | - |
| Other Field crop | 1.5 | 5.7 | 1.0% | 1.5% | 2.3% | 3.6% | 4.9% | 6.2% |
| Tomatoes | 2.5 | 9.9 | - | - | - | - | - | 0.9% |
| Pepper | 1.5 | 14 | 2.5% | 3.7% | 5.6% | 8.8% | 12.0% | 15.2% |
| Squash | 3.2 | 16 | - | - | - | - | - | - |
| Other Vegetables | 3.2 | 16 | - | - | 1.0% | 3.2% | 5.4% | 7.6% |
| Scenarios | S_BAU (0%) |
S_1 (10%) |
S_2 (25%) |
S_3 (50%) |
S_4 (75%) |
S_5 (100%) |
|---|---|---|---|---|---|---|
| Citrus | 10,066 | 9,688 | 9,128 | 8,232 | 7,378 | 6,538 |
| Palm | 23,954 | 24,010 | 24,094 | 24,248 | 24,388 | 24,528 |
| Grapes | 20,300 | 19,880 | 19,264 | 18,284 | 17,318 | 16,394 |
| Olive | 1,162 | 1,176 | 1,190 | 1,218 | 1,232 | 1,260 |
| Banana | 29,848 | 29,386 | 28,392 | 26,782 | 25,214 | 23,688 |
| Other trees | 7,266 | 7,280 | 7,308 | 7,364 | 7,420 | 7,476 |
| Wheat | 854 | 854 | 868 | 896 | 924 | 938 |
| Barley | 924 | 924 | 924 | 938 | 952 | 966 |
| Other Field crop | 8,652 | 8,526 | 8,344 | 8,050 | 7,756 | 7,462 |
| Tomatoes | 8,932 | 8,988 | 9,086 | 9,226 | 9,366 | 9,184 |
| Pepper | 12,208 | 11,648 | 10,836 | 9,520 | 8,274 | 7,084 |
| Squash | 3,206 | 3,290 | 3,430 | 3,654 | 3,878 | 4,102 |
| Other Vegetables | 9,856 | 9,926 | 9,632 | 8,946 | 8,260 | 7,616 |
| Scenarios | S_BAU (0%) |
S_1 (10%) |
S_2 (25%) |
S_3 (50%) |
S_4 (75%) |
S_5 (100%) |
|---|---|---|---|---|---|---|
| Citrus | 8,666 | 8,288 | 7,742 | 6,846 | 5,978 | 5,152 |
| Palm | 20,370 | 20,426 | 20,510 | 20,650 | 20,790 | 20,944 |
| Grapes | 18,228 | 17,808 | 17,192 | 16,212 | 15,246 | 14,322 |
| Olive | 462 | 476 | 490 | 518 | 532 | 560 |
| Banana | 23,814 | 23,352 | 22,358 | 20,748 | 19,180 | 17,654 |
| Other trees | 6,146 | 6,160 | 6,188 | 6,244 | 6,300 | 6,356 |
| Wheat | 518 | 532 | 546 | 574 | 588 | 616 |
| Barley | 770 | 770 | 770 | 784 | 798 | 812 |
| Other Field crop | 7,518 | 7,392 | 7,210 | 6,916 | 6,622 | 6,328 |
| Tomatoes | 6,482 | 6,538 | 6,622 | 6,762 | 6,902 | 6,734 |
| Pepper | 5,838 | 5,292 | 4,466 | 3,164 | 1,904 | 714 |
| Squash | 2,170 | 2,254 | 2,394 | 2,618 | 2,842 | 3,066 |
| Other Vegetables | 9,100 | 9,170 | 8,876 | 8,190 | 7,504 | 6,860 |
| Scenarios | S_BAU (0%) |
S_1 (10%) |
S_2 (25%) |
S_3 (50%) |
S_4 (75%) |
S_5 (100%) |
|---|---|---|---|---|---|---|
| Citrus | 0.81 | 0.78 | 0.73 | 0.63 | 0.55 | 0.46 |
| Palm | 1.36 | 1.37 | 1.37 | 1.39 | 1.40 | 1.41 |
| Grapes | 0.59 | 0.56 | 0.53 | 0.49 | 0.46 | 0.42 |
| Olive | 0.15 | 0.15 | 0.15 | 0.15 | 0.17 | 0.17 |
| Banana | 1.34 | 1.32 | 1.26 | 1.18 | 1.09 | 1.01 |
| Other trees | 0.60 | 0.60 | 0.62 | 0.62 | 0.63 | 0.63 |
| Wheat | 0.21 | 0.22 | 0.22 | 0.22 | 0.24 | 0.24 |
| Barley | 0.21 | 0.21 | 0.21 | 0.22 | 0.22 | 0.22 |
| Other Field crop | 1.83 | 1.81 | 1.76 | 1.69 | 1.64 | 1.57 |
| Tomatoes | 1.76 | 1.78 | 1.79 | 1.82 | 1.85 | 1.82 |
| Pepper | 2.62 | 2.51 | 2.32 | 2.04 | 1.78 | 1.53 |
| Squash | 0.98 | 1.01 | 1.05 | 1.12 | 1.19 | 1.26 |
| Other Vegetables | 2.35 | 2.37 | 2.30 | 2.13 | 1.97 | 1.81 |
| Scenarios |
S_BAU (0%) |
S_1 (10%) |
S_2 (25%) |
S_3 (50%) |
S_4 (75%) |
S_5 (100%) |
| Citrus | 0.63 | 0.59 | 0.53 | 0.45 | 0.36 | 0.28 |
| Palm | 0.98 | 0.99 | 0.99 | 1.02 | 1.04 | 1.05 |
| Grapes | 0.28 | 0.27 | 0.24 | 0.20 | 0.15 | 0.13 |
| Olive | 0.00 | 0.00 | 0.01 | 0.01 | 0.01 | 0.03 |
| Banana | 0.78 | 0.77 | 0.71 | 0.63 | 0.55 | 0.46 |
| Other trees | 0.42 | 0.42 | 0.42 | 0.43 | 0.43 | 0.45 |
| Wheat | 0.13 | 0.13 | 0.13 | 0.14 | 0.14 | 0.14 |
| Barley | 0.15 | 0.17 | 0.17 | 0.17 | 0.17 | 0.18 |
| Other Field crop | 1.55 | 1.53 | 1.48 | 1.41 | 1.34 | 1.29 |
| Tomatoes | 1.29 | 1.29 | 1.32 | 1.34 | 1.37 | 1.33 |
| Pepper | 1.26 | 1.13 | 0.97 | 0.69 | 0.41 | 0.15 |
| Squash | 0.67 | 0.70 | 0.74 | 0.80 | 0.87 | 0.94 |
| Other Vegetables | 2.17 | 2.18 | 2.11 | 1.95 | 1.79 | 1.64 |
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