System Dynamics Applied to Terraced Agroecosystems: The Case Study of Assaragh (Anti-Atlas Mountains, Morocco)
Abstract
:1. Introduction
2. Materials and Methods
2.1. Case Study
2.1.1. General Overview
2.1.2. The Assaragh TAS
2.2. Conceptualization of the Case Study through SD
2.2.1. Definition of SD
2.2.2. Modelling Process
2.2.3. Selected Literature Review on Water Resources and Ecosystems Related Problems
2.2.4. The Model for Assaragh Case Study
2.3. Data Collection
2.3.1. Field Surveys and Unstructured Data Collection
2.3.2. Terrain, Meteorological and Demographic Data
2.3.3. Structured Data Collection
2.4. Data Analysis
2.4.1. Geological Data
2.4.2. Climatic Data
2.4.3. Water Resources Balance
2.4.4. Demographic Data
2.4.5. Agrobiodiversity Assessment
- The main and superior tree layer is mainly composed by palm trees (Phoenix dactylifera). Moroccan oasis are known by their important varietal and genetic diversity of date palm trees [75,76,77,78], in fact Moroccan oases present more than 220 known varieties [79]. Palm trees on one side shade the plots and protect them from wind reducing soil dissecation; they provide mechanical protection from soil erosion and once dead they can be used as construction material for terraces and irrigation channels. Moreover they supply fodder to sheep and cattle that are raised in enclosures and fed with palm leaves mixed with alfalfa and vegetable waste. Several studies have shown essential and diverse bacterial communities associated with root palm tree systems [80,81]. The main arboreal layer close to wadi banks, in some spots, hosts ancient specimens of Celtis australis, Populus alba and Populus nigra as they can naturally occur where the hyporheic flow is more present.
- The secondary arboreal layer is composed mainly by seven species of cultivated tree: olive (Olea europaea), almond (Prunus dulcis), apricot (Prunus armeniaca) pomegranate (Punica granatum), carob (Ceratonia siliqua), fig (Ficus carica) and apple (Malus pumila). The olive tree, identified by the farmers under the denomination of ‘Zitoune’ and the almond tree are the dominant species in the secondary layer. The olive variety Zitoune has been previously identified by genetic markers as ‘Picholine marocaine’ [82]. It is widely spread in Moroccan agroecosystems and largely appreciated by local farmers [11,83]. The preference for olive and almond trees is in agreement with what has been observed by Belarbi et al. [84] in Aoufouss oasis (South of Morocco).
- The herbaceous layer hosts two species of cereals, wheat (Triticum turgidum), known locally under the denomination of ’Amazigh’, and barley (Hordeum vulgare). This layer is dominated by alfalfa (Medicago sativa) used as fodder, and by eight types of vegetable plants destined for local consumption: tomato (Solanum lycopersicum), onion (Allium cepa), carrot (Daucus carota), eggplant (Solanum melongena), faba bean (Vicia faba), courgette (Cucurbita pepo), green pepper (Capsicum annuum) and leek (Allium ampeloprasum). Therefore, association of wheat and barley with other crops was found to be beneficial for sustainable agricultural practices [85]. Assaragh is known also for the production of high quality saffron (Crocus sativus), which is not possible to cultivate downstream of Assaragh, in the Aguinane TAS at an altitude of 300 m lower.
3. Results
3.1. Geology Influences on TAS Structure
3.2. Climatic Trends and Rainy Days Reduction
3.3. Water Balance at the Basin Scale
3.4. Perception of Groundwater Resources
3.5. Demographic, Social and Cultural Dynamics
3.6. Mechanical Limitation of TAS Linked To Plant Growth
3.7. Global Dynamics Overview and Trends
4. Discussion
4.1. Possible Actions for Local Initiatives and Policy Makers
- Local primary schools that are generally present in the small ksour community, can offer many possibilities of developing programs aimed at environmental and scientific education based on situated learning in the TAS. There is a vast literature on such experiences [94,95,96,97]. In fact, situated learning is useful not only to teach basic scientific notions, but to promote cultural exchange, as well. Moreover, school activities related to traditional agriculture and irrigation practices can help to build and reinforce the identity of young people [20] hence preserving local culture and developing the social potential of new generations.
- The fundamental role of women in preserving crop productivity, traditional knowledge and achieving food security worldwide in rural communities has been widely recognized by the scientific community [98,99,100,101]. This is also valid in Amazigh communities [102] which today are observing a new rise of women involvement in local politics and social activism [103], thanks also to a process of modernization of a society which has become extremely patriarchal, following historical processes of social and cultural evolution [54]. However, in the past the Amazigh society has always had great female leaders who at times have emerged even in the historical periods most unfavorable to the emancipation of women [103]. In this sense the first action suggested views the empowerment of women in primary education, cultural exchange, TAS management and varieties selection, as a natural following action to take in order to consolidate the expected outcomes of the first one.
- The need for continuous communication and research of innovative educational and participatory tools to interest the new generations and render the actions of women and local communities more effective is vital. In this way the academic community can play a fundamental role through citizen science activities [104,105], in order to empower the two proposed actions. In fact, the third action consists in the creation of scientific participated laboratories in rural communities, laboratories that, in addition to promoting educational methodologies related to the environment and STEMs, promote citizen science projects aimed at the selection and the exchange of plant varieties suitable for future climate scenarios [106,107,108].
4.2. Strengths and Limitations of SD
5. Conclusions
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
Abbreviations
CLD | Casual Loop Diagram |
LRWH | Landscape Restoration and Water Harvesting |
MGP | Morocco Green Plan |
SD | System Dynamics |
SMTC | Soil-Moisture Temperature Coupling |
TAS | Terraced Agroecosystem |
Appendix A. Glossary from Wadi Hydrology
Wadi: | It refers to a dry (ephemeral) riverbed or creek, in climates ranging from hyper-arid to sub-arid, that contains water only when heavy rain occurs and can present hyporheic flow during the rest of the year. |
Assif: | It refers to the main branch of the hydrographic network and can be considered as the main wadi. |
Amot: | Generally it is the closing section. In the case of an endorheic basin it coincides with the area that collects the outflow. |
Khettara: | It is the local version of a qanat (Remini 2015 [109]), and it is made by a gently sloping underground channel to transport water from an aquifer or water well to the surface; this technique does not stress the aquifer, naturally draining it, avoiding forced water withdrawal. |
Appendix B. Demographic Details
Demography | Occupational Status for at Least 15 Years (%) | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Ksour | Pop. | Families | M | F | Empr. | Free. | Publ. | Empl. | Fami. | Coop. | Other |
Timdghart | 340 | 64 | 161 | 179 | 0.0 | 42.9 | 1.9 | 25.7 | 27.6 | 1.9 | 0.0 |
Iguerda | 289 | 48 | 142 | 147 | 0.0 | 6.8 | 2.3 | 39.4 | 0.8 | 50.0 | 0.8 |
Lemdint | 403 | 86 | 170 | 233 | 0.0 | 48.3 | 1.7 | 14.5 | 35.5 | 0.0 | 0.0 |
Assaragh | 298 | 60 | 141 | 157 | 0.0 | 42.9 | 1.9 | 25.7 | 27.6 | 1.9 | 0.0 |
Fifred | 471 | 89 | 214 | 257 | 2.1 | 8.2 | 3.1 | 78.4 | 1.0 | 3.1 | 4.1 |
Fighil | 264 | 53 | 119 | 145 | 0.0 | 25.0 | 9.4 | 50.0 | 0.0 | 15.6 | 0.0 |
Azegza | 318 | 66 | 157 | 161 | 0.0 | 15.7 | 17.7 | 63.5 | 0.0 | 3.1 | 0.0 |
Kiroute | 329 | 68 | 153 | 176 | 3.5 | 14.0 | 19.3 | 63.2 | 0.0 | 0.0 | 0.0 |
Timzoughine | 163 | 36 | 77 | 86 | 0.0 | 19.2 | 11.5 | 57.7 | 7.7 | 0.0 | 3.8 |
Appendix C. Additional Calculations
Formula | t | Formula Calibrated on: |
---|---|---|
Giandotti (1934) [111] | 5.6 h | North Italian basins with area between 170 and 70,000 km |
Pilgrim and McDermott (1981) [112] | 4.1 h | Australian basins with area between 0.1 and 250 km |
NRCS SCS (CN = 85) (1972) [110] | 3.3 h | Rural basins with maximum area of 16 km |
NRCS SCS (CN = 99) (1972) [110] | 1.7 h | Rural basins with A maximum area of 16 km |
Appendix D. Unstructured Data Collection
Appendix E. Structured Data Collection
(2.2) | A—How many times during the year is the wadi flooded? |
(32) | B—How many days are rainy during the year? |
(250) | C—How many people live in the oasis (Assaragh and Lemdint)? |
(100) | D—How many people were living in the oasis (Assaragh and Lemdint) when you were a child (from 5 to 12 years old)? |
(88) | E—How many days were rainy during the year when you were a child (from 5 to 12 years old)? |
(32) | F—How many times during the year was the wadi flooded when you were a child (from 5 to 12 years old)? |
(1.8) | 01—In general winters are colder with respect to the past. |
(5.0) | 02—In general it rains less with respect to the past. |
(2.3) | 03—In general there is more water available for agriculture. |
(1.8) | 04—The quality of life in Assaragh is higher with respect to big cities such as Ouarzazate, Marrakech or Agadir. |
(4.4) | 05—Many young people leave Assaragh to move to big cities or abroad. |
(5.0) | 06—Summers are warmer with respect to the past. |
(5.0) | 07—Assaragh had many more cultivated terraces in the past. |
(5.0) | 08—The terraces were abandoned due to friction between the villagers. |
(2.1) | 09—The terraces have been abandoned due to the drying up of the springs irrigating them. |
(4.7) | 10—The abandonment of the terraces is a problem for the village. |
(3.5) | 11—It is better to use wells with motor pumps than khettaras for irrigation. |
(2.1) | 12—It is better to have a large field without trees than several small fields with many trees on the edge. |
(4.2) | 13—Assaragh is much better than I remember in recent years. |
(2.3) | 14—I have full confidence in the government’s agricultural development policies. |
(1.0) | 15—People earn much more from farming than in the past. |
(2.3) | 16—I am familiar with the phenomenon of climate change and I know what we are talking about when we talk about climate change. |
(1.8) | 17—I would prefer to live in a big city. |
(3.1) | 18—It is becoming more and more difficult to cultivate in the oasis. |
(5.0) | 19—Climate change will result in a generally warmer and drier climate. |
(5.0) | 20—Morocco will not be particularly affected by climate change. |
Entry | 01 | 02 | 03 | 04 | 05 | 06 | 07 | 08 | 09 | 10 | 11 | 12 | 13 | 14 | 15 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Age | 57 | 66 | 62 | 68 | 75 | 69 | 70 | 45 | 77 | 62 | 61 | 58 | 41 | 56 | 62 |
Sex | F | M | M | M | F | M | M | M | M | M | M | M | M | M | F |
A | 2/3 | 1/3 | 2/3 | 2/3 | 1/3 | 2/3 | 2/3 | 1/3 | 1/3 | 1/3 | 1/3 | 1/3 | 1/3 | 1/3 | 1/3 |
B | 30 | 35 | 30 | 40 | 30 | 30 | 40 | 30 | 30 | 30 | 30 | 30 | 30 | 30 | 35 |
C | 250 | 250 | 250 | 250 | 250 | 250 | 250 | 250 | 250 | 250 | 250 | 250 | 250 | 250 | 250 |
D | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 |
E | 90 | 105 | 60 | 90 | 120 | 105 | 120 | 60 | 90 | 90 | 90 | 60 | 60 | 90 | 90 |
F | 35 | 45 | 35 | 45 | 55 | 35 | 45 | 35 | 35 | 35 | 35 | 35 | 30 | 35 | 35 |
01 | 5 | 5 | 1 | 1 | 5 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
02 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 |
03 | 1 | 1 | 1 | 1 | 5 | 5 | 5 | 5 | 1 | 1 | 5 | 1 | 1 | 1 | 1 |
04 | 1 | 1 | 1 | 1 | 5 | 5 | 5 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
05 | 4 | 4 | 4 | 4 | 3 | 4 | 5 | 4 | 4 | 5 | 5 | 5 | 5 | 5 | 5 |
06 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 |
07 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 |
08 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 |
09 | 1 | 1 | 1 | 1 | 5 | 1 | 5 | 1 | 5 | 1 | 1 | 1 | 1 | 5 | 1 |
10 | 5 | 1 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 |
11 | 1 | 5 | 5 | 5 | 1 | 5 | 1 | 4 | 1 | 4 | 5 | 1 | 4 | 5 | 5 |
12 | 1 | 5 | 5 | 1 | 1 | 1 | 1 | 1 | 1 | 5 | 1 | 1 | 1 | 5 | 1 |
13 | 5 | 5 | 5 | 5 | 1 | 1 | 5 | 1 | 5 | 5 | 5 | 5 | 5 | 5 | 5 |
14 | 1 | 5 | 5 | 5 | 1 | 5 | 1 | 1 | 1 | 1 | 1 | 1 | 5 | 1 | 1 |
15 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
16 | 1 | 5 | 5 | 5 | 1 | 5 | 1 | 1 | 1 | 1 | 1 | 1 | 5 | 1 | 1 |
17 | 1 | 5 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 5 | 1 | 5 |
18 | 5 | 5 | 5 | 5 | 1 | 5 | 1 | 1 | 1 | 1 | 1 | 1 | 5 | 5 | 5 |
19 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 |
20 | 5 | 5 | 5 | 5 | n.a. | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 5 |
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Parameter | Value | Dimension |
---|---|---|
Basin area | 87 | km |
Perimeter | 72 | km |
Length of the main branch (or assif) | 24 | km |
Maximum altitude | 2038 | m asl |
Average altitude | 1818 | m asl |
Minimum altitude at closing section | 1506 | m asl |
Maximum distance between basin and closing section | 15 | km |
Average slope of the basin | 23.50 | % |
Average slope of the main branch (or assif) | 2.84 | % |
Concentration time range (see Table A2) | 5.6−1.7 | h |
TAS | Active Terraced Surface | Abandoned Terraced Surface | Abandonment Ratio |
---|---|---|---|
Assarargh & Lemdint | 0.367 km | 0.154 km | 29.6% |
Iguerda | 0.056 km | 0.190 km | 77.2% |
Timdghart | 0.051 km | 0.366 km | 87.9% |
Water supply | R(ws): | Modern irrigation increases water withdrawal capability and flexibility, increasing Water supply that can mislead the Perception of the reduction of groundwater resources and thus, encouraging a shift towards Modern irrigation to increase groundwater exploitation. |
Water demand | B(wd) | An Aquifer stress can reduce the Khettaras flow rate which governs Water supply; a reduction in Water supply can increase Groundwater storage, easing the Aquifer stress, increasing Khettaras flow rate. |
Traditional irrigation drift | R(mt) | Khettaras flow rate decreases, encouraging a drift towards Modern irrigation systems which increases Water supply, thus, reducing Groundwater storage, which cause the increase of Aquifer stress, reducing the Khettaras flow rate. |
Supply effect | R(se) | Modern irrigation generally creates Dependency from high and constant flow rates increasing Aquifer stress, which by reducing even more the Khettaras flow rate increases dependency from Modern irrigation. |
Demographic loop | R(demo) | Increasing population leads to a Resources shortage, which implies a Low quality of life, leading to a Birth rate increase. |
Emigration loop | B(emig) | Emigration leads to an increase of emigrants sending money back to their families increasing External economic resources used to start a Modernization process inside the village, improving the Low quality of life. Higher quality of life reduces the Birth rate, reducing the Increasing population. |
Economic dependency loop | B(econ) | External economic resources initiates a Modernization process inside the village improving the Low quality of life. Higher quality of life reduces the Birth rate, reducing the Increasing population, thus, reducing the Resources shortage and accordingly the Dependency from External economic resources. |
Cultural landscape loop | R(cl) | TERRACING KNOW-HOW leads to a better Care for traditional irrigation network allowing a creation for a cultural landscape, that facilitates a Cultural exchange between generations. |
Soil moisture and temp. | R(SMTC) | An increase in Soil moisture implies a decrease in Surface air temperature and vice versa. |
Plant growth—wet lim. | B(pgw) | Plant growth decreases Soil moisture, which increases Plant water deficit which limits Plant growth. |
Plant growth—dry lim. | B(pgd) | Plant growth decreases Soil moisture, which decreases Surface air temperature which, by increasing potential evapotranspiration, increases Plant water deficit which limits Plant growth. |
Roots reinf. walls—wet loop | R(rww) | Plant growth can present a Reinforcing interaction with dry walls by the consolidation effect exerted by roots; this interaction shades the wall from wind and solar radiation, and the compaction of the stones reduces water runoff; all these effects decrease Plant water deficit promoting Plant growth. |
Roots reinf. walls—dry loop | R(rwd) | Plant growth can present a Reinforcing interaction with dry walls through the consolidation effect exerted by roots; this interaction decreases HYDROGEOLOGICAL RISK, which generally increases the organic matter flushout. An increase in Organic matter production and conservation promotes Soil moisture which reduces Plant water deficit promoting Plant growth. |
Roots disrupting walls | B(rw) | Plant growth can present a Destructive interaction with dry walls by the consolidation effect exerted by roots, this interaction increases HYDROGEOLOGICAL RISK, which generally decreases the organic matter flushout. An increase in Organic matter production and conservation promotes Soil moisture which reduces Plant water deficit promoting Plant growth. |
Drought adaptation | R(bio) | An increase in Agrobiodiversity favors the Selection of drought resistant varieties, which can lead to a reduction of Plant water deficit, thus, to a promotion of Plant growth, which implies an increase in Organic matter production and conservation necessary to develop a higher Agrobiodiversity. |
Hydrogeological Class | Fracturing | Lithology | % |
---|---|---|---|
Land with deep karst circulation | Abundant | Micaschists and gneiss from Iguerda’s buttonhole | 35.6% |
Hyporheic circulation in wadis and valleys | Uncommon | Plio-quaternary deposits, volcano-sedimentary complex | 27.3% |
Impermeable or less permeable grounds | Absent | Adoudonian limestones, granites and orthogneiss | 37.1% |
Year | Duration in Days | Last Day without Rain |
---|---|---|
2005 | 55 | 5 May |
1992 | 44 | 29 Jan |
2007 | 42 | 7 Jul |
2019 | 40 | 22 Jul |
2002 | 39 | 4 Jul |
2017 | 38 | 25 Nov |
Parameter | Value |
---|---|
Cumulated precipitation in wet season | 150 mm |
Cumulated precipitation in dry season | 72 mm |
Cumulated potential evapotranspiration in wet season | 84 mm |
Cumulated potential evapotranspiration in dry season | 306 mm |
Ratio cumulated P during wet season over yearly cumulated P | 67% |
Ratio cumulated during dry season over yearly cumulated | 78% |
Water surplus in wet season | 66 mm |
Water deficit in dry season | −234 mm |
Parameter | Value |
---|---|
Cultivated area (active terraces) | 0.474 km |
Whole terraced area (active and abandoned terraces) | 1.184 km |
Direct evaporation from bare soil in wet season | 65% |
Direct evaporation from bare soil in dry season | 90% |
Base flow plus runoff in wet season | 25% |
Base flow plus runoff in dry season | 0 % |
Domestic water need per inhabitant | 200 L/in |
Number of equivalent inhabitants (animals and people) | 1500 in |
Parameter | Absolute c. s. m | Absolute h. s. m |
---|---|---|
Volume of water available during wet season | 1.305 | 1.305 |
Volume of water available during dry season | 0.626 | 0.626 |
Volume of water needed in agriculture during wet season | 0.040 | 0.099 |
Volume of water needed in agriculture during dry season | 0.145 | 0.362 |
Water surplus in wet season | 1.265 | 1.206 |
Water surplus in dry season | 0.481 | 0.264 |
Domestic water supply for 1500 inhabitants, in wet season | 0.064 | 0.064 |
Domestic water supply for 1500 inhabitants, in dry season | 0.046 | 0.046 |
Ksour | Female Population | Male Population | Tot. Population | Number of Households |
---|---|---|---|---|
Assaragh & Lemdint | 390 (55.63%) | 311 (44.87%) | 701 | 146 |
Iguerda | 147 (50.87%) | 142 (49.13%) | 289 | 48 |
Timdghart | 179 (52.65%) | 161 (47.35%) | 340 | 64 |
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Boselli, V.; Ouallali, A.; Briak, H.; Houssni, M.; Kassout, J.; El Ouahrani, A.; Michailidi, E.M. System Dynamics Applied to Terraced Agroecosystems: The Case Study of Assaragh (Anti-Atlas Mountains, Morocco). Water 2020, 12, 1693. https://doi.org/10.3390/w12061693
Boselli V, Ouallali A, Briak H, Houssni M, Kassout J, El Ouahrani A, Michailidi EM. System Dynamics Applied to Terraced Agroecosystems: The Case Study of Assaragh (Anti-Atlas Mountains, Morocco). Water. 2020; 12(6):1693. https://doi.org/10.3390/w12061693
Chicago/Turabian StyleBoselli, Vladimiro, Abdessalam Ouallali, Hamza Briak, Mhammad Houssni, Jalal Kassout, Abdeltif El Ouahrani, and Eleni Maria Michailidi. 2020. "System Dynamics Applied to Terraced Agroecosystems: The Case Study of Assaragh (Anti-Atlas Mountains, Morocco)" Water 12, no. 6: 1693. https://doi.org/10.3390/w12061693
APA StyleBoselli, V., Ouallali, A., Briak, H., Houssni, M., Kassout, J., El Ouahrani, A., & Michailidi, E. M. (2020). System Dynamics Applied to Terraced Agroecosystems: The Case Study of Assaragh (Anti-Atlas Mountains, Morocco). Water, 12(6), 1693. https://doi.org/10.3390/w12061693