Growing Crops in Arid, Drought-Prone Environments: Adaptation and Mitigation
Abstract
:1. Introduction
2. Materials and Methods
2.1. Region of Study
2.2. Data Exploration and Interpretation
3. Results
3.1. Water Availability, Land Use and the Crop Mix
3.2. District’s Performance
3.2.1. Agronomical Performance: Crop Failures and Yields
3.2.2. Economic Performance: Revenue per Hectare and Revenue per Unit of Water
3.2.3. Impacts of Feed Output on the Regional Dairy and Meat Industries
4. Discussion and Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Appendix A. Data with Annotations
A | B | C | D | E | F | G | H | I | |||||||||||||||||||||
Water (Millions of m3) | Land (Hectares) | Irrigation (cm) | |||||||||||||||||||||||||||
Reservoir | Distributed | Irrigated | Excess | Capacity | Seasonal | Perennial | |||||||||||||||||||||||
1998 | 1151.70 | 848.92 | 49,372 | 22,628 | 72,000 | 40,883 | 8489 | 171.9 | |||||||||||||||||||||
1999 | 594.80 | 326.62 | 21,028 | 50,972 | 72,000 | 14,679 | 6349 | 155.3 | |||||||||||||||||||||
2000 | 981.80 | 667.65 | 40,588 | 31,412 | 72,000 | 31,211 | 9377 | 164.5 | |||||||||||||||||||||
2001 | 844.60 | 624.00 | 32,639 | 39,361 | 72,000 | 23,241 | 9398 | 191.2 | |||||||||||||||||||||
2002 | 547.60 | 251.65 | 12,378 | 59,622 | 72,000 | 7593 | 4785 | 203.3 | |||||||||||||||||||||
2003 | 743.70 | 506.45 | 30,685 | 41,315 | 72,000 | 24,187 | 6498 | 165.0 | |||||||||||||||||||||
2004 | 1255.10 | 832.08 | 47,668 | 24,332 | 72,000 | 39,175 | 8493 | 174.6 | |||||||||||||||||||||
2005 | 1742.60 | 715.13 | 52,192 | 19,808 | 72,000 | 43,625 | 8567 | 137.0 | |||||||||||||||||||||
2006 | 1485.60 | 715.13 | 50,572 | 21,428 | 72,000 | 41,970 | 8602 | 141.4 | |||||||||||||||||||||
2007 | 2536.80 | 945.22 | 66,599 | 5401 | 72,000 | 56,568 | 10,031 | 141.9 | |||||||||||||||||||||
2008 | 2137.80 | 944.32 | 57,683 | 14,317 | 72,000 | 48,352 | 9331 | 163.7 | |||||||||||||||||||||
2009 | 3126.15 | 1023.76 | 69,820 | 2180 | 72,000 | 57,956 | 11,864 | 146.6 | |||||||||||||||||||||
2010 | 2925.66 | 1100.00 | 71,573 | 427 | 72,000 | 59,166 | 12,407 | 153.7 | |||||||||||||||||||||
2011 | 2955.93 | 1148.52 | 71,964 | 36 | 72,000 | 59,530 | 12,434 | 159.6 | |||||||||||||||||||||
2012 | 1819.60 | 956.55 | 57,654 | 14,346 | 72,000 | 45,822 | 11,832 | 165.9 | |||||||||||||||||||||
2013 | 1341.35 | 600.00 | 31,721 | 40,279 | 72,000 | 22,431 | 9289 | 189.1 | |||||||||||||||||||||
2014 | 1817.93 | 796.11 | 47,845 | 24,155 | 72,000 | 36,390 | 11,456 | 166.4 | |||||||||||||||||||||
2015 | 1795.14 | 793.23 | 48,386 | 23,614 | 72,000 | 36,804 | 11,582 | 163.9 | |||||||||||||||||||||
2016 | 1764.85 | 799.62 | 49,835 | 22,165 | 72,000 | 39,171 | 10,664 | 160.5 | |||||||||||||||||||||
2017 | 1764.85 | 1036.01 | 64,173 | 7827 | 72,000 | 52,826 | 11,347 | 161.4 | |||||||||||||||||||||
2018 | 2918.99 | 1049.51 | 65,612 | 6388 | 72,000 | 53,325 | 12,287 | 160.0 | |||||||||||||||||||||
Key (by Column) | |||||||||||||||||||||||||||||
A | Year of observation | ||||||||||||||||||||||||||||
B | Water stored at beginning of year, Lázaro Cárdenas dam/reservoir, million cubic meters (Figure 2) | ||||||||||||||||||||||||||||
C | Water distributed to District 017, annually, million cubic meters (Figure 3) | ||||||||||||||||||||||||||||
D,E,F | Surface of land irrigated, excess land (not cultivated), land capacity (maximum surface of irrigable land) (Figure 3) | ||||||||||||||||||||||||||||
G | Surface of land irrigated, seasonal crops (Figure 4) | ||||||||||||||||||||||||||||
H | Surface of land irrigated, seasonal crops (Figure 4) | ||||||||||||||||||||||||||||
I | Computed as: water distributed (Column C)/land irrigated (Column D), scaled in centimeters (Figure 5) | ||||||||||||||||||||||||||||
J | K | L | M | N | O | P | Q | ||||||||||||||||||||||
Perennial Crops (% Total Irrigated Land) | Yields (Tons per Hectare) | ||||||||||||||||||||||||||||
Seasonal | Perennial | Cotton | Corn | Sorghum | Alfalfa | Walnut | |||||||||||||||||||||||
1998 | 17.2 | 30.56 | 27.18 | 5.20 | 42.99 | 47.40 | 55.29 | 2.13 | |||||||||||||||||||||
1999 | 30.2 | 31.82 | 29.01 | 5.16 | 45.00 | 47.40 | 55.16 | 1.58 | |||||||||||||||||||||
2000 | 23.1 | 32.11 | 26.55 | 5.06 | 43.64 | 45.19 | 51.00 | 1.87 | |||||||||||||||||||||
2001 | 28.8 | 25.11 | 29.97 | 5.01 | 42.43 | 31.40 | 54.90 | 1.44 | |||||||||||||||||||||
2002 | 38.7 | 32.16 | 28.12 | 5.11 | 46.42 | 51.49 | 47.71 | 1.93 | |||||||||||||||||||||
2003 | 21.2 | 35.84 | 30.77 | 4.94 | 45.83 | 50.61 | 53.38 | 1.78 | |||||||||||||||||||||
2004 | 17.8 | 32.80 | 33.08 | 5.52 | 47.14 | 53.03 | 50.63 | 1.42 | |||||||||||||||||||||
2005 | 16.4 | 27.22 | 32.54 | 4.96 | 44.44 | 47.47 | 53.77 | 1.78 | |||||||||||||||||||||
2006 | 17.0 | 26.36 | 24.57 | 2.41 | 44.06 | 50.18 | 47.15 | 0.84 | |||||||||||||||||||||
2007 | 15.1 | 35.01 | 23.26 | 4.77 | 44.90 | 57.79 | 39.18 | 1.63 | |||||||||||||||||||||
2008 | 16.2 | 34.24 | 33.46 | 4.87 | 51.20 | 50.05 | 58.62 | 1.94 | |||||||||||||||||||||
2009 | 17.0 | 26.51 | 44.73 | 4.92 | 35.40 | 44.10 | 73.95 | 2.01 | |||||||||||||||||||||
2010 | 17.3 | 21.18 | 38.28 | 5.02 | 44.94 | 46.70 | 70.00 | 1.80 | |||||||||||||||||||||
2011 | 17.3 | 20.69 | 38.37 | 5.02 | 45.09 | 46.57 | 70.00 | 1.80 | |||||||||||||||||||||
2012 | 20.5 | 26.16 | 24.30 | 4.90 | 45.07 | 48.23 | 44.86 | 2.11 | |||||||||||||||||||||
2013 | 29.3 | 29.47 | 19.28 | 4.40 | 45.00 | 55.24 | 36.40 | 2.12 | |||||||||||||||||||||
2014 | 23.9 | 30.36 | 17.09 | 4.30 | 38.36 | 51.77 | 28.68 | 1.60 | |||||||||||||||||||||
2015 | 23.9 | 21.80 | 47.56 | 3.09 | 43.58 | 48.96 | 76.33 | 1.71 | |||||||||||||||||||||
2016 | 21.4 | 24.00 | 42.90 | 4.30 | 45.70 | 42.80 | 63.10 | 1.80 | |||||||||||||||||||||
2017 | 17.7 | 20.10 | 44.10 | 3.50 | 41.30 | 50.80 | 69.00 | 1.10 | |||||||||||||||||||||
2018 | 18.7 | 13.70 | 48.30 | 4.00 | 36.70 | 41.70 | 69.00 | 1.50 | |||||||||||||||||||||
Key (by Column) | |||||||||||||||||||||||||||||
J | Percentage of irrigated land dedicated to perennial crops (Figure 5) | ||||||||||||||||||||||||||||
K,L | Yield (tons of crop per hectare), for all seasonal and perennial crops, respectively (Figure 6) | ||||||||||||||||||||||||||||
M,N,O,P,Q | Yield (tons of crop per hectare), for the main seasonal crops (cotton, corn, sorghum) and main perennial crops (alfalfa, walnut) (Table 1; corn yields reported in Figure 9) | ||||||||||||||||||||||||||||
R | S | T | U | V | W | X | Y | ||||||||||||||||||||||
Prices (MXN per Ton of Crop) | Crop Failure (Hectares) | ||||||||||||||||||||||||||||
Seasonal | Perennial | Cotton | Corn | Sorghum | Alfalfa | Walnut | |||||||||||||||||||||||
1998 | 1586 | 4268 | 13,802 | 800 | 750 | 795 | 85,000 | 549 | |||||||||||||||||||||
1999 | 2159 | 3427 | 11,147 | 780 | 2718 | 793 | 100,294 | 198 | |||||||||||||||||||||
2000 | 1237 | 3472 | 11,977 | 699 | 524 | 700 | 80,025 | 620 | |||||||||||||||||||||
2001 | 1243 | 2166 | 10,079 | 539 | 446 | 708 | 65,869 | 261 | |||||||||||||||||||||
2002 | 1013 | 1811 | 8965 | 502 | 424 | 704 | 38,486 | 91 | |||||||||||||||||||||
2003 | 861 | 1586 | 8903 | 616 | 483 | 853 | 29,718 | 144 | |||||||||||||||||||||
2004 | 1528 | 1218 | 9039 | 1697 | 521 | 711 | 33,874 | 64 | |||||||||||||||||||||
2005 | 1382 | 2253 | 11,748 | 508 | 468 | 722 | 68,948 | 0 | |||||||||||||||||||||
2006 | 851 | 2091 | 11,354 | 426 | 353 | 1039 | 56,407 | 0 | |||||||||||||||||||||
2007 | 725 | 1847 | 5260 | 339 | 392 | 950 | 30,158 | 0 | |||||||||||||||||||||
2008 | 914 | 1485 | 7412 | 485 | 408 | 657 | 32,762 | 0 | |||||||||||||||||||||
2009 | 819 | 1354 | 5990 | 474 | 352 | 802 | 31,008 | 0 | |||||||||||||||||||||
2010 | 1271 | 1547 | 6420 | 428 | 375 | 771 | 36,380 | 0 | |||||||||||||||||||||
2011 | 1226 | 1469 | 6000 | 400 | 350 | 750 | 34,000 | 20 | |||||||||||||||||||||
2012 | 835 | 2033 | 5444 | 250 | 328 | 808 | 30,579 | 0 | |||||||||||||||||||||
2013 | 453 | 2772 | 6050 | 200 | 150 | 1500 | 25,000 | 0 | |||||||||||||||||||||
2014 | 562 | 1350 | 4000 | 450 | 370 | 500 | 22,000 | 0 | |||||||||||||||||||||
2015 | 683 | 617 | 4200 | 250 | 300 | 250 | 20,000 | 0 | |||||||||||||||||||||
2016 | 649 | 768 | 5000 | 300 | 180 | 350 | 26,002 | 0 | |||||||||||||||||||||
2017 | 625 | 379 | 5000 | 250 | 200 | 160 | 22,000 | 0 | |||||||||||||||||||||
2018 | 1381 | 384 | 5000 | 900 | 600 | 190 | 20,003 | 0 | |||||||||||||||||||||
Key (by Column) | |||||||||||||||||||||||||||||
R,S | Price (MXN per ton of crop), for all seasonal and perennial crops, respectively (Figure 7) | ||||||||||||||||||||||||||||
T,U,V,W,X | Price (MXN per ton of crop), for the main seasonal crops (cotton, corn, sorghum) and main perennial crops (alfalfa, walnut) (Table 2) | ||||||||||||||||||||||||||||
Y | Surface affected by crop failure in hectares (Figure 8) | ||||||||||||||||||||||||||||
Z | AA | AB | AC | AD | AE | AF | AG | ||||||||||||||||||||||
Revenue per Hectare | Revenue per Cubic Meter | CPI | Feed Production (Tons) | Milk Production (Thousands of Liters) | Cattle (Heads) | ||||||||||||||||||||||||
Nominal | Real | Nominal | Real | ||||||||||||||||||||||||||
1998 | 18.9 | 51.8 | 1.09 | 2.98 | 36.41 | 787,025 | |||||||||||||||||||||||
1999 | 13.8 | 32.4 | 0.88 | 2.07 | 42.45 | 507,756 | |||||||||||||||||||||||
2000 | 19.4 | 41.7 | 1.16 | 2.50 | 46.48 | 998,182 | |||||||||||||||||||||||
2001 | 19.0 | 38.4 | 0.98 | 1.99 | 49.43 | 841,016 | |||||||||||||||||||||||
2002 | 19.4 | 37.3 | 0.95 | 1.82 | 51.92 | 282,759 | |||||||||||||||||||||||
2003 | 21.7 | 40.0 | 1.31 | 2.41 | 54.28 | 727,723 | 1,870,186 | ||||||||||||||||||||||
2004 | 26.7 | 47.0 | 1.53 | 2.69 | 56.83 | 1,077,567 | 1,899,394 | ||||||||||||||||||||||
2005 | 30.5 | 51.6 | 2.22 | 3.76 | 59.09 | 1,015,054 | 1,995,463 | ||||||||||||||||||||||
2006 | 32.4 | 52.9 | 2.29 | 3.74 | 61.24 | 1,011,772 | 2,122,092 | ||||||||||||||||||||||
2007 | 27.6 | 43.3 | 1.94 | 3.05 | 63.67 | 1,757,661 | 2,173,483 | ||||||||||||||||||||||
2008 | 34.3 | 51.2 | 2.09 | 3.13 | 66.93 | 1,773,614 | 2,255,272 | ||||||||||||||||||||||
2009 | 28.4 | 40.3 | 1.94 | 2.75 | 70.48 | 2,086,224 | 2,090,707 | ||||||||||||||||||||||
2010 | 27.5 | 37.4 | 1.79 | 2.43 | 73.41 | 1,684,007 | 2,092,807 | ||||||||||||||||||||||
2011 | 43.8 | 57.7 | 2.74 | 3.61 | 75.91 | 1,832,022 | 2,117,562 | 561,276 | |||||||||||||||||||||
2012 | 48.1 | 60.9 | 2.90 | 3.67 | 79.03 | 1,750,660 | 2,198,846 | 575,205 | |||||||||||||||||||||
2013 | 36.1 | 44.0 | 1.91 | 2.33 | 82.04 | 1,031,960 | 2,222,040 | 577,859 | |||||||||||||||||||||
2014 | 37.0 | 43.3 | 2.22 | 2.60 | 85.33 | 1,375,422 | 2,274,475 | 598,196 | |||||||||||||||||||||
2015 | 39.3 | 44.8 | 2.40 | 2.73 | 87.65 | 1,151,192 | 2,412,329 | 749,580 | |||||||||||||||||||||
2016 | 50.9 | 56.5 | 3.17 | 3.52 | 90.13 | 1,419,949 | 2,433,821 | 778,844 | |||||||||||||||||||||
2017 | 74.1 | 77.6 | 4.59 | 4.80 | 95.57 | 1,852,341 | 2,453,770 | 829,938 | |||||||||||||||||||||
2018 | 61.1 | 61.1 | 3.82 | 3.82 | 100.00 | 1,800,374 | 2,448,598 | 838,062 | |||||||||||||||||||||
2019 | 855,355 | ||||||||||||||||||||||||||||
2020 | 917,023 | ||||||||||||||||||||||||||||
Key (by Column) | |||||||||||||||||||||||||||||
Z,AA | Revenue per hectare, nominal and real, in thousands MXN (Figure 10) | ||||||||||||||||||||||||||||
AB, AC | Revenue per cubic meter of water, nominal and real, in MXN (Figure 11) | ||||||||||||||||||||||||||||
AD | Consumer Price Index, used to convert nominal revenue into real revenue, in 2018 values | ||||||||||||||||||||||||||||
AE | District production of corn, sorghum and alfalfa, in tons (Figure 12) | ||||||||||||||||||||||||||||
AF | Regional milk production, in thousands of liters (Figure 12) | ||||||||||||||||||||||||||||
AG | Regional beef and dairy cattle, heads (data referred to in Section 3.2.3) |
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Seasonal | Perennial | ||||
---|---|---|---|---|---|
Cotton | Corn | Sorghum | Alfalfa | Walnut | |
Minimum | 2.41 | 35.40 | 31.40 | 28.68 | 0.84 |
Median | 4.92 | 44.90 | 48.23 | 54.90 | 1.78 |
Mean | 4.59 | 43.77 | 48.04 | 55.62 | 1.71 |
Maximum | 5.52 | 51.20 | 57.79 | 76.33 | 2.13 |
Seasonal | Perennial | ||||
---|---|---|---|---|---|
Cotton | Corn | Sorghum | Alfalfa | Walnut | |
Minimum | 4000 | 200 | 150 | 160 | 20,000 |
Median | 6420 | 474 | 392 | 722 | 32,762 |
Mean | 7752 | 538 | 509 | 701 | 42,310 |
Maximum | 13,802 | 1697 | 2718 | 1500 | 100,294 |
Dependent Variable | Constant (t-Statistics) | Slope Coefficient (t-Statistics) | R2 (Adjusted) |
---|---|---|---|
Revenue per hectare (real) | 38.3 (10.27) | 0.958 (3.09) | 0.30 |
Revenue per cubic meter (real) | 2.31 (8.55) | 0.0.67 (2.88) | 0.27 |
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Sisto, N.P.; Severinov, S.; Aboites Manrique, G. Growing Crops in Arid, Drought-Prone Environments: Adaptation and Mitigation. Hydrology 2022, 9, 129. https://doi.org/10.3390/hydrology9080129
Sisto NP, Severinov S, Aboites Manrique G. Growing Crops in Arid, Drought-Prone Environments: Adaptation and Mitigation. Hydrology. 2022; 9(8):129. https://doi.org/10.3390/hydrology9080129
Chicago/Turabian StyleSisto, Nicholas P., Sergei Severinov, and Gilberto Aboites Manrique. 2022. "Growing Crops in Arid, Drought-Prone Environments: Adaptation and Mitigation" Hydrology 9, no. 8: 129. https://doi.org/10.3390/hydrology9080129