Irrigation and Agricultural Opportunities: Evaluating Hemp (Cannabis sativa L.) Suitability and Productivity in Lebanon
Abstract
:1. Introduction
2. Materials and Methods
2.1. Study Area
2.2. Assessment of the Suitability of the Agro-Homogeneous Zones of Lebanon for Hemp Growing
2.2.1. Climate Suitability
2.2.2. Edaphic Suitability
2.3. Simulations with AquaCrop
3. Results
3.1. Hemp Suitability Maps
3.2. AquaCrop Simulations Results
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
- Chartzoulakis, K.; Bertaki, M. Sustainable Water Management in Agriculture under Climate Change. Agric. Sci. Procedia 2015, 4, 88–98. [Google Scholar] [CrossRef]
- Patle, G.T.; Kumar, M.; Khanna, M. Climate-Smart Water Technologies for Sustainable Agriculture: A Review. J. Water Clim. Chang. 2019, 11, 1455–1466. [Google Scholar] [CrossRef]
- O’Neill, M.P.; Dobrowolski, J.P. Water and Agriculture in a Changing Climate. Hortic. Sci. 2011, 46, 155–157. [Google Scholar] [CrossRef]
- Sapkota, A.R. Water Reuse, Food Production and Public Health: Adopting Transdisciplinary, Systems-Based Approaches to Achieve Water and Food Security in a Changing Climate. Environ. Res. 2019, 171, 576–580. [Google Scholar] [CrossRef] [PubMed]
- Wartenberg, A.C.; Holden, P.A.; Bodwitch, H.; Parker-Shames, P.; Novotny, T.; Harmon, T.C.; Hart, S.C.; Beutel, M.; Gilmore, M.; Hoh, E.; et al. Cannabis and the Environment: What Science Tells Us and What We Still Need to Know. Environ. Sci. Technol. Lett. 2021, 8, 98–107. [Google Scholar] [CrossRef]
- Ashworth, K.; Vizuete, W. High Time to Assess the Environmental Impacts of Cannabis Cultivation. Environ. Sci. Technol. 2017, 51, 2531–2533. [Google Scholar] [CrossRef] [PubMed]
- Short Gianotti, A.G.; Harrower, J.; Baird, G.; Sepaniak, S. The Quasi-Legal Challenge: Assessing and Governing the En-vironmental Impacts of Cannabis Cultivation in the North Coastal Basin of California. Land Use Policy 2017, 61, 126–134. [Google Scholar] [CrossRef]
- Shebaby, W.; Saliba, J.; Faour, W.H.; Ismail, J.; El Hage, M.; Daher, C.F.; Taleb, R.I.; Nehmeh, B.; Dagher, C.; Chrabieh, E.; et al. In Vivo and in Vitro Anti-Inflammatory Activity Evaluation of Lebanese Cannabis sativa, L. ssp. indica (Lam.). J. Ethnopharmacol. 2021, 270, 113743. [Google Scholar] [CrossRef] [PubMed]
- El-Khoury, J.; Bou Khalil, R.; Nemer, A.; Richa, S. Legalizing Medical Cannabis in Lebanon: The Complex Interface between Medicine, Law, Ethics, and Economics. Cannabis Cannabinoid Res. 2022, 7, 119–121. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
- Darwich, S.; Haidar, J.I.; Zeaiter, H. On the Economic Potential of Cannabis Cultivation in Lebanon; The Policy Initiative: Ras Beirut, Lebanon, 2023. [Google Scholar]
- Sleiman, R.; Abi Saab, M.T.; Gerard, J.A.; Fahed, S.; Chehade, A.; Elhajj, A.K.; Jammoul, A.; Mansour, G.; Sellami, M.H.; Todorovic, M.; et al. Lebanese Cannabis: Agronomic and essential oil characteristics as affected by sowing date and irrigation practice. Water 2022, 14, 3842. [Google Scholar] [CrossRef]
- Al Khoury, A.; Sleiman, R.; Atoui, A.; Hindieh, P.; Maroun, R.G.; Bailly, J.D.; El Khoury, A. Antifungal and antiaflatoxigenic properties of organs of Cannabis sativa L.: Relation to phenolic content and antioxidant capacities. Arch. Microbiol. 2021, 203, 4485–4492. [Google Scholar] [CrossRef]
- MOA (Ministry of Agriculture). Agricultural Census; FAO/MoA: Beirut, Lebanon, 2010. [Google Scholar]
- FAO. “Agricultural Homogeneous Zones: Support to the Agricultural Census”, Direction of Studies and Coordination; Ministry of Agriculture: Beirut, Lebanon, 2006; p. 234.
- Jahanshiri, E.; Mohd Nizar, N.M.; Tengku Mohd Suhairi, T.A.S.; Gregory, P.J.; Mohamed, A.S.; Wimalasiri, E.M.; Azam-Ali, S.N. A land evaluation framework for agricultural diversification. Sustainability 2020, 12, 3110. [Google Scholar] [CrossRef]
- FAO. A Framework for Land Evaluation; Soils Bulletin No. 32; Food and Agriculture Organization of the United Nations: Rome, Italy, 1976; 72p. [Google Scholar]
- Land and Water Development Division of FAO. EcoCrop Database. Available online: http://ecocrop.fao.org/ecocrop/srv/en/about (accessed on 26 March 2019).
- Wimalasiri, E.M.; Jahanshiri, E.; Chimonyo, V.G.P.; Kuruppuarachchi, N.; Suhairi, T.A.S.T.M.; Azam-Ali, S.N.; Gregory, P.G. A framework for the development of hemp (Cannabis sativa L.) as a crop for the future in tropical environments. Ind. Crop. Prod. 2021, 172, 113999. [Google Scholar] [CrossRef]
- Fick, S.E.; Hijmans, R.J. WorldClim 2: New 1-km spatial resolution climate surfaces for global land areas. Int. J. Climatol. 2017, 37, 4302–4315. [Google Scholar] [CrossRef]
- Hengl, T.; Mendes de Jesus, J.; Heuvelink, G.B.; Ruiperez Gonzalez, M.; Kilibarda, M.; Blagotić, A.; Shangguan, W.; Wright, M.N.; Geng, X.; Bauer-Marschallinger, B.; et al. SoilGrids250m: Global gridded soil information based on ma-chine learning. PLoS ONE 2017, 12, e0169748. [Google Scholar] [CrossRef]
- USDA. Soil Survey Manual; US Department of Agriculture: Washington, DC, USA, 1993.
- FAO; IHE Delft. WaPOR quality assessment. In Technical Report on the Data Quality of the WaPOR FAO Database version 1.0; Food and Agriculture Organization of the United Nations: Rome, Italy, 2019; p. 134. Available online: https://wapor.apps.fao.org/home/WAPOR_2/1 (accessed on 23 June 2024).
- Raes, D.; Steduto, P.; Hsiao, T.C.; Fereres, E. AquaCrop—The FAO crop model to simulate yield response to water: II. Main algorithms and software description. Agron. J. 2009, 101, 438–447. [Google Scholar] [CrossRef]
- Steduto, P.; Hsiao, T.C.; Raes, D.; Fereres, E. AquaCrop—The FAO crop model to simulate yield response to water: I. Concepts and underlying principles. Agron. J. 2009, 101, 426–437. [Google Scholar] [CrossRef]
- Wimalasiri, E.M.; Jahanshiri, E.; Chimonyo, V.; Azam-Ali, S.N.; Gregory, P.J. Crop model ideotyping for agricultural di-versification. MethodsX 2021, 8, 101420. [Google Scholar] [CrossRef]
- Wimalasiri, E.M.; Jahanshiri, E.; Syaherah, T.A.; Kuruppuarachchi, N.; Chimonyo, V.P.G.; Azam-Ali, S.N.; Gregory, P.J. Datasets for the development of hemp (Cannabis sativa L.) as a crop for the future in tropical environments (Malaysia). Data Brief 2022, 40, 107807. [Google Scholar] [CrossRef]
- Amaducci, S.; Colauzzi, M.; Bellocchi, G.; Venturi, G. Modelling post-emergent hemp phenology (Cannabis sativa L.): Theory and evaluation. Eur. J. Agron. 2008, 28, 90–102. [Google Scholar] [CrossRef]
- Amaducci, S.; Colauzzi, M.; Bellocchi, G.; Cosentino, S.L.; Pahkala, K.; Stomph, T.J.; Westerhuis, W.; Zatta, A.; Venturi, G. Evaluation of a phenological model for strategic decisions for hemp (Cannabis sativa L.) biomass production across European sites. Ind. Crop. Prod. 2012, 37, 100–110. [Google Scholar] [CrossRef]
- Sengloung, T.; Kaveeta, L.; Nanakorn, W. Effect of sowing date on growth and development of thai hemp (Cannabis sativa L.). Agric. Nat. Resour. 2009, 43, 423–431. [Google Scholar]
- Tang, K.; Struik, P.C.; Yin, X.; Thouminot, C.; Bjelkova, M.; Stramkale, V.; Amaducci, S. Comparing hemp (Cannabis sativa L.) cultivars for dual-purpose production under contrasting environments. Ind. Crop. Prod. 2016, 87, 33–44. [Google Scholar] [CrossRef]
- Tang, K.; Fracasso, A.; Struik, P.C.; Yin, X.; Amaducci, S. Water- and nitrogen-use efficiencies of hemp (Cannabis sativa L.) based on whole-canopy measurements and modeling. Front. Plant Sci. 2018, 9, 951. [Google Scholar] [CrossRef] [PubMed]
- Boogaard, H.; Schubert, J.; De Wit, A.; Lazebnik, J.; Hutjes, R.; Van der Grijn, G. Agrometeorological Indicators from 1979 to Present Derived from Reanalysis; Copernicus Climate Change Service (C3S) Climate Data Store (CDS): Reading, UK, 2020; Volume 10. [Google Scholar] [CrossRef]
- FAOSTAT. [WWW Document]. FAOSTAT. 2020. Available online: http://www.fao.org/faostat/en/#data/QC (accessed on 7 January 2024).
- Gorchs, G.; Lloveras, J.; Serrano, L.; Cela, S. Hemp Yields and Its Rotation Effects on Wheat under Rainfed Mediterranean Conditions. Agron. J. 2017, 109, 1551–1560. [Google Scholar] [CrossRef]
- Thevs, N.; Nowotny, R. Water consumption of industrial hemp (Cannabis sativa L.) during dry growing seasons (2018–2022) in NE Germany. J. Cultiv. Plants 2023, 75, 173–184. [Google Scholar] [CrossRef]
- Lloveras, J.; Santiveri, F.; Gorchs, G. Hemp and Flax Biomass and Fiber Production and Linseed Yield in Irrigated Mediterranean Conditions. J. Ind. Hemp. 2006, 11, 3–15. [Google Scholar] [CrossRef]
- Salentijn, E.M.J.; Petit, J.; Trindade, L.M. The Complex Interactions between Flowering Behavior and Fiber Quality in Hemp. Front. Plant Sci. 2019, 10, 614. [Google Scholar] [CrossRef]
- Lisson, S.N.; Mendham, N.J.; Carberry, P.S. Development of a Hemp (Cannabis Sativa L.) Simulation Model 2. The Flowering Response of Two Hemp Cultivars to Photoperiod. Aust. J. Exp. Agric. 2000, 40, 413. [Google Scholar] [CrossRef]
- Wise, K.; Baziotopoulos, E.; Zhang, C.; Leaming, M.; Shen, L.H.; Selby-Pham, J. Comparative study of water requirements and water footprints of fibre crops hemp (Cannabis sativa) and cotton (Gossypium hirsutum L.). J. Agrometeorol. 2023, 25, 392–396. [Google Scholar] [CrossRef]
- Kumar, I.V.; Acuna, T.B.; Lisson, S.; Hardie, M. Growth and development of Industrial hemp (Cannabis sativa L.) In response to irrigation treatments. In Proceedings of the Agronomy Australia Conference, Wagga Wagga, Australia, 25–29 August 2019; p. 4. [Google Scholar]
- Ngobeni, D.N.; Mokoena, M.L.; Funnah, S.M. Growth and yield response of fibre hemp cultivars (Cannabis sativa L.) under different N-levels in Eastern Cape Province of South Africa. Afr. J. Agric. Res. 2016, 11, 57–64. [Google Scholar] [CrossRef]
- Wogiatzi-Kamwoukou, E.; Giannoulis, K.D.; Porichi, L.A.; Gougoulias, N.; Kalfountzos, D.; Bilalis, D. Cultivation practices effect Cannabis sativa yield. In Proceedings of the X International Agriculture Symposium, University of East Sarajevo, East Sarajevo, Bosnia and Herzegovina, 3–6 October 2019; pp. 56–63. [Google Scholar]
- Deng, G.; Du, G.; Yang, Y.; Bao, Y.; Liu, F. Planting Density and Fertilization Evidently Influence the Fiber Yield of Hemp (Cannabis sativa L.). Agronomy 2019, 9, 368. [Google Scholar] [CrossRef]
Parameter | Description | Value |
---|---|---|
Tbase | Base temperature (°C) | 1.5 1 |
Tupper | Cut-off temperature (°C) | 40.0 1 |
CCx | Maximum canopy cover (%) | 90 1 |
Zr min | Minimum rooting depth (m) | 0.3 |
Canopy growth coefficient (CGC) | Increase in canopy cover (fraction soil cover per day) | 0.1115 |
Canopy decline coefficient (CDC) | Decrease in canopy cover (fraction soil cover per day) | 0.09615 |
Calendar days: from sowing to flowering | 89 | |
Calendar days: from sowing to emergence | 10 | |
Calendar days: from sowing to maximum rooting depth | 60 | |
Calendar days: from sowing to start of senescence | 105 | |
Calendar days: from sowing to maturity | 150 | |
Length of the flowering stage (days) | 12 | |
Build-up of harvest index (HI) starting at sowing | 90 | |
Length of HI build-up | 15 | |
Normalized water productivity (g m−2) | 15 | |
HI (%) | 18 | |
Positive effect of HI as result of limited growth in vegetative period | Moderate | |
Positive effect of HI as result of water stress affecting leaf expansion | Moderate | |
Water stress during flowering (p-upper) | 0.9 | |
Negative effect on HI as a result of water stress inducing stomatal closure | Strong | |
Aeration stress | Sensitive | |
Plant population (plants ha−1) | 140,000 |
Autumn Season | % Areas with Suitability Class | ||||||||
---|---|---|---|---|---|---|---|---|---|
Agro-Homogeneous Zones (AHZ) | Total Area (ha) | Areas of No Interest (%) | Highly Unsuitable | Unsuitable | Moderately Suitable | Suitable | Highly Suitable | ||
Mohafaza | Code | Description | |||||||
North Lebanon | 30 | Olive zone in Tripoli | 16,818 | 83 | 0 | 0 | 2 | 13 | 4 |
31 | Fruit trees zone of Danniyeh | 29,191 | 85 | 0 | 0 | 11 | 3 | 0 | |
32 | Olive zone in Batroun-Koura | 32,860 | 81 | 0 | 0 | 3 | 9 | 8 | |
33 | Mountainous zone of North Lebanon | 35,588 | 91 | 0 | 0 | 8 | 1 | 0 | |
10 | Coastal zone of Jbeil | 19,577 | 83 | 0 | 0 | 4 | 9 | 4 | |
Mount Lebanon | 11 | Mountainous zone of Northern Mount Lebanon | 65,404 | 90 | 0 | 0 | 9 | 0 | 0 |
12 | Coastal zone of Northern Mount Lebanon | 16,907 | 95 | 0 | 0 | 2 | 4 | 1 | |
13 | Coastal zone of Central Mount Lebanon | 24,085 | 80 | 0 | 0 | 6 | 11 | 1 | |
14 | Mountainous Central Mount Lebanon | 26,447 | 71 | 0 | 1 | 23 | 2 | 0 | |
15 | Iqlim El Kharroub | 15,207 | 81 | 0 | 0 | 4 | 13 | 0 | |
16 | Mountainous zone of Chouf | 27,942 | 69 | 0 | 0 | 27 | 3 | 0 | |
South Lebanon | 60 | Plain of Saida | 15,842 | 72 | 0 | 0 | 2 | 24 | 0 |
61 | Plateau of Saida | 11,323 | 64 | 0 | 0 | 1 | 40 | 0 | |
62 | Jezzine | 23,609 | 64 | 0 | 0 | 28 | 9 | 0 | |
63 | Plain of Sour | 18,037 | 77 | 0 | 0 | 2 | 21 | 0 | |
64 | Plateau of Sour | 21,783 | 62 | 0 | 0 | 14 | 22 | 0 | |
Nabatiye | 70 | Nabatiye | 42,571 | 50 | 0 | 0 | 32 | 18 | 0 |
71 | Iqlim El Teffah | 5755 | 58 | 0 | 0 | 31 | 4 | 0 | |
72 | Marjeyoun/Hasbaya | 35,895 | 59 | 0 | 2 | 30 | 7 | 0 | |
73 | Bent Jbeil | 23,663 | 43 | 0 | 0 | 51 | 2 | 0 | |
Bekaa | 50 | Mountainous zone of Zahle | 15,222 | 76 | 0 | 6 | 14 | 0 | 0 |
51 | Plain of Zahle | 15,105 | 38 | 0 | 23 | 41 | 0 | 0 | |
52 | Eastern watershed of Litani | 18,198 | 69 | 0 | 20 | 12 | 0 | 0 | |
53 | Western watershed of Litani | 16,885 | 56 | 0 | 10 | 34 | 0 | 0 | |
54 | Rachaya | 51,226 | 69 | 0 | 20 | 9 | 0 | 0 | |
55 | Plain of Litani | 16,416 | 36 | 0 | 8 | 59 | 0 | 0 | |
56 | Sohmor | 6097 | 49 | 0 | 17 | 30 | 0 | 0 | |
Baalbek El Hermel | 40 | Western watershed of Orontes | 60,278 | 87 | 0 | 0 | 11 | 2 | 0 |
41 | Northern plain of Orontes | 36,437 | 35 | 0 | 63 | 6 | 0 | 0 | |
42 | Southern plain of Orontes | 12,117 | 60 | 0 | 40 | 0 | 0 | 0 | |
43 | Deir El Ahmar | 18,633 | 76 | 0 | 14 | 10 | 0 | 0 | |
44 | Eastern watershed of Orontes | 37,821 | 73 | 0 | 26 | 0 | 0 | 0 | |
45 | Baalbek | 40,373 | 51 | 0 | 42 | 6 | 0 | 0 | |
46 | Chaat and Younine | 29,831 | 63 | 0 | 37 | 0 | 0 | 0 | |
47 | Britel | 25,352 | 91 | 0 | 8 | 0 | 0 | 0 | |
48 | Bednayel | 18,332 | 72 | 0 | 26 | 2 | 0 | 0 | |
Aakkar | 20 | Plain of Aakkar and Minieh | 13,821 | 83 | 0 | 0 | 1 | 11 | 6 |
21 | Plateau of Aakkar | 23,256 | 69 | 0 | 0 | 4 | 25 | 0 | |
22 | Fruit trees zone in Aakkar | 21,608 | 71 | 0 | 0 | 25 | 4 | 0 | |
23 | Qobayyat zone | 18,524 | 64 | 0 | 3 | 28 | 4 | 0 | |
All Lebanon | 1,004,082 | 70 | 0 | 11 | 13 | 5 | 1 |
Spring Season | % Areas with Suitability Class | ||||||||
---|---|---|---|---|---|---|---|---|---|
Agro-Homogeneous Zones (AHZ) | Total Area (ha) | AHZ_Areas of No Interest (%) | Highly Unsuitable | Unsuitable | Moderately Suitable | Suitable | Highly Suitable | ||
Mohafaza | Code | Description | |||||||
North Lebanon | 30 | Olive zone in Tripoli | 16,818 | 83 | 0 | 0 | 2 | 14 | 1 |
31 | Fruit trees zone of Danniyeh | 29,191 | 85 | 0 | 0 | 1 | 10 | 3 | |
32 | Olive zone in Batroun-Koura | 32,860 | 81 | 0 | 0 | 1 | 16 | 2 | |
33 | Mountainous zone of North Lebanon | 35,588 | 91 | 0 | 0 | 1 | 5 | 3 | |
10 | Coastal zone of Jbeil | 19,577 | 83 | 0 | 0 | 2 | 5 | 10 | |
Mount Lebanon | 11 | Mountainous zone of Northern Mount Lebanon | 65,404 | 90 | 0 | 0 | 1 | 4 | 5 |
12 | Coastal zone of Northern Mount Lebanon | 16,907 | 95 | 0 | 0 | 2 | 2 | 1 | |
13 | Coastal zone of Central Mount Lebanon | 24,085 | 80 | 0 | 0 | 3 | 16 | 1 | |
14 | Mountainous of Central Mount Lebanon | 26,447 | 71 | 0 | 0 | 1 | 27 | 0 | |
15 | Iqlim El Kharroub | 15,207 | 81 | 0 | 0 | 5 | 14 | 0 | |
16 | Mountainous zone of Chouf | 27,942 | 69 | 0 | 0 | 1 | 30 | 0 | |
South Lebanon | 60 | Plain of Saida | 15,842 | 72 | 0 | 0 | 15 | 13 | 0 |
61 | Plateau of Saida | 11,323 | 64 | 0 | 0 | 3 | 33 | 0 | |
62 | Jezzine | 23,609 | 64 | 0 | 0 | 0 | 36 | 0 | |
63 | Plain of Sour | 18,037 | 77 | 0 | 0 | 13 | 11 | 0 | |
64 | Plateau of Sour | 21,783 | 62 | 0 | 0 | 6 | 31 | 0 | |
Nabatiye | 70 | Nabatiye | 42,571 | 50 | 0 | 0 | 1 | 49 | 0 |
71 | Iqlim El Teffah | 5755 | 58 | 0 | 0 | 1 | 40 | 1 | |
72 | Marjeyoun/Hasbaya | 35,895 | 59 | 0 | 0 | 3 | 38 | 0 | |
73 | Bent Jbeil | 23,663 | 43 | 0 | 0 | 1 | 56 | 0 | |
Bekaa | 50 | Mountainous zone of Zahle | 15,222 | 76 | 0 | 0 | 4 | 20 | 0 |
51 | Plain of Zahle | 15,105 | 38 | 0 | 0 | 12 | 50 | 0 | |
52 | Eastern watershed of Litani | 18,198 | 69 | 0 | 0 | 19 | 12 | 0 | |
53 | Western watershed of Litani | 16,885 | 56 | 0 | 0 | 2 | 43 | 0 | |
54 | Rachaya | 51,226 | 69 | 0 | 0 | 28 | 3 | 0 | |
55 | Plain of Litani | 16,416 | 36 | 0 | 0 | 6 | 57 | 0 | |
56 | Sohmor | 6097 | 49 | 0 | 0 | 2 | 49 | 0 | |
Baalbek El Hermel | 40 | Western watershed of Orontes | 60,278 | 87 | 0 | 0 | 10 | 3 | 0 |
41 | Northern plain of Orontes | 36,437 | 35 | 0 | 0 | 53 | 12 | 0 | |
42 | Southern plain of Orontes | 12,117 | 60 | 0 | 0 | 37 | 3 | 0 | |
43 | Deir El Ahmar | 18,633 | 76 | 0 | 0 | 7 | 17 | 0 | |
44 | Eastern watershed of Orontes | 37,821 | 73 | 0 | 0 | 27 | 0 | 0 | |
45 | Baalbek | 40,373 | 51 | 0 | 0 | 35 | 14 | 0 | |
46 | Chaat and Younine | 29,831 | 63 | 0 | 0 | 32 | 4 | 0 | |
47 | Britel | 25,352 | 91 | 0 | 0 | 9 | 0 | 0 | |
48 | Bednayel | 18,332 | 72 | 0 | 0 | 27 | 0 | 0 | |
Aakkar | 20 | Plain of Aakkar and Minieh | 13,821 | 83 | 0 | 0 | 1 | 16 | 0 |
21 | Plateau of Aakkar | 23,256 | 69 | 0 | 0 | 0 | 31 | 0 | |
22 | Fruit trees zone in Aakkar | 21,608 | 71 | 0 | 0 | 4 | 25 | 0 | |
23 | Qobayyat zone | 18,524 | 64 | 0 | 0 | 3 | 33 | 0 | |
All Lebanon | 1,004,082 | 70 | 0 | 0 | 11 | 18 | 1 |
Rainfed_Autumn Season | Rainfed_Spring Season | Irrigated_Spring Season | ||
---|---|---|---|---|
Seed yield (t ha−1) | Minimum | 0.0 | 0.5 | 1.7 |
Maximum | 2.0 | 1.2 | 2.3 | |
Average | 0.3 | 0.9 | 2.0 | |
Standard deviation | 0.6 | 0.1 | 0.1 | |
Biomass (t ha−1) | Minimum | 0.1 | 5.0 | 9.4 |
Maximum | 11.1 | 6.8 | 13.0 | |
Average | 3.7 | 5.6 | 11.0 | |
Standard deviation | 4.0 | 0.5 | 0.7 | |
WP (kg m−2) | Minimum | 0.0 | 0.2 | 0.3 |
Maximum | 1.1 | 0.5 | 0.5 | |
Average | 0.1 | 0.4 | 0.4 | |
Standard deviation | 0.3 | 0.1 | 0.0 | |
Seasonal net irrigation amounts (mm) | Minimum | 0.0 | 0.0 | 331.8 |
Maximum | 0.0 | 0.0 | 544.0 | |
Average | 0.0 | 0.0 | 436.6 | |
Standard deviation | 0.0 | 0.0 | 68.7 | |
Seasonal rain (mm) | Minimum | 82.2 | 7.3 | |
Maximum | 1312.3 | 118.4 | ||
Average | 582.8 | 40.4 | ||
Standard deviation | 325.4 | 30.5 | ||
Seasonal Eto (mm) | Minimum | 153.7 | 535.6 | |
Maximum | 249.3 | 710.3 | ||
Average | 192.7 | 646.9 | ||
Standard deviation | 24.6 | 47.9 |
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Sleiman, R.; Gerard, J.A.; Fahed, S.; Todorovic, M.; Sellami, M.H.; Albrizio, R.; Abi Saab, M.T. Irrigation and Agricultural Opportunities: Evaluating Hemp (Cannabis sativa L.) Suitability and Productivity in Lebanon. Water 2024, 16, 1865. https://doi.org/10.3390/w16131865
Sleiman R, Gerard JA, Fahed S, Todorovic M, Sellami MH, Albrizio R, Abi Saab MT. Irrigation and Agricultural Opportunities: Evaluating Hemp (Cannabis sativa L.) Suitability and Productivity in Lebanon. Water. 2024; 16(13):1865. https://doi.org/10.3390/w16131865
Chicago/Turabian StyleSleiman, Rhend, Jocelyne Adjizian Gerard, Salim Fahed, Mladen Todorovic, Mohamed Houssemeddine Sellami, Rossella Albrizio, and Marie Therese Abi Saab. 2024. "Irrigation and Agricultural Opportunities: Evaluating Hemp (Cannabis sativa L.) Suitability and Productivity in Lebanon" Water 16, no. 13: 1865. https://doi.org/10.3390/w16131865
APA StyleSleiman, R., Gerard, J. A., Fahed, S., Todorovic, M., Sellami, M. H., Albrizio, R., & Abi Saab, M. T. (2024). Irrigation and Agricultural Opportunities: Evaluating Hemp (Cannabis sativa L.) Suitability and Productivity in Lebanon. Water, 16(13), 1865. https://doi.org/10.3390/w16131865