Wastewater reuse in agriculture sector: resources management and adaptation in the context of climate change: case study of the Beni Mellal-Khenifra region, Morocco

Recent climate change effects worsened water scarcity in Morocco and forced the country to seek alternative water resources such as domestic and industrial wastewater. In this context, we assessed the treatment efficiency of wastewater treatment plants (WWTP) of the BeniMellal-Khenifra region based on physicochemical and biological parameters. Vegetation cover evolution near WWTPs was also analysed using satellite images (Landsat TM and OLI). Six WWTP were evaluated based on treated water quality and a survey of nearby farmers and residents. Results showed treated wastewater is in line with Moroccan standards, and can be reused for irrigation and aquaculture without harmful effects. The survey pointed to the Boujaad WWTP as a model in the region. The vegetation cover evolution before and after WWTP existence showed an important improvement of cultivated lands. As a conclusion, wastewater reuse will allow the BeniMellal-Khenifra region to secure agricultural irrigation to safeguard freshwater quantities and quality despite climate change.


Introduction:
Rapid urbanization and climate change increase pressure on the availability of freshwater resources in Morocco [1]. Water scarcity is particularly acute in semi-arid and arid zones, because of the growth resulting from the accelerated demographic and economic development in many Moroccan cities [2]. Limits to water resources availability is not only caused by limited quantities, but also degraded quality resulting from contaminants generated by domestic, industrial and agriculture activities [3]. Therefore, it is necessary to consider unconventional water resources such as wastewater to meet high water demand by different sectors, and to recover the significant wastewater discharged directly into nature without any treatment [4].Wastewater treatment becomes the primary concern as it is associated to the issues of population health and environment degradation. Wastewater can be used for sectors with quality requirements below human consumption standards, such as agriculture, aquaculture and other social activities [5].
Remotely sensed data has been applied worldwide in land cover classification and monitoring on a regional or global scale [6]. It is particularly important when field data is unavailable, or hard to retrieve [7]. Remote sensing techniques provide reliable information on monitor wastewater treatment plants contribution in vegetation cover development. Landsat TM, OLI images were used for their potential application in identifying the land cover classification and the hydrographic system [8]. A selected time-series of twelve satellite images over the period from 2008 to 2018 were used to map the vegetation cover in the study area (near WWTPs).Those images were obtained under clear sky conditions to reduce induced effect by atmospheric disturbances. Support vector machine (SVM) classification was used to estimate the vegetation cover evolution in areas close to WWTPs.This result will present the importance of wastewater reuse in the agriculture sector, and to highlight the contribution of remote sensing applications in evaluating vegetation cover.
The BeniMellal-Khenifra region has 13 wastewater treatment plants, most of them in poor condition or under construction [9]. The poor condition of WWTPs leads to malfunction, that in turn creates environmental issues, as the treated water is either reused in agriculture despite its high pollution load, or discharged directly into nature to pollute groundwater and surface water. Municipalities in the BeniMellal-Khenifra region cities are using natural lagoon ssystem, due to its efficient process, low economic cost, and adapted to semi-arid arid climate conditions. This lagoons system is largely appreciated in its efficiency in small towns, and recommended for hot climate conditions [10]. lagoon system technique is considerable efficient in eliminating pathogenic germs and ensure a better reuse of wastewater in agriculture sector [11].

Study area
The BeniMellal-Khenifraregion is located in the center of central part in Morocco. It is 240 km far away from Moroccan capital Rabat [12]. This region is characterised by four large natural landscape: the mountain ranges, piedmont, the Khouribga phosphates plateau, and the Tadla Plain [13]. This region is formed byBeniMellal, Azilal, Fkih Ben Salah, Khenifra, and Khouribga provinces (Figure1) [14]. Climate in the study area is arid to semi-arid. The average annual rainfall is around 100 mm in the arid area and the 600 in humid area. The average temperature is 18℃ (40℃ in summer and -3, 5℃ in winter) [15].

Methods
The physico-chemical and microbiological composition of water is essential to identify possible reuse of treated wastewater [16]. For this purpose, raw and treated wastewater quality at six WWTPs in the study area was analysed to reveal associated shortcoming and anomalies at each treatment plant. Wastewater samples were taken upstream and downstream of each treatment plant during field visits. Raw and treated urban wastewater samples were collected from the inlet and outlet points for each WWTP during two periods, high quantity of wastewater arriving into the station (morning and evening) and low one (noon hours). Farmers and residents close WWTPs were surveyed. Satellite images were downloaded from the Internet. Applying the Supervised classification SVM, this method aims to find the optimal result with limited information provided by a small set of samples [17].

Water quality parameters
The following physical and chemical parameters have been measured at field(electrical conductivity, temperature, salinity, and pH), while the rest (Biochemical oxygen demand, chemical oxygen demand, total suspended solids, nitrates, nitrites, ammonium, orthophosphates, and sulphate) were analysed at Hydraulic Basin Agency laboratory following the AFNOR Moroccan standards [18]. The Moroccan standards for NH 4 + , NO 2 and PO 4 3-, are not set for irrigation purpose, as these parameters are generally absorbed during the treatment process [19].
The sampling procedure is done under favourable conditions, in accordance with Moroccan standard procedure, while adding fixing reagents, and taking all the necessary precautions during the transport of the samples (storage in ice).
Electrical conductivity and salinity are good indicators for substances assessment [20]. Both parameters are strongly linked, and are originally coming from a natural or anthropogenic source. Controlling the salinity of irrigation water is of major importance, whether for natural waters or for wastewater [21]. Water salinity is calculated based on electrical conductivity and in situ temperature, by applying the following formula [22].
With: = , , . and = ∑ S: Salinity (g/L); Cs, t, p: Electrical conductivity (ms/cm); T: Temperature in °C; a i , b i , c i and k are dimensionless observations

Survey
The survey is aiming to identify the impact of wastewater treated on near population health, social economy, types of adopted cultures, and the WWTP impact on their crop yield. However, a survey targeting individual farmers was conducted in all the exposed and unexposed areas near WWTPs. This survey is dedicated to collectinformation on agricultural crops production trends during last few years (after the existence of WWTP),the impact of wastewater reuse in agriculture sector,environment, public health,wastewater benefits on irrigation, quantity of fertilizer used, types of cultures irrigated by wastewater, and the farmer's suggestion for the current management of their wastewater.
Based on a preliminary survey, the treated and untreated wastewater are both used for irrigation in thestudy area. Most of farmer's in this study area using partly treated water for plots irrigation without a fertilizer because this water contains a significant amount of nutrients.
The collected survey information/responsewerebased on a simple statistical analysis, summarized in figure 3.

Crop yield and WWTP performance evaluation using satellite imagery
Satellite images (Landsat TM, OLI) were used to evaluate the evolution of vegetation, and to determinate WWTP performance at upstream and downstream of all treatment plants. Landsat images were obtained from United States Geological Survey (USGS) Earth Explorer portal (https://earthexplorer.usgs.gov). A subset of the images was selected based on a certain number of factors: availability and the atmospheric conditions during the images acquisition were used. Only images captured during the summer time were used, as the climate is the drier so there is no much evaporated water in the atmosphere. The LS5 images are characterized by seven spectral bands width a spatial resolution of 30 m for Bands 1 to 5 and 7. The spatial resolution for Band 6 (thermal infrared) is 120 m, andLS8 images consist of multispectral and thermal bands, and a panchromatic band with higher spatial resolution (15m) [23].The images were georeferenced using the World Geodetic System 1984 datum (WGS-84) and the Universal Transverse Mercator (UTM) projection (Table1).Although the captured images were processed by applying all necessary operations: radiometric and atmospheric corrections, using FLASH the module. Supervised classification (SVM) was applied to detect the vegetation cover evolution before and after WWTP existenc ein the study area. SVM algorithm is a new general learning algorithm based on statistical theory.

Results and Discussion
According to water intended for irrigation quality standards in Morocco [24], we noted that the parameters (pH, temperature, BOD(Biological Oxygen Demand) , conductivity) of treated wastewater are comply with standards. Indeed, the pH values of all the WWTP in the region spanned between 6.5 and 8.5 as a limit value for irrigation water quality, The Moroccan standard has set an interval of 6.5 and 8.5 for pH as permissible values [16]. The study results observed that the pH of the treated wastewater was suitable for irrigation, explained by a neutral pH around 7.5. The electrical conductivity (EC) and salinity values were within the limit values for treated wastewater quality intended for irrigation [24]. The limit value is 3 mS.cm -1 for conductivity and 7.68 g/L for salinity, explains slight to moderate restriction use of treated wastewater. It is imperative that farmers first ensure the physical quality of their soil and the proper drainage. Poor drainage could trigger accumulation of salts in the root zone and limit the availability of water in the soil for crops. The risks of soil salinization resulting from irrigation with such water present a criterion detrimental to its quality and can be considered harmful for sensitive crops, particularly at the study area where evaporation is high.
Temperature values are also lower than the Moroccan irrigation standard fixed on 35 °C. The high conductivity (salinity indicator) concentration was caused by high evaporation at semi-arid climate. However, the values recorded after treatment were accepted for Moroccan standard controlling irrigation water, which imposes a maximum of 3000 µS / Cm at 25 °C.
The concentrations of chemical oxygen demand(COD)in the Azilal, Zaouit Echcheikh and Ouaouizeght WWTPs are above the standard set here at 250 mgO 2 /L [25]. The treated wastewater from the other three remaining WWTPs was intended to be reused in irrigation. In addition, the concentration of the BOD 5 wastewater taken from the WWTP is not suitable for irrigation. Indeed, the limit of 120 mgO 2 /L set by the Moroccan standard is not respected here [25].
The total suspended solid (TSS) content is 90.9 mg/L at El Ksiba WWTP outlet, which was considered suitable for irrigation use. Indeed, the quality standards referenced for wastewater intended into irrigation indicated that the limit values were around 2000 mg/L for gravity irrigation and 100 mg/L for spray irrigation [24]. The other WWTP with a high TSS load reaching around 250 mg/L were greater than the maximum allowable value. In fact, using a treated wastewater with its high load need to take precaution to avoid clogging of the soil porosity and low permeability.
The NO 3 concentrations ranging between 1.11 mg/L and 4.09 mg/L at the outlet, hence, it was considered suitable for irrigation purpose. Nitric nitrogen, which is frequently used in agricultural fertilizers, is often a pollutant of groundwater therefore must be closely monitored. In our study area, where farmers used a low quantity of pesticide, the nitrate concentration was far from permissible value of 30 mg/L.
The acceptable sulphate values for treated wastewater intended for irrigations was fixed at 250 mg/L, meaning that all our collected samples were suitable and can be reused for irrigation.

Survey results analysis
Survey results indicate that agricultural practices in B to perennial culture (arboriculture) and annual culture chemical and organic analyses results for treated wastewater.
agricultural practices in BeniMellal-Khenifra region are linked and annual culture (cereal and market gardening).
The reuse of treated wastewater in the study area is very varied not interested in the reuse of wastewater while others consider it as a reliable and beneficial alternative to irrigation and, at the same time, for agriculture. The information acquired during surveys, with Moroccan standards for wastewater intended in the area has the ability to reuse their treated wastewater for irrigation without major negative impacts on the environment. The classification of WWTPs was done Results were used to classify the Boujaad wastewater treatment plant as a plant, because of its performance and experience irrigation of all crops and green spaces in the center of the city. from the Boujaad WWTP has several positive impacts on different aspects, namely: saving water and fertilizers, improving crop yields, improving farming techniques, protecting consumer health and the environment.

Satellite images analysis:
Satellite images were used to infer the contribution of wastewater treatment plants on vegetation cover development at the study area, we used satellite images to identify and characterize the dynamics of the vegetation cover trend observed in the field. analysis of images acquired in 2008 (L classification results are presented in (figure 4 variation: The reuse of treated wastewater in the study area is very varied: the majority of cities are while others consider it as a reliable and beneficial rrigation and, at the same time, for agriculture. Results of surveys conducted at the study area level field visits, and by comparing analysed samples water intended into irrigation, showed that all WWTPs in the area has the ability to reuse their treated wastewater for irrigation without major done based on surveys and their efficiency history. d wastewater treatment plant as a model treatment experience of reusing treated wastewater in the irrigation of all crops and green spaces in the center of the city. The reuse of wastewater positive impacts on different aspects, namely: saving crop yields, improving farming techniques, protecting contribution of wastewater treatment plants on vegetation cover development at the study area, we used satellite images to identify and characterize the dynamics of the vegetation cover trend observed in the field. A diachronic Landsat TM) and in 2018 (Landsat OLI). The figure 4) showed the vegetation cover, and land cover The diachronic study showed that vegetation cover around the WWTPs areas was very important in 2008 (before the existence of WWTPs), possibly because of the diversity of land uses (agricultural and riparian areas). 2008 was a particularly wet year (annual precipitation of 729.14 mm), which may explain the density of vegetation found on the satellite images. The images acquired in 2018 (after the construction of WWTPs), show that dense vegetation formations are located mainly in mountain areas, at the edges of watercourses and in plots near WWTPs where irrigation made use of wastewater (ZaouitEchcheik, Boujaad, OuedZem).Sparse crops were found in the irrigated areas by wells. The rest of the region was devoid of vegetation for most of the year due to the low rainfall in 2018 (522.96 mm) [26].The comparison between 2008 and 2018was done having in mind the exceptional precipitation recorded during 2008. Taking into consideration that 2018 has a low quantity of annual precipitation, it was very clear that WWTP were