Bread Wheat Productivity in Response to Humic Acid Supply and Supplementary Irrigation Mode in Three Northwestern Coastal Sites of Egypt
Abstract
:1. Introduction
2. Materials and Methods
2.1. Geographic and Climatic Data of the Studied Sites
2.2. Soil Characteristics of the Studied Field Sites
2.3. Experimental Design and Treatment Details
2.4. Agronomical Management Practices
2.5. Agronomic Traits, Grain Yield, and Its Components
2.6. Statistical Analysis
3. Results
3.1. Analysis of Variance (ANOVA) Results
3.2. Experimental Factors Effects on Wheat Traits
3.3. The First-Order Interaction Effect on Wheat Traits
3.4. The Second-Order Interaction Effect on Wheat Traits
3.5. Stress Tolerance Index (STI)
3.6. Pearson’s Correlation Coefficient
3.7. Principal Component Analysis (PCA)
4. Discussion
5. Conclusions
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- FAO. 2019. Available online: http://www.fao.org/3/cb1329en/CB1329EN.pdf (accessed on 21 July 2021).
- Ghasemi-Mobtaker, H.; Kaab, A.; Rafiee, S. Application of life cycle analysis to assess environmental sustainability of wheat cultivation in the west of Iran. Energy 2020, 193, 116768. [Google Scholar] [CrossRef]
- USDA. United States Department of Agriculture. World Agricultural Production. March 2022. Available online: https://apps.fas.usda.gov/psdonline/circulars/production.pdf (accessed on 8 April 2022).
- FAO. FAOSTAT Wheat Production Statistics 2016. Available online: www.fao.org/faostat/en/#data/TP (accessed on 20 June 2020).
- Abd El-Mageed, T.A.; El-Sherif, A.M.; Abd El-Mageed, S.A.; Abdou, N.M. A novel compost alleviate drought stress for sugar beet production grown in Cd-contaminated saline soil. Agric. Water Manag. 2019, 226, 105831. [Google Scholar] [CrossRef]
- Rady, M.O.A.; Semida, W.M.; Howladar, S.M.; Abd El-Mageed, T.A. Raised beds modulate physiological responses, yield and water use efficiency of wheat (Triticum aestivu L.) under deficit irrigation. Agric. Water Manag. 2021, 245, 106629. [Google Scholar] [CrossRef]
- Rady, M.O.A.; Semida, W.M.; Abd El-Mageed, T.A.; Howladar, S.M.; Shaaban, A. Foliage applied selenium improves photosynthetic efficiency, antioxidant potential and wheat productivity under drought stress. Int. J. Agric. Biol. 2020, 24, 1293–1300. [Google Scholar]
- Food and Agriculture Organization of the UN (FAO). AQUASTAT-FAO’s Global Information System on Water and Agriculture. Available online: http://www.fao.org/aquastat/en/ (accessed on 20 December 2019).
- Shaaban, A.; Al-Elwany, O.A.; Abdou, N.M.; Hemida, K.A.; El-Sherif, A.; Abdel-Razek, M.A.; Semida, W.M.; Mohamed, G.F.; Abd El-Mageed, T.A. Filter mud enhanced yield and soil properties of water-stressed Lupinus termis L. in saline calcareous soil. J. Soil Sci. Plant Nutr. 2022, 22, 1572–1588. [Google Scholar] [CrossRef]
- Ouda, S.; Noreldin, T.; Alarcón, J.J.; Ragab, R.; Caruso, G.; Sekara, A.; Abdelhamid, M.T. Response of spring wheat (Triticum aestivum) to deficit irrigation management under the semi-arid environment of Egypt: Field and modeling study. Agriculture 2021, 11, 90. [Google Scholar] [CrossRef]
- Ouda, S.A.H.; Noreldin, T.; Amer, A. Rain fed areas in Egypt: Obstacles and opportunities. In Management of Climate Induced Drought and Water Scarcity in Egypt; Springer: Cham, Switzerland, 2016; pp. 27–46. [Google Scholar]
- Agami, R.A.; Alamri, S.A.M.; Abd El-Mageed, T.A.; Abousekken, M.S.M.; Hashem, M. Salicylic acid and proline enhance water use efficiency, antioxidant defense system and tissues anatomy of wheat plants under field deficit irrigation stress. J. Appl. Bot. Food Qual. 2019, 92, 360–370. [Google Scholar] [CrossRef]
- Kumar, A.; Verma, R.P.; Singh, A.; Sharma, H.K.; Devi, G. Barley landraces: Ecological heritage for edaphic stress adaptations and sustainable production. Environ. Sustain. Indic. 2020, 6, 100035. [Google Scholar] [CrossRef]
- Cooper, P.J.M.; Gregory, P.J.; Keating, J.D.H.; Brown, S.C. Effects of fertilizer, variety and site on barley production under rainfed conditions in Northern Syria 2. Soil water dynamics and crop water use. Field Crops Res. 1987, 16, 67–84. [Google Scholar] [CrossRef]
- Man, J.; Shi, Y.; Yu, Z.; Zhang, Y. Root growth, soil water variation, and grain yield response of winter wheat to supplemental irrigation. Plant Prod. Sci. 2016, 19, 193–205. [Google Scholar] [CrossRef] [Green Version]
- Ilbeyi, A.; Ustun, H.; Oweis, T.; Pala, M.; Benli, B. Wheat water productivity and yield in a cool highland environment: Effect of early sowing with supplemental irrigation. Agric. Water Manag. 2006, 82, 399–410. [Google Scholar] [CrossRef]
- Benli, B.; Pala, M.; Stockle, C.; Oweis, T. Assessment of winter wheat production under early sowing with supplemental irrigation in a cold highland environment using CropSyst simulation model. Agric. Water Manag. 2007, 93, 45–53. [Google Scholar] [CrossRef]
- Xiao, G.; Zhang, Q.; Xiong, Y.; Lin, M.; Wang, J. Integrating rainwater harvesting with supplemental irrigation into rain-fed spring wheat farming. Soil Till. Res. 2007, 93, 429–437. [Google Scholar] [CrossRef]
- Erekul, O.; Gotz, K.P.; Gurbuz, T. Effect of supplemental irrigation on yield and bread-making quality of wheat (Triticum aestivum L.) varieties under the Mediterranean climatical conditions. Turk. J. Field Crops 2012, 17, 78–86. [Google Scholar]
- Tadayon, M.R.; Ebrahimi, R.; Tadayyon, A. Increased water productivity of wheat under supplemental irrigation and nitrogen application in a semi-arid region. J. Agric. Sci. Technol. 2012, 14, 995–1003. [Google Scholar]
- Keatinge, J.D.H.; Neate, P.J.; Shepherd, K.D. The role of fertilizer management in the development and expression of crop drought stress in cereals under mediterranean environmental conditions. Exp. Agric. 1985, 21, 209–222. [Google Scholar] [CrossRef]
- Singh, R.S.; Prihar, Y.S.S.; Singh, P. Effects of N fertilization on yield and water use efficiency of dryland wheat as affected by stored water and rainfall. Agron. J. 1975, 67, 599–603. [Google Scholar] [CrossRef]
- Cattivelli, F.S.; Sayed, A.H.; Hu, X.; Lee, D.; Vespa, P. Mathematical models of cerebral hemodynamics for detection of vasospasm in major cerebral arteries. In Acta Neurochirurgica Supplements; Springer: Vienna, Austria, 2008; pp. 63–69. [Google Scholar]
- Qiao, J.; Wang, J.; Zhao, D.; Zhou, W.; Schwenke, G.; Yan, T.; Li Liu, D. Optimizing N fertilizer rates sustained rice yields, improved N use efficiency, and decreased N losses via runoff from rice-wheat cropping systems. Agric. Ecosys Environ. 2022, 324, 107724. [Google Scholar] [CrossRef]
- Mekdad, A.A.; El-Sherif, A.; Rady, M.M.; Shaaban, A. Culture management and application of humic acid in favor of Helianthus annuus L. oil yield and nutritional homeostasis in a dry environment. J. Soil Sci. Plant Nutr. 2021, 22, 71–86. [Google Scholar] [CrossRef]
- Semida, W.M.; Abd El-Mageed, T.A.; Howladar, S.M.; Mohamed, G.F.; Rady, M.M. Response of Solanum melongena l. seedlings grown under saline calcareous soil conditions to a new organo-mineral fertilizer. J. Anim. Plant Sci. 2015, 25, 485–493. [Google Scholar]
- Khan, R.U.; Khan, M.Z.; Khan, A.; Saba, S.; Hussain, F.; Jan, I.U. Effect of humic acid on growth and crop nutrient status of wheat on two different soils. J. Plant Nutr. 2018, 41, 453–460. [Google Scholar] [CrossRef]
- Olk, D.C.; Dinnes, D.L.; Scoresby, J.R.; Callaway, C.R.; Darlington, J.W. Humic products in agriculture: Potential benefits and research challenges a review. J. Soils Sediment 2018, 18, 2881–2891. [Google Scholar] [CrossRef]
- Rady, M.M.; Boriek, S.H.K.; Abd El-Mageed, T.A.; El-Yazal, M.A.S.; Ali, E.F.; Hassan, F.A.S.; Abdelkhalik, A. Exogenous gibberellic acid or dilute bee honey boosts drought stress tolerance in Vicia faba by rebalancing osmoprotectants, antioxidants, nutrients, and phytohormones. Plants 2021, 10, 748. [Google Scholar] [CrossRef] [PubMed]
- Dinçsoy, M.; Sönmez, F. The effect of potassium and humic acid applications on yield and nutrient contents of wheat (Triticum aestivum L. var. Delfii) with same soil properties. J. Plant Nutr. 2019, 42, 2757–2772. [Google Scholar] [CrossRef]
- Piccolo, A.; Nardi, S.; Concheri, G. Structural characteristics of humic substances as regulated to nitrate uptake and growth regulation in plant systems. Soil Biol. Biochem. 1992, 24, 373–380. [Google Scholar] [CrossRef]
- Abdelrasheed, K.G.; Mazrou, Y.; Omara, A.E.; Osman, H.S.; Nehela, Y.; Hafez, E.M.; Rady, A.; El-Moneim, D.A.; Alowaiesh, B.F.; Gowayed, S.M. Soil amendment using biochar and application of K-humate enhance the growth, productivity, and nutritional value of onion (Allium cepa L.) under deficit irrigation conditions. Plants 2021, 10, 2598. [Google Scholar] [CrossRef]
- IUSS Working Group WRB. World Reference Base for Soil Resources 2014, Update 2015. International Soil Classification System for Naming Soils and Creating Legends for Soil Maps; World Soil Resources Reports No. 106; FAO: Rome, Italy, 2015. [Google Scholar]
- Page, A.I.; Miller, R.H.; Keeny, D.R. Methods of Soil Analysis. Part II. Chemical and Microbiological Methods, 2nd ed; American Society of Agronomy: Madison, WI, USA, 1982; pp. 225–246. [Google Scholar]
- Klute, A. Water retention: Laboratory methods. Methods Soil Anal. Part 1 Phys. Mineral. Methods 1986, 5, 635–662. [Google Scholar] [CrossRef]
- Sun, H.; Shen, Y.; Yu, Q.; Flerchinger, G.N.; Zhang, Y.; Liu, C.; Zhang, X. Effect of precipitation change on water balance and WUE of the winter wheat-summer maize rotation in the North China Plain. Agric. Water Manag. 2010, 97, 1139–1145. [Google Scholar] [CrossRef]
- Razali, N.; Wah, Y.B. Power comparisons of Shapiro-Wilk, Kolmogorov-Smirnov, Lilliefors and Anderson-Darling tests. J. Stat. Modeling Anal. 2011, 2, 21–33. [Google Scholar]
- Levene, H. Robust tests of equality of variances. In Contributions to Probability and Statistics, Essays in Honor of Harold Hoteling; Olkin, I., Ghurye, S.G., Hoeffding, W., Madow, W.G., Mann, H.B., Eds.; Stanford University Press: Stanford, CA, USA, 1960; pp. 278–292. [Google Scholar]
- Steel, R.G.D.; Torrie, J.H. Dickey DA Principles and Procedures of Statistics: A Biometrical Approach, 3rd ed.; McGraw Hill: New York, NY, USA, 1997. [Google Scholar]
- Gomes, F.P. Curso de Estatística Experimental, 15th ed.; Esalq: Piracicaba, Brazil, 2009; p. 477. [Google Scholar]
- Fernandez, G.C. Effective selection criteria for assessing plant stress tolerance. In Proceedings of the International Symposium on Adaptation of Food Crops to Temperature and Water Stress, Taiwan, China, 13–16 August 1992; pp. 257–270. [Google Scholar]
- Sharma, S. Applied Multivariate Techniques; Wiley: New York, NY, USA, 1996. [Google Scholar]
- Delfine, S.; Tognetti, R.; Desiderio, E.; Alvino, A. Effect of foliar application of N and humic acids on growth and yield of durum wheat. Agron. Sustain. Dev. 2005, 25, 183–191. [Google Scholar] [CrossRef]
- Vergara-Diaz, O.; Kefauver, S.C.; Elazab, A.; Nieto-Taladriz, M.T.; Araus, J.L. Grain yield losses in yellow-rusted durum wheat estimated using digital and conventional parameters under field conditions. Crop J. 2015, 3, 200–210. [Google Scholar] [CrossRef] [Green Version]
- Gagliardi, A.; Carucci, F.; Masci, S.; Flagella, Z.; Gatta, G.; Giuliani, M.M. Effects of genotype, growing season and nitrogen level on gluten protein assembly of durum wheat grown under mediterranean conditions. Agronomy 2020, 10, 755. [Google Scholar] [CrossRef]
- Pačuta, V.; Rašovský, M.; Michalska-Klimczak, B.; Wyszyňski, Z. Grain yield and quality traits of durum wheat (Triticum durum Desf.) treated with seaweed- and humic acid-based biostimulants. Agronomy 2021, 11, 1270. [Google Scholar] [CrossRef]
- Shew, A.M.; Tack, J.B.; Nalley, L.L.; Petronella, C. Yield reduction under climate warming varies among wheat cultivars in South Africa. Nat. Commun. 2020, 11, 4408. [Google Scholar] [CrossRef]
- Chowdhury, M.K.; Hasan, M.A.; Bahadur, M.M.; Islam, M.R.; Hakim, M.A.; Iqbal, M.A.; Javed, T.; Raza, A.; Shabbir, R.; Sorour, S.; et al. Evaluation of drought tolerance of some wheat (Triticum aestivum L.) genotypes through phenology, growth, and physiological indices. Agronomy 2021, 11, 1792. [Google Scholar] [CrossRef]
- Taheri, S.; Jalal, S.; Farid, S.; Thohirah, L.A. Effects of drought stress condition on the yield of spring wheat (Triticum aestivum) lines. Afr. J. Biotech. 2011, 10, 18339–18348. [Google Scholar] [CrossRef]
- Grzesiak, S.; Natalia, H.; Piotr, S.; Maciej, T.; Angelika, N.; Magdalena, S. Variation among wheat (Triticum easativum L.) genotypes in response to the drought stress: I—Selection approaches. J. Plant Interact. 2019, 14, 30–44. [Google Scholar] [CrossRef] [Green Version]
- Koua, A.P.; Oyiga, B.C.; Baig, M.M.; Léon, J.; Ballvora, A. Breeding driven enrichment of genetic variation for key yield components and grain starch content under drought stress in winter wheat. Front. Plant Sci. 2012, 12, 684205. [Google Scholar] [CrossRef]
- Oyiga, B.C.; Sharma, R.; Shen, J.; Baum, M.; Ogbonnaya, F.; Léon, J. Identification and characterization of salt tolerance of wheat germplasm using a multivariable screening approach. J. Agron. Crop Sci. 2016, 202, 472–485. [Google Scholar] [CrossRef]
- Beltrano, J.; Ronco, M.G. Improved tolerance of wheat plants (Triticum aestivum L.) to drought stress and rewatering by the arbuscular mycorrhizal fungus Glomus claroideum: Effect on growth and cell membrane stability. Braz. J. Plant Physiol. 2009, 20, 29–37. [Google Scholar] [CrossRef]
- Farooq, M.; Mubshar, H.; Kadambot, H.; Siddique, M. Drought stress in wheat during flowering and grain-filling periods. Crit. Rev. Plant Sci. 2014, 33, 331–349. [Google Scholar] [CrossRef]
- Daryanto, S.; Wang, L.; Jacinthe, P.A. Global synthesis of drought effects on maize and wheat production. PLoS ONE 2016, 11, e0156362. [Google Scholar] [CrossRef] [PubMed]
- Kadam, N.N.; Struik, P.C.; Rebolledo, M.C.; Yin, X.; Jagadish, S.K. Genome-wide association reveals novel genomic loci controlling rice grain yield and its component traits under water-deficit stress during the reproductive stage. J. Exp. Bot. 2018, 69, 4017–4032. [Google Scholar] [CrossRef] [PubMed]
- Mohammadi, R. Breeding for increased drought tolerance in wheat: A review. Crop Pasture Sci. 2018, 69, 223–241. [Google Scholar] [CrossRef]
- Mehraban, A.; Tobe, A.; Gholipouri, A.; Amiri, E.; Ghafari, A.; Rostaii, M. The effects of drought stress on yield, yield components, and yield stability at different growth stages in bread wheat cultivar (Triticum aestivum L.). Pol. J. Environ. Stud. 2019, 28, 739–746. [Google Scholar] [CrossRef]
- Chandrasekar, V.; Sairam, R.K.; Srivastava, G.C. Physiological and biochemical responses of hexaploid and tetraploid wheat to drought stress. J. Agron. Crop Sci. 2000, 185, 219–227. [Google Scholar] [CrossRef]
- Tahir, M.M.; Khurshid, M.; Khan, M.Z.; Abbasi, M.K.; Kazmi, M.H. Lignite-derived humic acid effect on growth of wheat plants in different soils. Pedosphere 2011, 21, 124–131. [Google Scholar] [CrossRef]
- Manzoor, A.; Riaz, A.K.; Dost, M. Humic acid and micronutrient effects on wheat yield and nutrients uptake in salt affected soils. Int. J. Agric. Biol. 2014, 16, 991–995. [Google Scholar]
- El-Hashash, E.F.; Agwa, A.M. Genetic parameters and stress tolerance index for quantitative traits in barley under different drought stress severities. Asian J. Res. Crop Sci. 2018, 1, 1–16. [Google Scholar] [CrossRef]
- Yehia, W.M.B.; El-Hashash, E.F. Correlation and multivariate analysis across non-segregation and segregation generations in two cotton crosses. Egypt. J. Agric. Res. 2012, 99, 354–364. [Google Scholar] [CrossRef]
- He, D.; Shibo, F.; Hanyue, L.; Enli, W.; Dong, W. Contrasting yield responses of winter and spring wheat to temperature rise in China. Environ. Res. Lett. 2020, 15, 124038. [Google Scholar] [CrossRef]
- Zhang, Y.; Qiu, X.; Yin, T.; Liao, Z.; Liu, B.; Liu, L. The impact of global warming on the winter wheat production of China. Agronomy 2021, 11, 1845. [Google Scholar] [CrossRef]
- Chen, X.; Wu, J.; Opoku-Kwanowaa, Y. Effects of returning granular corn straw on soil humus composition and humic acid structure characteristics in saline-alkali soil. Sustainability 2020, 12, 1005. [Google Scholar] [CrossRef] [Green Version]
- Kotzé, E.; Loke, P.F.; Akhosi-Setaka, M.C.; Du Preez, C.C. Land use change affecting soil humic substances in three semi-arid agro ecosystems in South Africa. Agric. Ecosys. Environ. 2016, 216, 194–202. [Google Scholar] [CrossRef]
- Júnior, G.A.; Pereira, R.A.; Sodré, G.A.; Gross, E. Humic acids from vermicompost positively infl uence the nutrient uptake in mangosteen seedlings. Pesqui. Agropecuária Trop. 2019, 49, 1–8. [Google Scholar] [CrossRef]
- El-Hashash, E.F. Genetic diversity of soybean yield based on cluster and principal component analyses. J. Adv. Biol. Biotech. 2016, 10, 1–9. [Google Scholar] [CrossRef]
- Hegab, R.H.; Fawy, H.A.; Habib, A.A.M. Evaluates effect of amino acids, humic acid and antioxidants as foliar application on the biochemical content and productivity of wheat under North Sinai soils conditions. Am. J. Agric. Forest. 2020, 8, 167–174. [Google Scholar] [CrossRef]
- Elshabrawi, H.M.; Bakry, B.A.; Ahmed, M.A.; Abouellail, M. Humic and oxalic acid stimulates grain yield and induces accumulation of plastidial carbohydrate metabolism enzymes in wheat grown under sandy soil conditions. Agric. Sci. 2015, 6, 175–185. [Google Scholar] [CrossRef] [Green Version]
- Van Oosten, M.J.; Pepe, O.; De Pascale, S.; Silletti, S.; Maggio, A. The role of biostimulants and bioeffectors as alleviators of abiotic stress in crop plants. Chem. Biol. Technol. Agric. 2017, 4, 5. [Google Scholar] [CrossRef] [Green Version]
- Roomi, S.; Masi, A.; Conselvan, G.B.; Trevisan, S.; Quaggiotti, S.; Pivato, M. Protein profiling of arabidopsis roots treated with humic substances: Insights into the metabolic and interactome networks. Front. Plant Sci. 2018, 871, 1812. [Google Scholar] [CrossRef] [Green Version]
- Abou Tahoun, A.M.; El-Enin, M.M.A.; Mancy, A.G.; Sheta, M.H.; Shaaban, A. Integrative soil application of humic acid and foliar plant growth stimulants improves soil properties and wheat yield and quality in nutrient-poor sandy soil of a semiarid region. J. Soil Sci. Plant Nutr. 2022, 22, 851–858. [Google Scholar] [CrossRef]
- Shen, J.; Guo, M.J.; Wang, Y.G.; Yuan, X.Y.; Wen, Y.Y.; Song, X.; Dong, S.Q.; Guo, P.Y. Humic acid improves the physiological and photosynthetic characteristics of millet seedlings under drought stress. Plant Signal. Behav. 2020, 15, 8. [Google Scholar] [CrossRef] [PubMed]
- Dalal, A.; Bourstein, R.; Haish, N.; Shenhar, I.; Wallach, R.; Moshelion, M. Dynamic physiological phenotyping of drought-stressed pepper plants treated with productivity-enhancing and survivability-enhancing biostimulants. Front. Plant Sci. 2019, 10, 905. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Negin, B.; Moshelion, M. The advantages of functional phenotyping in pre-field screening for drought-tolerant crops. Funct. Plant Biol. 2016, 44, 107–118. [Google Scholar] [CrossRef]
Season | Al-Qasr | El-Neguilla | Abo Kwela | |||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Temperature (°C) | RH (%) | WS (m s−1) | Solar Radiation (MJ m−2 d−1) | Temperature (°C) | RH (%) | WS (m s−1) | Solar Radiation (MJ m−2 d−1) | Temperature (°C) | RH (%) | WS (m s−1) | Solar Radiation (MJ m−2 d−1) | |||||
Min | Max | Min | Max | Min | Max | |||||||||||
2019/2020 | November | 9.65 | 28.3 | 66.1 | 2.40 | 13.2 | 10.01 | 28.9 | 62.6 | 5.23 | 15.3 | 9.16 | 29.9 | 56.2 | 2.45 | 8.6 |
December | 3.39 | 22.2 | 71.9 | 3.78 | 10.2 | 3.96 | 22.7 | 71.5 | 6.98 | 12.4 | 4.42 | 23.3 | 71.1 | 3.37 | 6.6 | |
January | 3.37 | 17.8 | 74.0 | 3.98 | 11.3 | 3.49 | 17.7 | 74.3 | 5.74 | 11.1 | 3.83 | 17.9 | 75.9 | 3.21 | 6.8 | |
February | 4.37 | 22.1 | 74.3 | 3.58 | 14.7 | 4.50 | 22.1 | 74.1 | 6.96 | 14.8 | 4.19 | 21.9 | 73.7 | 3.25 | 9.1 | |
March | 4.91 | 25.7 | 67.4 | 3.98 | 20.8 | 4.99 | 27.3 | 64.6 | 6.38 | 20.6 | 4.97 | 29.1 | 61.6 | 3.73 | 12.0 | |
April | 8.00 | 29.1 | 65.2 | 3.16 | 25.2 | 8.13 | 30.1 | 62.1 | 8.21 | 28.5 | 7.65 | 31.8 | 57.9 | 3.25 | 15.5 | |
May | 9.89 | 39.9 | 56.7 | 3.43 | 27.1 | 10.26 | 40.4 | 54.1 | 9.79 | 30.2 | 9.63 | 41.6 | 47.3 | 3.52 | 18.5 | |
2020/2021 | November | 7.22 | 24.0 | 79.6 | 2.88 | 12.3 | 7.33 | 23.9 | 77.8 | 12.01 | 29.8 | 6.37 | 24.8 | 76.4 | 2.61 | 7.9 |
December | 8.32 | 25.1 | 62.0 | 3.32 | 14.7 | 5.50 | 20.3 | 76.9 | 8.68 | 15.7 | 5.11 | 22.2 | 73.9 | 2.53 | 7.1 | |
January | 5.08 | 19.7 | 79.3 | 2.51 | 10.8 | 10.8 | 17.1 | 63.0 | 4.89 | 7.12 | 6.87 | 25.8 | 68.2 | 2.87 | 7.8 | |
February | 10.76 | 18.6 | 58.0 | 4.90 | 20.7 | 10.65 | 18.5 | 58.0 | 5.32 | 15.2 | 4.11 | 24.1 | 72.2 | 3.20 | 10.5 | |
March | 10.92 | 26.8 | 57.0 | 4.88 | 25.9 | 12.91 | 22.2 | 57.0 | 4.94 | 22.1 | 6.12 | 15.6 | 74.3 | 3.98 | 8.0 | |
April | 11.66 | 30.5 | 55.0 | 3.85 | 34.5 | 15.72 | 25.4 | 56.0 | 4.89 | 26.4 | 8.24 | 31.0 | 77.2 | 3.91 | 16.3 | |
May | 17.80 | 33.1 | 55.0 | 4.99 | 33.1 | 18.03 | 30.7 | 60.0 | 4.82 | 30.0 | 8.55 | 43.0 | 66.5 | 2.56 | 17.8 |
Soil Property | Al-Qasr | El-Neguilla | Abo Kwela | |||
---|---|---|---|---|---|---|
2019/2020 | 2020/2021 | 2019/2020 | 2020/2021 | 2019/2020 | 2020/2021 | |
Physical Characteristics | ||||||
Coarse sand (%) | 45.78 | 36.97 | 38.76 | 35.22 | 42.87 | 37.11 |
Fine sand (%) | 38.20 | 44.60 | 40.80 | 47.16 | 34.11 | 45.32 |
Silt (%) | 14.30 | 16.32 | 19.46 | 15.74 | 21.04 | 15.21 |
Clay (%) | 1.72 | 2.11 | 0.98 | 1.88 | 1.98 | 2.36 |
Texture class | SL | SL | SL | SL | SL | SL |
Chemical properties: | ||||||
pH | 8.35 | 8.27 | 8.50 | 8.11 | 8.40 | 7.25 |
ECe (dS m−1) | 2.40 | 6.00 | 4.50 | 9.30 | 3.10 | 8.80 |
Soluble Cations (meq 100−1 g) | ||||||
Mg2+ | 0.70 | 1.60 | 1.00 | 2.50 | 0.69 | 2.60 |
Ca2+ | 0.81 | 2.60 | 1.50 | 3.16 | 1.30 | 3.90 |
Na+ | 0.74 | 1.04 | 1.46 | 2.81 | 1.35 | 1.70 |
K+ | 0.27 | 0.96 | 0.67 | 0.84 | 0.19 | 0.66 |
Soluble Anions (meq 100−1 g) | ||||||
HCO3- | 1.0 | 2.06 | 1.03 | 3.60 | 0.83 | 3.50 |
Cl- | 0.38 | 1.25 | 0.6 | 1.70 | 1.0 | 2.24 |
SO42- | 1.14 | 2.89 | 3.00 | 4.01 | 1.7 | 3.12 |
A. Supplemental Irrigation (SI) | |||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Treatment | Description | Total Amount of Supplemental and Rain Irrigation Water (m3 ha−1) | |||||||||||
2019/2020 | 2020/2021 | ||||||||||||
Al-Qasr | El-Neguilla | Abo Kwela | Al-Qasr | El-Neguilla | Abo Kwela | ||||||||
Rain | SI | Rain | SI | Rain | SI | Rain | SI | Rain | SI | Rain | SI | ||
Normal | Wheat plants were irrigated with three supplemental irrigations at stages of stem elongation, flowering, and grain filling. | 2154 | 1751 | 1815 | 2090 | 1242 | 2663 | 2070 | 1751 | 1300 | 2521 | 1100 | 2721 |
Drought | Wheat plants were irrigated with three supplemental irrigations (60% of water amount applied at normal level) at stages of stem elongation, flowering, and grain filling. | 2154 | 189 | 1815 | 528 | 1242 | 1101 | 2070 | 223 | 1300 | 993 | 1100 | 1193 |
B. Humic Acid (HA) | |||||||||||||
HA0 | 0 kg ha−1 HA addition | ||||||||||||
HA30 | 30 kg ha−1 of HA mixed well with 200 kg of fine sand was added once at planting for each site | ||||||||||||
HA60 | 60 kg ha−1 of HA mixed well with 200 kg of fine sand was added once at planting for each site |
Component | Concentration (%) | Component | Concentration (%) |
---|---|---|---|
Pure HA content | 90.3 | Iron (Fe) | 0.61 |
Nitrogen (N) | 0.94 | Manganese (Mn) | 0.09 |
Phosphorus (P) | 1.04 | Zinc (Zn) | 0.32 |
Potassium (K) | 1.46 | Copper (Cu) | 0.55 |
Calcium (Ca) | 2.81 | Sodium (Na) | 0.04 |
Magnesium (Mg) | 0.92 | Others | 0.44 |
Sulfur (S) | 0.48 |
S. O. V. | PH (cm) | TI (%) | SL (cm) | SNS | SD | NSm2 | SY | BY | GY | T-GW (g) | WUE | PUE |
---|---|---|---|---|---|---|---|---|---|---|---|---|
(t ha−1) | (kg m−3) | |||||||||||
E | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** |
SI | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** | 0.02 * | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** | 0.03 * | 0.00 ** |
HA | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** | 0.06 * | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** |
E × SI | 0.00 ** | 0.00 ** | 0.07 * | 0.00 ** | 0.00 ** | 0.00 ** | 0.02 * | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** |
E × HA | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** | 0.04 * | 0.02 * | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** |
SI × HA | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** | 0.02 * | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** |
E × SI × HA | 0.00 ** | 0.00 ** | 0.00 ** | 0.32 ns | 0.05 * | 0.03 * | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** | 0.00 ** |
C.V. % | 4.39 | 5.14 | 4.39 | 6.14 | 6.11 | 8.11 | 7.80 | 5.93 | 6.38 | 4.45 | 6.48 | 7.18 |
Factor | PH (cm) | TI (%) | SL (cm) | SNS | SD | NSm2 |
---|---|---|---|---|---|---|
E | ||||||
Abo Kwela 2019/20 | 44.4 ± 3.9c | 1.37 ± 0.07b | 6.06 ± 0.37c | 12.23 ± 0.53e | 2.06 ± 0.06c | 113.6 ± 5.40c |
Abo Kwela 2020/21 | 44.0 ± 3.6d | 1.39 ± 0.06a | 6.22 ± 0.38b | 12.55 ± 0.54d | 2.07 ± 0.05c | 116.4 ± 5.10b |
El-Neguilla 2019/20 | 58.7 ± 2.2a | 0.77 ± 0.01f | 5.99 ± 0.29d | 15.31 ± 1.01b | 2.52 ± 0.07b | 63.1 ± 2.29d |
El-Neguilla 2020/21 | 58.4 ± 2.0a | 0.89 ± 0.05e | 5.95 ± 0.32d | 15.67 ± 1.15a | 2.57 ± 0.04a | 57.5 ± 4.60e |
AL-Qasr 2019/20 | 44.3 ± 0.8c | 1.14 ± 0.03c | 6.26 ± 0.19b | 10.92 ± 0.38f | 1.75 ± 0.03e | 136.8 ± 8.28a |
AL-Qasr 2020/21 | 45.6 ± 0.7b | 1.06 ± 0.02d | 6.79 ± 0.23a | 13.20 ± 0.65c | 1.94 ± 0.05d | 137.6 ± 8.00a |
SI | ||||||
Normal | 54.3 ± 3.1a | 1.14 ± 0.10a | 7.01 ± 0.10a | 15.25 ± 1.20a | 2.18 ± 0.18a | 117.8 ± 16.90a |
Drought | 44.2 ± 3.4b | 1.08 ± 0.11b | 5.42 ± 0.16b | 11.37 ± 0.35b | 2.12 ± 0.10b | 90.5 ± 12.47b |
HA | ||||||
0 kg ha−1 (HA0) | 41.1 ± 3.5c | 0.95 ± 0.08c | 5.17 ± 0.30c | 10.97 ± 0.35c | 2.15 ± 0.13c | 85.4 ± 10.72c |
30 kg ha−1 (HA30) | 49.8 ± 3.1b | 1.11 ± 0.10b | 6.30 ± 0.09b | 13.28 ± 0.85b | 2.12 ± 0.14b | 102.8 ± 15.52b |
60 kg ha−1 (HA60) | 56.9 ± 3.4a | 1.26 ± 0.14a | 7.17 ± 0.21a | 15.69 ± 1.08a | 2.19 ± 0.16a | 124.3 ± 17.23a |
Factor | SY | BY | GY | T-GW (g) | WUE | PUE |
(t ha−1) | (kg m−3) | |||||
E | ||||||
Abo Kwela 2019/20 | 4.04 ± 0.25d | 5.44 ± 0.42c | 1.41 ± 0.20c | 31.3 ± 2.5c | 0.42 ± 0.10c | 1.13 ± 0.30b |
Abo Kwela 2020/21 | 4.49 ± 0.28b | 5.90 ± 0.44b | 1.43 ± 0.21c | 32.3 ± 2.6b | 0.43 ± 0.09c | 1.28 ± 0.41a |
El-Neguilla 2019/20 | 2.92 ± 0.27e | 3.87 ± 0.39d | 0.96 ± 0.12e | 31.6 ± 1.1c | 0.29 ± 0.07e | 0.53 ± 0.06f |
El-Neguilla 2020/21 | 2.93 ± 0.28e | 3.89 ± 0.40d | 0.98 ± 0.13d | 32.4 ± 1.2b | 0.30 ± 0.07d | 0.75 ± 0.06e |
AL-Qasr 2019/20 | 4.24 ± 0.31c | 5.91 ± 0.50b | 1.66 ± 0.20b | 35.0 ± 2.9a | 0.51 ± 0.16b | 0.77 ± 0.34d |
AL-Qasr 2020/21 | 4.67 ± 0.27a | 6.45 ± 0.47a | 1.78 ± 0.25a | 35.1 ± 2.7a | 0.54 ± 0.11a | 0.86 ± 0.17c |
SI | ||||||
Normal | 4.64 ± 0.31a | 6.63 ± 0.51a | 1.99 ± 0.21a | 38.5 ± 1.8a | 0.52 ± 0.17a | 1.30 ± 0.27a |
Drought | 3.12 ± 0.33b | 3.86 ± 0.39b | 0.74 ± 0.08b | 27.4 ± 1.0b | 0.32 ± 0.18b | 0.48 ± 0.22b |
HA | ||||||
HA0 | 2.88 ± 0.31c | 3.85 ± 0.41c | 0.97 ± 0.10c | 25.6 ± 0.6c | 0.30 ± 0.01c | 0.63 ± 0.01c |
HA30 | 4.09 ± 0.37b | 5.40 ± 0.50b | 1.30 ± 0.14b | 32.4 ± 0.6b | 0.40 ± 0.06b | 0.85 ± 0.07b |
HA60 | 4.66 ± 0.28a | 6.49 ± 0.45a | 1.83 ± 0.18a | 40.8 ± 1.4a | 0.55 ± 0.03a | 1.19 ± 0.14a |
Factor | PH (cm) | TI (%) | SL (cm) | SNS | SD | NSm2 | ||
---|---|---|---|---|---|---|---|---|
E | SI | |||||||
Abo Kwela 2019/2020 | Normal | 53.7 ± 12.5b | 1.37 ± 0.14b | 6.86 ± 1.11c | 13.37 ± 1.7d | 1.98 ± 0.10e | 122.0 ± 16.4b | |
Drought | 35.1 ± 2.8ab | 1.38 ± 0.22b | 5.27 ± 0.63h | 11.09 ± 0.7g | 2.14 ± 0.15d | 105.1 ± 9.6e | ||
Abo Kwela 2020/2021 | Normal | 52.6 ± 11.3d | 1.41 ± 0.16a | 7.06 ± 1.14b | 13.55 ± 1.7d | 1.94 ± 0.09e | 124.5 ± 14.4b | |
Drought | 35.3 ± 3.0b | 1.38 ± 0.21b | 5.38 ± 0.63g | 11.55 ± 0.8f | 2.18 ± 0.12d | 108.3 ± 11.3d | ||
El-Neguilla 2019/2020 | Normal | 63.3 ± 6.5f | 0.76 ± 0.02j | 6.76 ± 0.57d | 18.33 ± 2.1b | 2.70 ± 0.08b | 68.8 ± 5.0f | |
Drought | 54.1 ± 3.5d | 0.79 ± 0.05i | 5.21 ± 0.66h | 12.29 ± 1.7e | 2.35 ± 0.04c | 57.4 ± 5.5g | ||
El-Neguilla 2020/2021 | Normal | 63.2 ± 5.4f | 0.96 ± 0.17g | 6.91 ± 0.67c | 19.33 ± 2.3a | 2.77 ± 0.09a | 69.2 ± 5.6f | |
Drought | 53.7 ± 3.9e | 0.82 ± 0.09h | 5.00 ± 0.54i | 12.00 ± 1.7e | 2.38 ± 0.13c | 45.8 ± 10.0h | ||
AL-Qasr 2019/2020 | Normal | 46.4 ± 1.3i | 1.20 ± 0.03c | 6.98 ± 0.12bd | 12.02 ± 0.7e | 1.72 ± 0.08h | 161.5 ± 19.9a | |
Drought | 42.3 ± 1.8f | 1.09 ± 0.05e | 5.53 ± 0.15f | 9.82 ± 0.5h | 1.78 ± 0.06g | 112.1 ± 11.0c | ||
AL-Qasr 2020/2021 | Normal | 46.6 ± 1.2i | 1.12 ± 0.03d | 7.48 ± 0.34a | 14.91 ± 1.9c | 1.98 ± 0.16e | 160.6 ± 20.3a | |
Drought | 44.7 ± 1.9h | 1.01 ± 0.02f | 6.11 ± 0.49e | 11.50 ± 0.8f | 1.89 ± 0.04f | 114.5 ± 10.4c | ||
E | SI | SY | BY | GY | T-GW (g) | WUE | PUE | |
(t ha−1) | (kg m−3) | |||||||
Abo Kwela 2019/2020 | Normal | 4.59 ± 0.49c | 6.69 ± 0.91d | 2.10 ± 0.48c | 37.8 ± 7.3d | 0.54 ± 0.03b | 1.69 ± 0.6b | |
Drought | 3.49 ± 0.67e | 4.20 ± 0.71i | 0.71 ± 0.04h | 24.8 ± 2.3j | 0.31 ± 0.09f | 0.58 ± 0.09g | ||
Abo Kwela 2020/2021 | Normal | 5.21 ± 0.26b | 7.31 ± 0.73c | 2.10 ± 0.47c | 39.6 ± 7.2c | 0.55 ± 0.04b | 1.91 ± 0.2a | |
Drought | 3.76 ± 0.81f | 4.48 ± 0.86g | 0.72 ± 0.05h | 25.1 ± 3.0j | 0.31 ± 0.09f | 0.65 ± 0.03f | ||
El-Neguilla 2019/2020 | Normal | 3.74 ± 0.57f | 5.10 ± 0.85e | 1.36 ± 0.29e | 32.9 ± 3.3f | 0.35 ± 0.02e | 0.75 ± 0.1e | |
Drought | 2.10 ± 0.47h | 2.65 ± 0.54j | 0.55 ± 0.07i | 30.2 ± 2.6g | 0.24 ± 0.01g | 0.30 ± 0.05j | ||
El-Neguilla 2020/2021 | Normal | 3.74 ± 0.59f | 5.14 ± 0.88e | 1.40 ± 0.29d | 34.0 ± 3.7e | 0.37 ± 0.03d | 1.08 ± 0.5d | |
Drought | 2.09 ± 0.48h | 2.64 ± 0.55j | 0.55 ± 0.07i | 30.8 ± 2.7g | 0.24 ± 0.01g | 0.43 ± 0.073i | ||
AL-Qasr 2019/2020 | Normal | 5.13 ± 0.57b | 7.43 ± 1.06b | 2.30 ± 0.51a | 43.7 ± 7.3a | 0.59 ± 0.0b | 1.07 ± 0.09d | |
Drought | 3.36 ± 0.61g | 4.38 ± 0.75h | 1.03 ± 0.18f | 26.2 ± 3.4i | 0.44 ± 0.02c | 0.48 ± 0.02h | ||
AL-Qasr 2020/2021 | Normal | 5.43 ± 0.09a | 8.11 ± 0.58a | 2.68 ± 0.50a | 42.8 ± 6.7b | 0.70 ± 0.10a | 1.30 ± 0.60c | |
Drought | 3.92 ± 0.78d | 4.80 ± 0.83f | 0.88 ± 0.06g | 27.3 ± 3.7h | 0.38 ± 0.03d | 0.43 ± 0.05i |
Factor | PH (cm) | TI (%) | SL (cm) | SNS | SD | NSm2 | |
---|---|---|---|---|---|---|---|
E | HA | ||||||
Abo Kwela 2019/2020 | HA0 | 30.8 ± 0.4k | 1.07 ± 0.03g | 4.54 ± 0.52g | 10.36 ± 0.58j | 2.30 ± 0.13e | 91.7 ± 3.7d |
HA30 | 45.2 ± 10.4h | 1.39 ± 0.10c | 6.15 ± 0.49e | 11.91 ± 0.67h | 1.94 ± 0.04g | 112.6 ± 6.3c | |
HA60 | 57.2 ± 17.2c | 1.66 ± 0.13b | 7.49 ± 1.38a | 14.42 ± 2.17f | 1.94 ± 0.07g | 136.5 ± 15.5b | |
Abo Kwela 2020/2021 | HA0 | 31.1 ± 1.2k | 1.08 ± 0.02g | 4.67 ± 0.52g | 10.50 ± 0.50j | 2.27 ± 0.15e | 95.4 ± 6.4d |
HA30 | 44.9 ± 9.1h | 1.39 ± 0.11c | 6.25 ± 0.65e | 12.33 ± 0.50h | 1.99 ± 0.13fg | 114.3 ± 6.3c | |
HA60 | 55.9 ± 15.5d | 1.71 ± 0.08a | 7.76 ± 1.35a | 14.82 ± 2.01e | 1.93 ± 0.08g | 139.7 ± 11.7b | |
El-Neguilla 2019/2020 | HA0 | 49.7 ± 2.4e | 0.72 ± 0.02k | 4.81 ± 0.87f | 11.75 ± 2.75h | 2.42 ± 0.14d | 54.1 ± 6.9g |
HA30 | 59.7 ± 3.8b | 0.80 ± 0.05i | 6.26 ± 0.72e | 16.00 ± 3.00c | 2.54 ± 0.18c | 63.3 ± 4.3f | |
HA60 | 66.8 ± 7.8a | 0.80 ± 0.01i | 6.89 ± 0.72b | 18.18 ± 3.32b | 2.62 ± 0.21b | 72.0 ± 6.0e | |
El-Neguilla 2020/2021 | HA0 | 50.0 ± 3.5e | 0.67 ± 0.02l | 4.81 ± 0.86f | 12.25 ± 3.25h | 2.41 ± 0.26d | 51.8 ± 7.8gf |
HA30 | 59.3 ± 7.8b | 0.87 ± 0.04j | 6.18 ± 0.88e | 15.50 ± 3.50d | 2.55 ± 0.15c | 49.3 ± 19.8f | |
HA60 | 66.00 ± 6.0a | 1.12 ± 0.15e | 6.88 ± 1.13a | 19.25 ± 4.25a | 2.77 ± 0.16a | 71.5 ± 7.5e | |
AL-Qasr 2019/2020 | HA0 | 41.75 ± 2.3j | 1.12 ± 0.12efi | 6.09 ± 0.86e | 10.05 ± 0.74j | 1.67 ± 0.11i | 109.2 ± 16.9c |
HA30 | 44.15 ± 2.4h | 1.14 ± 0.00efi | 6.23 ± 0.57e | 10.69 ± 1.26ij | 1.71 ± 0.04hi | 138.8 ± 24.8b | |
HA60 | 47.0 ± 1.5g | 1.18 ± 0.05d | 6.45 ± 0.75d | 12.02 ± 1.30h | 1.86 ± 0.02h | 162.5 ± 32.4a | |
AL-Qasr 2020/2021 | HA0 | 43.0 ± 1.5i | 1.03 ± 0.02h | 6.12 ± 0.83e | 10.91 ± 0.81i | 1.81 ± 0.11h | 110.5 ± 14.3c |
HA30 | 45.5 ± 1.0h | 1.07 ± 0.09g | 6.72 ± 0.66c | 13.28 ± 1.55g | 1.97 ± 0.03fg | 138.5 ± 23.5b | |
HA60 | 48.4 ± 0.4f | 1.09 ± 0.06fg | 7.55 ± 0.56a | 15.42 ± 2.75d | 2.03 ± 0.21fh | 163.6 ± 31.4a | |
E | HA | SY | BY | GY | T-GW (g) | WUE | PUE |
(t ha−1) | (kg m−3) | ||||||
Abo Kwela 2019/2020 | HA0 | 2.90 ± 0.71h | 3.89 ± 1.07j | 0.99 ± 0.36i | 23.4 ± 2.2k | 0.31 ± 0.01h | 0.80 ± 0.04l |
HA30 | 4.46 ± 0.59d | 5.81 ± 1.21f | 1.35 ± 0.62f | 30.6 ± 6.5h | 0.41 ± 0.02e | 1.08 ± 0.06i | |
HA60 | 4.75 ± 0.34c | 6.63 ± 1.44c | 1.88 ± 1.10c | 39.9 ± 10.9c | 0.55 ± 0.03c | 1.51 ± 0.07e | |
Abo Kwela 2020/2021 | HA0 | 3.48 ± 1.26f | 4.47 ± 1.62h | 0.99 ± 0.36i | 24.4 ± 2.9j | 0.31 ± 0.09i | 0.90 ± 0.01o |
HA30 | 4.69 ± 0.58c | 6.04 ± 1.19e | 1.35 ± 0.61f | 30.9 ± 8.1h | 0.42 ± 0.04f | 1.23 ± 0.50n | |
HA60 | 5.30 ± 0.34a | 7.18 ± 1.43b | 1.89 ± 1.09c | 41.7 ± 10.7b | 0.56 ± 0.03d | 1.71 ± 0.08m | |
El-Neguilla 2019/2020 | HA0 | 2.00 ± 0.71i | 2.68 ± 0.97k | 0.68 ± 0.26l | 26.3 ± 0.7i | 0.21 ± 0.01j | 0.38 ± 0.01m |
HA30 | 2.95 ± 0.88h | 3.84 ± 1.21j | 0.89 ± 0.33k | 31.8 ± 1.5g | 0.28 ± 0.14i | 0.49 ± 0.03k | |
HA60 | 3.80 ± 0.87e | 5.10 ± 1.50g | 1.30 ± 0.63g | 36.5 ± 2.00e | 0.39 ± 0.02g | 0.72 ± 0.09g | |
El-Neguilla 2020/2021 | HA0 | 1.99 ± 0.72i | 2.67 ± 0.98k | 0.69 ± 0.26l | 26.5 ± 2.50i | 0.22 ± 0.11j | 0.53 ± 0.28m |
HA30 | 2.91 ± 0.85h | 3.85 ± 1.25j | 0.94 ± 0.39j | 33.2 ± 2.33f | 0.29 ± 0.08i | 0.72 ± 0.05j | |
HA60 | 3.85 ± 0.91e | 5.15 ± 1.54g | 1.30 ± 0.63g | 37.5 ± 2.0d | 0.40 ± 0.01eg | 1.00 ± 0.04f | |
AL-Qasr 2019/2020 | HA0 | 3.09 ± 0.95g | 4.23 ± 1.31i | 1.14 ± 0.36h | 26.4 ± 5.7i | 0.36 ± 0.02eg | 0.53 ± 0.06fk |
HA30 | 4.66 ± 0.74c | 6.19 ± 1.36d | 1.53 ± 0.62e | 33.8 ± 8.3f | 0.47 ± 0.08d | 0.71 ± 0.04c | |
HA60 | 4.98 ± 0.97b | 7.30 ± 1.90b | 2.32 ± 0.93a | 44.75 ± 12.3a | 0.71 ± 0.08a | 1.08 ± 0.04a | |
AL-Qasr 2020/2021 | HA0 | 3.84 ± 1.43e | 5.15 ± 1.95g | 1.31 ± 0.52f | 26.68 ± 5.3i | 0.41 ± 0.01e | 0.63 ± 0.06h |
HA30 | 4.89 ± 0.55c | 6.65 ± 1.45c | 1.76 ± 0.90d | 34.0 ± 7.5f | 0.54 ± 0.01c | 0.85 ± 0.15d | |
HA60 | 5.29 ± 0.28a | 7.56 ± 1.56a | 2.27 ± 1.28b | 44.5 ± 10.5a | 0.68 ± 0.02b | 1.10 ± 0.29b |
Factor | PH (cm) | TI (%) | SL (cm) | SNS | SD | NSm2 | |
---|---|---|---|---|---|---|---|
SI | HA | ||||||
Normal | HA0 | 42.9 ± 3.9e | 0.99 ± 0.09e | 5.91 ± 0.34d | 12.41 ± 0.84d | 2.13 ± 0.18c | 94.8 ± 12.0d |
HA30 | 55.0 ± 3.2b | 1.16 ± 0.12c | 6.96 ± 0.10b | 15.03 ± 1.32b | 2.16 ± 0.18b | 116.9 ± 17.3b | |
HA60 | 64.9 ± 5.2a | 1.26 ± 0.12a | 8.15 ± 0.30a | 18.32 ± 1.50a | 2.26 ± 0.21a | 141.7 ± 21.5a | |
Drought | HA0 | 39.2 ± 3.1f | 0.91 ± 0.08f | 4.43 ± 0.26f | 9.53 ± 0.20f | 2.16 ± 0.11b | 76.1 ± 9.7f |
HA30 | 44.5 ± 3.7d | 1.06 ± 0.08d | 5.64 ± 0.10e | 11.54 ± 0.48e | 2.08 ± 0.11d | 88.6 ± 14.6e | |
HA60 | 48.8 ± 3.6c | 1.25 ± 0.18b | 6.18 ± 0.19c | 13.05 ± 0.67c | 2.12 ± 0.13c | 106.9 ± 13.3c | |
SI | HA | SY | BY | GY | T-GW (g) | WUE | PUE |
(t ha−1) | (kg m−3) | ||||||
Normal | HA0 | 3.85 ± 0.43d | 5.16 ± 0.56c | 1.32 ± 0.14c | 28.5 ± 1.1d | 0.34 ± 0.01f | 0.86 ± 0.82c |
HA30 | 4.79 ± 0.32b | 6.67 ± 0.53b | 1.88 ± 0.22b | 38.1 ± 1.4b | 0.49 ± 0.01d | 1.22 ± 0.09b | |
HA60 | 5.28 ± 0.21a | 8.05 ± 0.47a | 2.77 ± 0.28a | 48.9 ± 3.2a | 0.72 ± 0.02a | 1.81 ± 0.15a | |
Drought | HA0 | 1.92 ± 0.21f | 2.53 ± 0.27f | 0.61 ± 0.07f | 22.7 ± 1.0f | 0.27 ± 0.05e | 0.40 ± 0.03f |
HA30 | 3.39 ± 0.43e | 4.12 ± 0.48e | 0.72 ± 0.06e | 26.7 ± 1.4e | 0.31 ± 0.06c | 0.47 ± 0.04e | |
HA60 | 4.04 ± 0.38c | 4.92 ± 0.43d | 0.88 ± 0.11d | 32.8 ± 1.0 c | 0.38 ± 0.02b | 0.56 ± 0.06d |
Factor | PH (cm) | TI (%) | SL (cm) | SNS | SD | NSm2 | ||
---|---|---|---|---|---|---|---|---|
E | SI | HA | ||||||
Abo Kwela 2019/2020 | Normal | HA0 | 31.2 ± 0.4i | 1.10 ± 0.01e | 5.06 ± 0.18h | 10.94 ± 0.40a | 2.17 ± 0.15c | 95.4 ± 2.7g |
HA30 | 55.6 ± 0.3e | 1.49 ± 0.02c | 6.65 ± 0.19e | 12.58 ± 0.01a | 1.90 ± 0.06d | 118.8 ± 4.2e | ||
HA60 | 74.4 ± 3.1a | 1.52 ± 0.03c | 8.87 ± 0.06a | 16.60 ± 0.55a | 1.87 ± 0.05de | 151.9 ± 11.5c | ||
Drought | HA0 | 30.5 ± 0.3j | 1.05 ± 0.01ef | 4.03 ± 0.10i | 9.78 ± 0.33a | 2.44 ± 0.14b | 87.9 ± 2.8g | |
HA30 | 34.8 ± 0.01i | 1.29 ± 0.06d | 5.66 ± 0.03g | 11.24 ± 0.14a | 1.99 ± 0.04d | 106.3 ± 5.0fg | ||
HA60 | 40.0 ± 0.04h | 1.79 ± 0.02a | 6.11 ± 0.12f | 12.25 ± 0.20a | 2.01 ± 0.01d | 121.0 ± 0.4e | ||
Abo Kwela 2020/2021 | Normal | HA0 | 32.3 ± 0.4i | 1.10 ± 0.00ef | 5.18 ± 0.10h | 11.00 ± 0.00a | 2.13 ± 0.04c | 101.8 ± 1.0fg |
HA30 | 54.0 ± 1.2e | 1.50 ± 0.01c | 6.90 ± 0.06de | 12.83 ± 0.04a | 1.86 ± 0.02d | 120.5 ± 3.2e | ||
HA60 | 71.4 ± 3.8b | 1.62 ± 0.01b | 9.11 ± 0.12a | 16.83 ± 0.48a | 1.85 ± 0.03d | 151.3 ± 9.5c | ||
Drought | HA0 | 29.9 ± 0.6i | 1.07 ± 0.00ef | 4.15 ± 0.09i | 10.00 ± 0.58a | 2.42 ± 0.19b | 89.0 ± 0.6g | |
HA30 | 35.8 ± 0.1i | 1.28 ± 0.05d | 5.60 ± 0.06g | 11.83 ± 0.10a | 2.11 ± 0.00c | 108.0 ± 4.6f | ||
HA60 | 40.4 ± 0.2h | 1.79 ± 0.01a | 6.40 ± 0.23e | 12.82 ± 0.10a | 2.01 ± 0.06d | 128.0 ± 1.2e | ||
El-Neguilla 2019/2020 | Normal | HA0 | 52.0 ± 1.2e | 0.74 ± 0.01k | 5.68 ± 0.01g | 14.50 ± 0.29a | 2.55 ± 0.04b | 61.0 ± 0.6i |
HA30 | 63.5 ± 2.0c | 0.75 ± 0.00k | 6.99 ± 0.00d | 19.00 ± 0.00a | 2.72 ± 0.00a | 67.5 ± 0.3i | ||
HA60 | 74.5 ± 2.6a | 0.79 ± 0.00jk | 7.62 ± 0.29c | 21.50 ± 0.87a | 2.82 ± 0.01a | 78.0 ± 0.6h | ||
Drought | HA0 | 47.3 ± 0.2f | 0.70 ± 0.00k | 3.94 ± 0.04i | 9.00 ± 0.58a | 2.28 ± 0.12c | 47.2 ± 0.5j | |
HA30 | 55.9 ± 0.3e | 0.85 ± 0.01ij | 5.54 ± 0.06g | 13.00 ± 0.58a | 2.35 ± 0.13b | 59.0 ± 0.6i | ||
HA60 | 59.0 ± 0.6d | 0.81 ± 0.03ij | 6.17 ± 0.04f | 14.87 ± 1.08a | 2.41 ± 0.16b | 66.0 ± 1.7i | ||
El-Neguilla 2020/2021 | Normal | HA0 | 53.5 ± 0.9e | 0.69 ± 0.03k | 5.68 ± 0.01g | 15.50 ± 0.29a | 2.67 ± 0.01a | 59.5 ± 1.4i |
HA30 | 64.0 ± 0.6c | 0.92 ± 0.09h | 7.05 ± 0.03d | 19.00 ± 0.00a | 2.70 ± 0.01a | 69.0 ± 0.6i | ||
HA60 | 72.0 ± 2.3b | 1.27 ± 0.02d | 8.00 ± 0.23b | 23.50 ± 0.87a | 2.94 ± 0.02 | 79.0 ± 0.6h | ||
Drought | HA0 | 46.5 ± 0.3f | 0.66 ± 0.01k | 3.95 ± 0.03i | 9.00 ± 0.58a | 2.15 ± 0.05c | 44.0 ± 0.6j | |
HA30 | 54.5 ± 0.9e | 0.83 ± 0.02ij | 5.30 ± 0.29h | 12.00 ± 0.58a | 2.40 ± 0.06b | 29.5 ± 16.5k | ||
HA60 | 60.0 ± 0.01d | 0.97 ± 0.01h | 5.75 ± 0.03g | 15.00 ± 0.58a | 2.61 ± 0.09a | 64.0 ± 1.7i | ||
AL-Qasr 2019/2020 | Normal | HA0 | 44.0 ± 0.6g | 1.24 ± 0.09d | 6.95 ± 0.39d | 10.78 ± 0.10a | 1.56 ± 0.07g | 126.1 ± 7.8e |
HA30 | 46.6 ± 0.6f | 1.14 ± 0.02e | 6.80 ± 0.03de | 11.95 ± 0.53a | 1.76 ± 0.09e | 163.6 ± 4.0b | ||
HA60 | 48.5 ± 0.3f | 1.23 ± 0.01d | 7.20 ± 0.26d | 13.33 ± 0.96a | 1.85 ± 0.07de | 194.8 ± 2.8a | ||
Drought | HA0 | 39.5 ± 0.3h | 1.00 ± 0.03gh | 5.23 ± 0.04h | 9.31 ± 0.33a | 1.78 ± 0.08de | 92.3 ± 1.3g | |
HA30 | 41.8 ± 0.2h | 1.14 ± 0.03e | 5.66 ± 0.03g | 9.44 ± 0.14a | 1.67 ± 0.03g | 114.0 ± 2.9ef | ||
HA60 | 45.5 ± 1.4f | 1.13 ± 0.06e | 5.70 ± 0.02ig | 10.72 ± 0.03a | 1.88 ± 0.00d | 130.1 ± 5.4d | ||
AL-Qasr 2020/2021 | Normal | HA0 | 44.5 ± 0.9g | 1.06 ± 0.06efg | 6.95 ± 0.39d | 11.73 ± 0.16a | 1.70 ± 0.07ef | 124.8 ± 8.6de |
HA30 | 46.6 ± 0.6f | 1.16 ± 0.00e | 7.38 ± 0.22c | 14.83 ± 0.68a | 2.01 ± 0.03d | 162.0 ± 1.7b | ||
HA60 | 48.7 ± 0.2f | 1.15 ± 0.02ef | 8.11 ± 0.13b | 18.17 ± 0.48a | 2.24 ± 0.02c | 195.0 ± 2.9a | ||
Drought | HA0 | 41.5 ± 0.9h | 1.01 ± 0.01fg | 5.28 ± 0.03h | 10.10 ± 0.06a | 1.91 ± 0.00d | 96.3 ± 1.0g | |
HA30 | 44.5 ± 1.4g | 0.98 ± 0.02fh | 6.06 ± 0.03f | 11.74 ± 0.04a | 1.94 ± 0.00d | 115.0 ± 2.9e | ||
HA60 | 48.0 ± 1.2f | 1.03 ± 0.01fgh | 6.99 ± 0.00d | 12.67 ± 0.19a | 1.81 ± 0.03def | 132.3 ± 4.2d | ||
E | SI | HA | SY | BY | GY | T-GW (g) | WUE | PUE |
(t ha−1) | (kg m−3) | |||||||
Abo Kwela 2019/2020 | Normal | HA0 | 3.61 ± 0.29h | 4.96 ± 0.30j | 1.35 ± 0.01i | 25.6 ± 1.2m | 0.35 ± 0.01l | 1.09 ± 0.15l |
HA30 | 5.06 ± 0.04c | 7.02 ± 0.03e | 1.96 ± 0.02f | 37.1 ± 2.1g | 0.50 ± 0.01j | 1.58 ± 0.28i | ||
HA60 | 5.10 ± 0.30c | 8.08 ± 0.32c | 2.98 ± 0.02c | 50.9 ± 0.6d | 0.76 ± 0.02d | 2.40 ± 0.46d | ||
Drought | HA0 | 2.18 ± 0.04k | 2.82 ± 0.01m | 0.64 ± 0.03m | 21.3 ± 0.1o | 0.27 ± 0.06j | 0.52 ± 0.52q | |
HA30 | 3.87 ± 0.18hi | 4.60 ± 0.17j | 0.73 ± 0.01l | 24.1 ± 0.4n | 0.31 ± 0.02j | 0.59 ± 0.20pq | ||
HA60 | 4.41 ± 0.16f | 5.19 ± 0.16i | 0.78 ± 0.00l | 29.0 ± 0.01j | 0.33 ± 0.00i | 0.63 ± 0.00op | ||
Abo Kwela 2020/2021 | Normal | HA0 | 4.73 ± 0.29e | 6.08 ± 0.29g | 1.35 ± 0.00i | 27.4 ± 0.8l | 0.35 ± 0.00l | 1.23 ± 0.00q |
HA30 | 5.26 ± 0.01cd | 7.23 ± 0.00e | 1.97 ± 0.01f | 39.0 ± 2.3f | 0.52 ± 0.01j | 1.79 ± 0.08o | ||
HA60 | 5.64 ± 0.15b | 8.62 ± 0.18b | 2.98 ± 0.03c | 52.4 ± 0.9c | 0.78 ± 0.03e | 2.71 ± 0.27lm | ||
Drought | HA0 | 2.22 ± 0.17k | 2.85 ± 0.14m | 0.63 ± 0.02m | 21.5 ± 0.9o | 0.27 ± 0.04k | 0.57 ± 0.19r | |
HA30 | 4.11 ± 0.15hi | 4.85 ± 0.14j | 0.74 ± 0.01l | 22.8 ± 0.4no | 0.32 ± 0.02j | 0.67 ± 0.07r | ||
HA60 | 4.96 ± 0.02ce | 5.75 ± 0.03h | 0.79 ± 0.01l | 31.1 ± 0.6i | 0.34 ± 0.02j | 0.72 ± 0.09r | ||
El-Neguilla 2019/2020 | Normal | HA0 | 2.71 ± 0.03j | 3.65 ± 0.00k | 0.94 ± 0.03k | 27.0 ± 0.01l | 0.24 ± 0.02n | 0.52 ± 0.67m |
HA30 | 3.83 ± 0.10h | 5.05 ± 0.04ij | 1.22 ± 0.06j | 33.3 ± 0.8i | 0.31 ± 0.05m | 0.67 ± 1.34k | ||
HA60 | 4.67 ± 0.13ef | 6.60 ± 0.16f | 1.93 ± 0.03f | 38.5 ± 0.3f | 0.49 ± 0.03j | 1.06 ± 0.74f | ||
Drought | HA0 | 1.29 ± 0.03l | 1.71 ± 0.03n | 0.43 ± 0.00o | 25.7 ± 0.4m | 0.18 ± 0.01m | 0.24 ± 0.07q | |
HA30 | 2.08 ± 0.08k | 2.63 ± 0.08m | 0.56 ± 0.01n | 30.4 ± 1.0ij | 0.24 ± 0.02k | 0.31 ± 0.20pq | ||
HA60 | 2.93 ± 0.08j | 3.60 ± 0.10k | 0.67 ± 0.01lm | 34.5 ± 0.3i | 0.29 ± 0.03j | 0.37 ± 0.27opq | ||
El-Neguilla 2020/2021 | Normal | HA0 | 2.71 ± 0.00j | 3.65 ± 0.03k | 0.95 ± 0.03k | 27.0 ± 0.01l | 0.25 ± 0.02n | 0.73 ± 0.63m |
HA30 | 3.76 ± 0.08h | 5.09 ± 0.06ij | 1.33 ± 0.02i | 35.5 ± 0.3h | 0.35 ± 0.01lm | 1.02 ± 0.42j | ||
HA60 | 4.77 ± 0.15e | 6.69 ± 0.17f | 1.93 ± 0.01f | 39.5 ± 0.3f | 0.51 ± 0.02j | 1.48 ± 0.35e | ||
Drought | HA0 | 1.27 ± 0.04l | 1.70 ± 0.04n | 0.43 ± 0.01o | 26.0 ± 0.6lm | 0.19 ± 0.01m | 0.33 ± 0.14q | |
HA30 | 2.06 ± 0.07k | 2.60 ± 0.06m | 0.55 ± 0.01n | 30.9 ± 0.2i | 0.24 ± 0.03k | 0.42 ± 0.35opq | ||
HA60 | 2.94 ± 0.09j | 3.62 ± 0.11k | 0.68 ± 0.01lm | 35.5 ± 0.3h | 0.30 ± 0.03j | 0.52 ± 0.35o | ||
AL-Qasr 2019/2020 | Normal | HA0 | 4.04 ± 0.54g | 5.54 ± 0.54h | 1.50 ± 0.00h | 32.00 ± 0.01ik | 0.38 ± 0.00k | 0.70 ± 0.00g |
HA30 | 5.40 ± 0.06bd | 7.55 ± 0.03d | 2.15 ± 0.03e | 42.00 ± 1.7e | 0.55 ± 0.02h | 1.00 ± 0.82c | ||
HA60 | 5.95 ± 0.24a | 9.20 ± 0.39a | 3.25 ± 0.14b | 57.00 ± 0.6a | 0.83 ± 0.12c | 1.51 ± 4.12a | ||
Drought | HA0 | 2.15 ± 0.03k | 2.92 ± 0.05m | 0.78 ± 0.01l | 20.7 ± 0.01o | 0.33 ± 0.03h | 0.36 ± 0.41m | |
HA30 | 3.91 ± 0.09g | 4.83 ± 0.07j | 0.92 ± 0.01k | 25.5 ± 0.3m | 0.39 ± 0.03f | 0.43 ± 0.41l | ||
HA60 | 4.01 ± 0.24g | 5.40 ± 0.23i | 1.39 ± 0.01i | 32.5 ± 0.3i | 0.59 ± 0.02a | 0.65 ± 0.25h | ||
AL-Qasr 2020/2021 | Normal | HA0 | 5.27 ± 0.08cd | 7.10 ± 0.12e | 1.83 ± 0.04g | 32.0 ± 0.6ik | 0.48 ± 0.03j | 0.88 ± 0.86hi |
HA30 | 5.44 ± 0.00bd | 8.10 ± 0.06c | 2.66 ± 0.06d | 41.5 ± 1.4e | 0.70 ± 0.05f | 1.29 ± 1.23d | ||
HA60 | 5.57 ± 0.07b | 9.12 ± 0.13a | 3.56 ± 0.19a | 55.0 ± 0.6b | 0.93 ± 0.16b | 1.72 ± 4.12b | ||
Drought | HA0 | 2.41 ± 0.28k | 3.20 ± 0.23l | 0.79 ± 0.05l | 21.4 ± 0.4o | 0.34 ± 0.12h | 0.38 ± 1.11no | |
HA30 | 4.34 ± 0.25f | 5.20 ± 0.17ij | 0.86 ± 0.08k | 26.5 ± 0.3lm | 0.38 ± 0.18g | 0.42 ± 1.72n | ||
HA60 | 5.01 ± 0.06de | 6.00 ± 0.00gh | 0.99 ± 0.06k | 34.0 ± 0.6i | 0.43 ± 0.14ef | 0.48 ± 1.35m |
Factor | PH (cm) | TI (%) | SL (cm) | SNS | SD | NSm2 | SY | BY | GY | T-GW (g) | WUE | PUE | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
E | HA | (t ha−1) | (kg m−3) | ||||||||||
Abo Kwela 2019/2020 | HA0 | 0.32 | 0.89 | 0.41 | 0.46 | 1.11 | 0.60 | 0.37 | 0.32 | 0.22 | 0.37 | 0.61 | 0.85 |
HA30 | 0.66 | 1.49 | 0.77 | 0.61 | 0.79 | 0.91 | 0.91 | 0.74 | 0.36 | 0.60 | 1.01 | 1.02 | |
HA60 | 1.01 | 2.10 | 1.10 | 0.87 | 0.79 | 1.33 | 1.04 | 0.95 | 0.59 | 1.00 | 1.64 | 1.19 | |
Abo Kwela 2020/2021 | HA0 | 0.33 | 0.91 | 0.44 | 0.47 | 1.08 | 0.65 | 0.49 | 0.39 | 0.21 | 0.40 | 0.49 | 0.86 |
HA30 | 0.66 | 1.48 | 0.79 | 0.65 | 0.82 | 0.94 | 1.00 | 0.80 | 0.37 | 0.60 | 0.83 | 1.01 | |
HA60 | 0.98 | 2.24 | 1.19 | 0.93 | 0.78 | 1.40 | 1.30 | 1.13 | 0.59 | 1.10 | 1.36 | 1.19 | |
El-Neguilla 2019/2020 | HA0 | 0.83 | 0.40 | 0.46 | 0.56 | 1.22 | 0.21 | 0.16 | 0.14 | 0.10 | 0.47 | 0.29 | 0.89 |
HA30 | 1.20 | 0.49 | 0.79 | 1.06 | 1.34 | 0.29 | 0.37 | 0.30 | 0.17 | 0.68 | 0.49 | 0.88 | |
HA60 | 1.49 | 0.49 | 0.96 | 1.37 | 1.43 | 0.37 | 0.64 | 0.54 | 0.33 | 0.90 | 0.93 | 1.05 | |
El-Neguilla 2020/2021 | HA0 | 0.84 | 0.35 | 0.46 | 0.60 | 1.20 | 0.19 | 0.16 | 0.14 | 0.10 | 0.47 | 0.30 | 0.88 |
HA30 | 1.18 | 0.59 | 0.76 | 0.98 | 1.36 | 0.15 | 0.36 | 0.30 | 0.18 | 0.74 | 0.53 | 0.95 | |
HA60 | 1.47 | 0.95 | 0.94 | 1.51 | 1.61 | 0.36 | 0.65 | 0.55 | 0.33 | 0.95 | 0.95 | 1.05 | |
Al-Qasr 2019/2020 | HA0 | 0.59 | 0.96 | 0.74 | 0.43 | 0.58 | 0.84 | 0.40 | 0.37 | 0.30 | 0.45 | 0.86 | 0.78 |
HA30 | 0.66 | 1.00 | 0.78 | 0.48 | 0.62 | 1.34 | 0.98 | 0.83 | 0.50 | 0.72 | 1.46 | 0.93 | |
HA60 | 0.75 | 1.07 | 0.84 | 0.61 | 0.73 | 1.83 | 1.11 | 1.13 | 1.14 | 1.25 | 2.34 | 0.93 | |
Al-Qasr 2020/2021 | HA0 | 0.63 | 0.83 | 0.75 | 0.51 | 0.68 | 0.87 | 0.59 | 0.52 | 0.36 | 0.46 | 1.04 | 0.92 |
HA30 | 0.70 | 0.88 | 0.91 | 0.75 | 0.82 | 1.34 | 1.10 | 0.96 | 0.58 | 0.74 | 1.63 | 1.09 | |
HA60 | 0.79 | 0.92 | 1.15 | 0.99 | 0.85 | 1.86 | 1.30 | 1.25 | 0.89 | 1.26 | 2.52 | 1.17 |
Trait | PC1 | PC2 | PC3 | PC4 | PC5 | PC6 | PC7 |
---|---|---|---|---|---|---|---|
PH (cm) | −0.01 | 0.53 | −0.05 | 0.34 | −0.23 | −0.42 | 0.32 |
TI (%) | 0.25 | −0.22 | 0.63 | 0.56 | −0.04 | 0.14 | 0.29 |
SL (cm) | 0.32 | 0.25 | −0.13 | 0.08 | 0.34 | −0.01 | 0.25 |
SNS | 0.05 | 0.53 | 0.08 | −0.04 | 0.29 | 0.31 | 0.05 |
SD | −0.21 | 0.42 | 0.28 | −0.16 | 0.16 | 0.39 | −0.06 |
NSm2 | 0.32 | −0.23 | −0.19 | 0.10 | 0.08 | 0.29 | 0.17 |
SY (t ha−1) | 0.36 | −0.03 | 0.03 | 0.00 | 0.52 | −0.36 | −0.28 |
BY (t ha−1) | 0.36 | 0.00 | −0.04 | −0.16 | 0.20 | −0.24 | 0.02 |
GY (t ha−1) | 0.35 | 0.06 | −0.14 | −0.45 | −0.38 | 0.02 | 0.49 |
T-GW (g) | 0.30 | 0.28 | −0.16 | 0.32 | −0.43 | −0.02 | −0.56 |
WUE (kg m−3) | 0.35 | −0.01 | −0.23 | 0.07 | −0.11 | 0.52 | −0.17 |
PUE (kg m−3) | 0.30 | 0.07 | 0.60 | −0.43 | −0.24 | −0.12 | −0.23 |
Eigenvalues | 7.57 | 3.39 | 0.78 | 0.15 | 0.07 | 0.03 | 0.01 |
Variance (%) | 63.07 | 28.27 | 6.50 | 1.26 | 0.61 | 0.22 | 0.05 |
Cumulative (%) | 63.07 | 91.35 | 97.85 | 99.11 | 99.72 | 99.93 | 99.99 |
Factors | PC1 | PC2 | PC3 | PC4 | PC5 | PC6 | PC7 |
---|---|---|---|---|---|---|---|
E | |||||||
Abo Kwela 2019/2020 | 0.76 | −1.35 | 1.25 | 0.08 | −0.11 | 0.08 | 0.17 |
Abo Kwela 2020/2021 | 1.53 | −1.17 | 1.54 | −0.09 | 0.19 | −0.10 | −0.13 |
El-Neguilla 2019/2020 | −3.45 | 2.45 | −0.57 | 0.01 | 0.09 | −0.10 | 0.07 |
El-Neguilla 2020/2021 | −3.07 | 2.62 | 0.34 | 0.00 | −0.15 | 0.05 | −0.08 |
Al-Qasr 2019/2020 | 1.73 | −1.98 | −1.31 | 0.27 | −0.46 | −0.17 | −0.03 |
Al-Qasr 2020/2021 | 2.47 | −0.55 | −1.30 | −0.32 | 0.46 | 0.19 | 0.00 |
SI | |||||||
Normal | 3.11 | 1.69 | 0.11 | −0.55 | −0.17 | −0.07 | 0.02 |
Drought | −3.06 | −1.71 | −0.09 | 0.59 | 0.16 | 0.11 | −0.02 |
HA | |||||||
HA0 | −3.43 | −1.96 | −0.06 | −0.63 | −0.21 | 0.12 | −0.01 |
HA30 | 0.02 | −0.04 | −0.03 | 0.13 | 0.33 | −0.31 | 0.04 |
HA60 | 3.41 | 2.01 | 0.12 | 0.51 | −0.13 | 0.20 | −0.02 |
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations. |
© 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
El-Hashash, E.F.; Abou El-Enin, M.M.; Abd El-Mageed, T.A.; Attia, M.A.E.-H.; El-Saadony, M.T.; El-Tarabily, K.A.; Shaaban, A. Bread Wheat Productivity in Response to Humic Acid Supply and Supplementary Irrigation Mode in Three Northwestern Coastal Sites of Egypt. Agronomy 2022, 12, 1499. https://doi.org/10.3390/agronomy12071499
El-Hashash EF, Abou El-Enin MM, Abd El-Mageed TA, Attia MAE-H, El-Saadony MT, El-Tarabily KA, Shaaban A. Bread Wheat Productivity in Response to Humic Acid Supply and Supplementary Irrigation Mode in Three Northwestern Coastal Sites of Egypt. Agronomy. 2022; 12(7):1499. https://doi.org/10.3390/agronomy12071499
Chicago/Turabian StyleEl-Hashash, Essam F., Moamen M. Abou El-Enin, Taia A. Abd El-Mageed, Mohamed Abd El-Hammed Attia, Mohamed T. El-Saadony, Khaled A. El-Tarabily, and Ahmed Shaaban. 2022. "Bread Wheat Productivity in Response to Humic Acid Supply and Supplementary Irrigation Mode in Three Northwestern Coastal Sites of Egypt" Agronomy 12, no. 7: 1499. https://doi.org/10.3390/agronomy12071499
APA StyleEl-Hashash, E. F., Abou El-Enin, M. M., Abd El-Mageed, T. A., Attia, M. A. E.-H., El-Saadony, M. T., El-Tarabily, K. A., & Shaaban, A. (2022). Bread Wheat Productivity in Response to Humic Acid Supply and Supplementary Irrigation Mode in Three Northwestern Coastal Sites of Egypt. Agronomy, 12(7), 1499. https://doi.org/10.3390/agronomy12071499