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Article

The Economics of Fruit and Vegetable Production Irrigated with Reclaimed Water Incorporating the Hidden Costs of Life Cycle Environmental Impacts

1
Department of Management, Finance and Technology, LUM Giuseppe Degennaro University, S.S. 100—Km 18, 70010 Casamassima, Italy
2
International Center for Advanced Mediterranean Agronomic Studies (CIHEAM-Bari), Via Ceglie 9, Valenzano, 70010 Bari, Apulia, Italy
3
Water, Environmental and Agricultural Resources Economics (WEARE) Research Group, Universidad de Córdoba, 14014 Córdoba, Spain
*
Author to whom correspondence should be addressed.
Submission received: 31 July 2021 / Revised: 28 August 2021 / Accepted: 30 August 2021 / Published: 3 September 2021

Abstract

:
The estimation and quantification of external environmental costs (hidden costs) are crucial to sustainability assessments of treated wastewater reuse projects. These costs, however, are rarely considered in economic analysis studies. In this work, monetized life cycle assessment (LCA) and life cycle costing (LCC) were combined into a hybrid model to calculate cradle-to-farm gate external environmental costs (EEC) and internal costs (IC) of producing 1 t of plant-based product irrigated with reclaimed water in a Mediterranean context. The total cost was calculated by combining monetized LCA and LCC results. The results for the crops under consideration were 119.4 €/t for tomatoes, 344.4 €/t for table grapes, and 557 €/t for artichokes. Our findings show that there are significant hidden costs at the farm level, with EEC accounting for 57%, 23%, and 38% of the total cost of tomatoes, table grapes, and artichokes, respectively. Electricity use for water treatment and fertilization generated most of the EEC driven by the global warming, particulate matter, acidification, and fossil resource scarcity impact categories. When compared to groundwater, the higher internal costs of reclaimed water were offset by lower external costs, particularly when supported by low-energy wastewater treatment. This demonstrates that incorporating EEC into economic analyses might generate a better understanding of the profitability of treated wastewater reuse in crop production. In Italy and the Mediterranean region, research on the sustainability of water reuse in irrigation through life cycle thinking is still limited. Using a multi-metric approach, our analysis brought new insights into both economic and environmental performance – and their tradeoff relationships in wastewater reuse for irrigation of agricultural crops. In future research, it would be of interest to use different monetization methods as well as to investigate social externalities to explore their size and role in the total external costs.

Graphical Abstract

1. Introduction

Irrigated agriculture in the Mediterranean is under considerable pressure to produce more with less water [1]. Over the years, conventional groundwater and surface water resources have been over-extracted, resulting in a multi-faceted crisis with ecological, economic, and social dimensions. In this context, a mix of supply-enhancing and demand-managing options becomes essential for the economic viability of farming systems. On the supply side, the European Commission has advocated the use of reclaimed water for agricultural irrigation (water reuse) as a relevant solution to address water scarcity [2] and has recently approved regulation 2020/741 [3] to harmonize and improve water reuse in the European Union.
It has been argued that the safe use of reclaimed water in irrigated agriculture provides numerous environmental and socio-economic benefits [4]. On the contrary, the debate over the significant reclamation and health costs has prompted the need for a holistic assessment of the sustainability impacts of the technological chain for water reclamation and reuse. Economic and environmental impacts are evaluated by using both life cycle costing (LCC) and life cycle assessment (LCA) methodologies. Life cycle costing (LCC) is well developed [2,5] in terms of the real financial burdens (direct monetary costs) for the construction and operation of treatment plants. On the other hand, LCA studies of agricultural products irrigated with treated wastewater have been developed, focusing on physical (or “environmental”) aspects [6,7,8,9]. Other studies [9] report LCC by describing the economic burden of the product life cycle, alongside its environmental impacts. Recently, Canaj et al. [10] provided a quantitative assessment of the environmental impacts, costs, and eco-efficiency of crop production with reclaimed water.
The external environmental costs (hidden costs) are enormously important for feasibility studies of wastewater collection, treatment, and reuse projects [11]. External costs are unaccounted and uncompensated impacts (for one or more stakeholders) that are not reflected in the prices of the goods and services provided [12]. These costs affect third parties and are borne by various actors in the supply chain. They are classified as environmental costs if they have a direct impact on the environment, or social costs if they have a direct impact on people’s well-being [13]. While internal impacts can be easily converted into monetary units, external effects (or externalities) are not taken into account by the market and must be quantified using economic valuation methods [11].
External cost analysis via monetization is gaining momentum in the development of business models and more sustainable practices [14]. Monetization is the conversion of environmental impacts caused by the release of environmentally harmful substances or the use of natural resources to monetary units [15]. Monetizing LCA results is one form of expressing environmental impacts in terms of costs [16]. The advantage of monetized environmental impacts is that they can overcome the problem of trade-offs between the many impact categories that an LCA normally analyzes [15]. Furthermore, the concept extends beyond the economic dimension of sustainability [17].
A growing number of researchers are estimating the environmental external costs of products and services by the monetary valuation of LCA results. Hamedani et al. [18] applied monetized LCA to weigh the environmental benefits against the environmental costs of biochar production from willow versus biochar production from pig manure. Olba-Zięty et al. [19] used the ReCiPe midpoint method [20] to calculate the cradle-to-farm environmental external cost of poplar wood chips in Poland. Similarly, Al-Qahtani et al. [21] used a monetization analysis based on ReCiPe 2016 [20] to calculate the true costs of different hydrogen production routes. In Israel, Greenfeld et al. [22] used environmental pricing [12] to monetize the environmental impacts of integrated aquaponic farming compared to separate systems. Huysegoms et al. [23] combined the ReCiPe endpoint with monetization approaches (Stepwise 2006 and Ecovalue 08) to express the environmental impact of the remediation project in a monetary value. Theregowda et al. [24] calculated the environmental impact costs of air emissions from the tertiary treatment of municipal wastewater for reuse in cooling systems. The True Price Foundation [25] has developed case studies to quantify and monetize the external costs (both social and environmental impacts) of bananas, apples, milk, bread, palm oil, and other agri-food products. To date, few studies [11,16,26,27] have analyzed the external economic impacts of water reuse projects without considering an integrated life cycle perspective and all crop growing processes on arable land. It is obvious that the external cost analysis of wastewater reuse in crop production via LCA is still at an early stage and more case studies are needed to advance the research field. Bringing site-based “hidden” environmental costs will broadening the perspective to identify options with the greatest combined economic and environmental leverage. Moreover, stakeholders’ demand for life cycle-based information and sustainably produced agricultural products is increasing [28].
A monetized LCA was used in this study, along with life cycle costing, to calculate the external environmental costs (EEC) and internal costs (IC) of crop cultivation irrigated with treated municipal wastewater. The total cost was calculated by combining monetized LCA and LCC results. Another goal was to compare the performance of crop systems irrigated with reclaimed water and the reference situation where conventional groundwater was used as a source of irrigation. The crops selected for the study were tomatoes, table grapes, and artichokes growing in the Apulia region, Southern Italy. This assessment was used to answer two research questions:
RQ1. What are the external and total costs of crop cultivation irrigated with reclaimed water?
RQ2. How does the source of water (reclaimed vs. groundwater) affect the cost performance?
This research makes useful practical and methodological contributions. First, it is one of the few studies in the Italian and Mediterranean contexts to conduct a full-fledged LCA to calculate the external environmental costs of crop production with reclaimed water. Second, it enables the capitalization of knowledge about the financial (economic) and non-financial (environmental) impacts of crop cultivation with treated wastewater via a final composite economic–environmental indicator expressed in economic terms. Third, it provides an outlook on the practical applicability of external environmental costs as an input to the economic feasibility analysis of crop production using various water sources.

2. Materials and Methods

2.1. Assessment Framework

The assessment framework was divided into four basic steps (Figure 1):
(1)
Make an inventory of relevant crop input-output data and convert it to actual environmental indicators through the LCA approach.
(2)
Apply economic weighting of LCA results and express results in economic terms as external environmental costs (EEC).
(3)
Calculate the internal cost (IC) through a simplified life cycle costing analysis.
(4)
Combine EEC with IC to produce a final synthetic economic–environmental indicator expressed in monetary terms, referred to as total cost.

2.1.1. Modeling External Environmental Cost Via LCA

In this study, we modeled the EEC from the cradle-to-farm gate perspective (Figure 2). This means that all process inputs and outputs were considered up to the farm exit gate. The assessment included all crop growing processes on arable lands, such as fertilization, irrigation with treated wastewater (including construction, operation, and demolition stages of the targeted tertiary systems), and the consumption of fuel for operations, plant protection, and transport. The direct air, soil, and water emissions on the field were also taken into account. The temporal and geographical scope was set from 2010 to 2020 in Southern Italy. The assessment follows an attributional LCA (ALCA) modelling the environmental impacts generated by the production of one ton at the farm gate. A consistent environmental cut-off was applied based on the LCA inventory to standard production practices. This means that only costs directly related to LCA inventory items are considered (e.g., raw materials, fertilizers, water, energy).

2.1.2. Inventory Data

Table 1 summarizes the main primary data on inputs used to cultivate the soil surface for each crop. While emissions were calculated using specific models, information on production practices was gathered through literature surveys (tomatoes and artichokes) and experimental sites (table grapes). These data were validated by experienced agronomists and agricultural scientists. The key inventory data for tomato cropping systems were retrieved from Vergine et al. [29]. The full-scale tertiary treatment was composed of sand filtration, membrane ultrafiltration, and UV radiation with an overall energy requirement of 1.68 kWh/m3. Energy consumption was made up of 51% filtration (sand filter plus membranes), 34% sand filter backwashing, 8% membranes backwashing and chemical cleaning, and 8% ultraviolet (UV) radiation. Fertilization was composed of 200 kg N/ha (ammonium nitrate), 250 kg P/ha (triple superphosphate), and 150 kg K/ha (potassium sulfate). The average gross irrigation requirement was 5000 m3/ha.
The key inventory data for table grape production [10] was retrieved from the Cooperative Society of Agricultural Producers “La Molignana” in Acquaviva delle Fonti (40°55′37.1″ N; 16°50′47.8″ E). The full-scale tertiary treatment was based on surface filtration (disk filters) and UV disinfection to treat an equalized average flow rate of 6720 m3/day, equal to about 280 m3/h. The reclaimed water was applied to the crops through drip irrigation. TWW had an overall energy requirement of 33 kW or 0.66 kWh/m3. The N-fertilizer was composed of biovegetal (3500 kg with 2% N), ammonium sulfate (150 kg with 27% N), and calcium nitrate (200 kg with 15% N). Macronutrient requirements were 131.5 kg N/ha, 70 kg P2O5/ha, and 70 kg K2O/ha.
The key inventory data for artichoke production was retrieved from experimental work in Trinitapoli [30,31]. The full-scale tertiary treatment [16] was based on five sand filters (anthracite 1150 kg, quartz sand 4500 kg, and gravel support 2040 kg), eighty-four ultrafiltration modules with triacetate hollow fiber membranes, a reinforced concrete tank (180 m3), two horizontal pumps AISI 316 (2 × 11 kW), and an air compressor (5.1 kW). The electricity input for the UF unit was 66 kW. A dose of 100 mg sodium hypochlorite (NaClO) was added for each m3 of water.
The emission factors for all the operations in the background system were taken from Ecoinvent 3.1 [32]. The same database was used for the field combustion emissions. The emissions to air of ammonia (NH3), nitrous oxide (N2O), and nitrogen oxide (NOx) were calculated following the IPCC method [33]. The emissions to surface water and groundwater of phosphorus (P, PO43−) were calculated using the SALCA-P model [34].

2.2. Cost Valuation

There are numerous methods for weighting LCA results (at both the midpoint and endpoint levels). A review was presented by Arendt et al. [15]. The LCA indicators were assessed through ReCiPe 2016 and then monetized using LCA-based conversion factors of 72,000 €/DALY and 11.5 × 106 €/species provided by Ponsioen et al. [35] and previously used by Canaj et al. [16]. Weighting factors for each impact category are presented in Table 2. To calculate the external cost for each impact category (y), Equation (1) was used. The EEC per functional unit is the sum of all indicator costs.
External   cost   ( y ) = Environmental   impact   ( y ) Functional   unit ×   Monetization   factor   ( y )
Internal costs (cost-purchased physical inputs or production cost) were compiled based on data presented in Table 3. Internal cost analysis follows the same functional unit and the same system boundaries to input flows identified in LCA.
The calculations were carried out using OpenLCA 1.10.3 software [36].

3. Results

3.1. What Is the Size of External Environmental Costs of Crops Irrigated with Reclaimed Water?

Figure 3 presents the cradle-to-farm gate EECs of crops irrigated with reclaimed water in the Apulia region (Southern Italy). The total EEC of 1 t of the crop at the farm gate was estimated at 67.7 €/t for tomatoes, 80.1 €/t for table grapes, and 212.8 €/t for artichokes. The difference between crops was mainly due to crop yield. The analysis confirms that a high-yielding system has a lower impact per unit of the product obtained because it requires less land to produce a given amount of food [37].
Looking at the process impacts (Figure 3a), irrigation and fertilizers are the primary causes, followed by fieldwork operations and land occupation. This confirms the findings of previous studies on open-field tomatoes [38], table grapes [39], and artichokes [40], which identified irrigation and fertilization as the main environmental burdens. Irrigation as a process accounted for 46% of EEC for tomatoes, 24% for grapes, and 20% for artichokes. The irrigation cost depends on the water input and the technology used for water treatment and distribution. As a result, the irrigation EECs are much higher for water-intensive crops, reflecting the higher electricity demand for water treatment and distribution. The size of the water treatment system also influences the magnitude of EEC. The analysis of the impacts at the foreground (on-farm) and background (off-farm) levels reveals that EEC is largely caused by the increased use of background processes (Figure 3b), i.e., the production of raw materials, electricity, and infrastructure. Background processes account for 75%, 67%, and 56% of the EEC of tomatoes, table grapes, and artichokes, respectively. Figure 3c depicts the results by impact category. Global warming, fossil resource scarcity, particulate matter formation, and terrestrial acidification were identified as the main causes of EECs. Because tomatoes are an annual crop, about 11% is attributed to land use. Since table grapes and artichokes are perennial crops, the land use contribution is much lower. Land occupation takes into account the effects of land use, the amount of area involved, and the duration of its occupation (changes in quality multiplied by the area and duration). Other environmental cost categories contribute relatively little to the external costs of crop production. Irrigation has the greatest impact on fossil fuel scarcity, with indirect emissions associated with the Italian electricity mix (Figure 4). In terms of particulate matter and global warming, a large part of the impact is related to mechanization (CO2 emissions from tractors) and chemical fertilizers (N2O and NH3 emissions into the air from fertilizer production and application). Irrigation has a significantly larger impact on the GWP and PMPF of tomatoes due to their higher water and energy consumption. Acidification impacts are the results of fertilizer use and associated on-field emissions (NH3 and NOx).

3.2. What Is the Total Cost of Crop Production with Reclaimed Water? The Role of Externalities

Figure 5 depicts the total cost per crop at the farm gate, which includes both internal and external environmental costs per 1 t of product. The total cost of producing one ton of crop was €119.4 for tomatoes, €344.4 for table grapes, and €557 for artichokes. Our analysis shows that hidden costs associated with TWW-irrigated crops are significant, accounting for 57%, 23%, and 38% of the total cost of tomatoes, table grapes, and artichokes, respectively. This means that, for tomatoes, the environmental costs are larger than the internal costs. Irrigation costs themselves accounted for 50%, 35%, and 38% of the total cost of tomatoes, table grapes, and artichokes, respectively.

3.3. How Does the Performance of Crop Cultivation Irrigated with Reclaimed Water Compare to Irrigation with Groundwater?

We further compared the cost of crop systems irrigated with groundwater (GW) and reclaimed water (RW) to identify which sub-system had the most impact (Figure 6). Crop yield and energy input differences were modeled. The annual crop yield of crops with groundwater was considered as 85.7 t/ha, 23.1 t/ha, and 7.2 t/ha for tomatoes, table grapes, and artichokes, respectively. The energy for irrigation was 0.34 kWh/m3 for tomatoes, 1.48 kWh/m3 for table grapes, and 0.247 kWh/m3 for artichokes. Water release was modeled as reaching either the ocean (groundwater) or agricultural soil (treated water). The water withdrawals from, or release to and from, natural resources was also considered.
Different studies performing comparative analyses of irrigation sources suggest that the benefits of RW are both crop- and site-specific. Moretti et al. [41] found that the use of treated wastewater for orchards achieved better outcomes for eutrophication-related environmental burdens, while it performed worse for climate change, toxicity (humans requiring freshwater), acidification, and water use. Romeiko [7] found that replacing groundwater with reclaimed water as the irrigation source significantly increased the life cycle of non-cancer impacts of corn, soybean, and wheat systems in China, but decreased the life cycle of global warming, acidification, ozone depletion, smog formation, and respiratory impacts. Azeb et al. [6] showed that irrigating cucumbers with reclaimed water has quite a similar impact to groundwater for ionizing radiation, freshwater eutrophication, marine ecotoxicity, land occupation, and mineral resource scarcity. Furthermore, as many case studies by Hernandez-Sanchez et al. [11] demonstrate, wastewater can be economically feasible, with the benefits outweighing the costs. Our findings show that RW irrigation can be just as profitable as, if not more profitable than, groundwater irrigation. This is because, in an economic feasibility study, RW could compensate for a higher IC with a lower EEC. This confirms the added value of monetary valuations of environmental impacts as an additional input in the economic feasibility analysis.
As presented in Figure 6, using reclaimed water as an irrigation source reduces EECs and total costs for table grapes and artichokes while increasing them for tomatoes. Overall, our model shows that crop yield, energy expenditures, characteristics of the water source, and irrigation volumes all influence performance. Most environmental impact categories are reduced by RW, especially in well-optimized systems, i.e., when using less energy for adequate wastewater treatment and management compared to pumping deep groundwater. In the case of tomatoes, water treatment necessitates significantly more energy than conventional groundwater, resulting in higher electricity costs. Cost-effectiveness is also affected by the relatively small size of the water reclamation plant. In the case of artichokes, the advantages of a higher yield with RW outweigh the costs of energy and infrastructure for water reclamation. Furthermore, treatment costs are comparable to groundwater costs. In the case of table grapes, the energy required for water tertiary treatment and distribution is minor compared to the groundwater abstraction from deep wells (>300 m). As a result, water reuse can help to reduce direct water and energy costs as well as the external costs of environmental impacts. This assessment considered water reclamation costs as borne by farmers. This is the case of only groundwater irrigation, where all costs are private and borne by the farmers themselves. According to the current local law, the burden of the investment cost for water reuse (tertiary treatment) is not charged to farmers, but to all customers in the region [42]. Depending on the local situation, another added value would be economizing fertilizer usage from the use of nutrient-loaded waters. Considering these aspects can generate further positive results for water reuse.

4. Conclusions

Economics remains one of the major barriers to the actual development of water reuse projects. In this context, cost accounting incorporating hidden costs has become an important issue in economic feasibility analyses. Combining life cycle costing with a monetized life cycle assessment, this study quantified the internal and external environmental costs of tomato, table grape, and artichoke cultivation with reclaimed water. The study investigated the magnitude of external costs and their impact on total cost performance. Monetary valuation of LCA impacts is an evolving field and there are still a lot of uncertainties regarding the quantification of external costs. Therefore, the contribution of this study is mainly methodological rather than numerical. Our analysis demonstrated that: (1) it is possible to simultaneously synthesize economic–environmental aspects into a “global” performance indicator; (2) at farm level there might be substantial hidden costs from life cycle potential environmental impacts; (3) crop cultivation with reclaimed water could result with environmental benefits of higher value than cost; (4) external costs via LCA can serve as an integrated indicator to characterize important relationships and trade-offs between the economic and life cycle environmental performance.
Uncertainty analysis was out of the scope of this study. Moreover, crop cultivation has not only economic and environmental costs but also social costs and externalities that were not considered in this study. Therefore, quantitative analyses based upon different monetization methods including social externalities and uncertainty analysis are important areas for future research. This will increase the robustness of the results and provide a more accurate simulation of social and environmental externalities and their role in the total external costs.

Author Contributions

Conceptualization, K.C.; methodology, K.C.; software, A.M.; validation, A.M. and J.B.; investigation, A.M.; data curation, K.C.; writing—original draft preparation, K.C.; writing—review and editing, K.C., A.M., and J.B. All authors have read and agreed to the published version of the manuscript.

Funding

This research received no external funding.

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

Not applicable.

Acknowledgments

K.C. thanks the Department of Agricultural Economics at Universidad de Córdoba (Spain) for hosting her as a Visiting Ph.D. student. A.M. expresses gratitude to Vito Cantore (The Institute of Sciences of Food Production, ISPA—CNR) for providing necessary feedback for the analysis. A.M. acknowledges the infrastructure and support of IR2MA—Large Scale Irrigation Management Tools for Sustainable Water Management in Rural Areas and Protection of Receiving Aquatic Ecosystems, MIS Code 5003280 (https://www.interregir2ma.eu/, accessed on 31 July 2021).

Conflicts of Interest

The authors declare no conflict of interest.

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Figure 1. The assessment framework combining external environmental costs and internal costs.
Figure 1. The assessment framework combining external environmental costs and internal costs.
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Figure 2. System boundary and associated processes included in the calculation of external environmental costs.
Figure 2. System boundary and associated processes included in the calculation of external environmental costs.
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Figure 3. The external environmental cost of crops irrigated with reclaimed water in the Apulia region (Southern Italy) at the unit process (a) subsystem, and (b) indicator (c) levels following a cradle-to-gate perspective.
Figure 3. The external environmental cost of crops irrigated with reclaimed water in the Apulia region (Southern Italy) at the unit process (a) subsystem, and (b) indicator (c) levels following a cradle-to-gate perspective.
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Figure 4. Process contribution on the external environmental cost of global warming (GWP), fossil fuel scarcity (FFP), particulate matter formation (PMPF), and terrestrial acidification (TAP) impact categories.
Figure 4. Process contribution on the external environmental cost of global warming (GWP), fossil fuel scarcity (FFP), particulate matter formation (PMPF), and terrestrial acidification (TAP) impact categories.
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Figure 5. The total monetized cost (sum of the internal and external environmental costs) of crops irrigated with reclaimed water in the Apulia region (Southern Italy).
Figure 5. The total monetized cost (sum of the internal and external environmental costs) of crops irrigated with reclaimed water in the Apulia region (Southern Italy).
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Figure 6. The total (internal + external) monetized cost of crops irrigated with reclaimed water (RW) and groundwater (GW) in the Apulia region (Southern Italy).
Figure 6. The total (internal + external) monetized cost of crops irrigated with reclaimed water (RW) and groundwater (GW) in the Apulia region (Southern Italy).
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Table 1. Input and output inventory data for crops under study.
Table 1. Input and output inventory data for crops under study.
ParameterUnitTomatoesTable GrapesArtichokes
Location-TrinitapoliAcquaviva delle FontiTrinitapoli
Treatment systemm3/h12 280 300
Type of system-Ultrafiltration + UV disinfectionDisk filtration + UV disinfectionUltrafiltration + UV disinfection
Input
Irrigation waterm3/ha500031603300
ElectricitykWh/ha84002085.61760
N-based fertilizerskg/ha200131.5180
P-based fertilizerskg/ha2507070
K-based fertilizerskg/ha1007080
Diesel fuelkg/ha572205323
Machine timeh/ha1703076
Pesticidekg/ha-12.417
Farm Output
Crop Yield with reclaimed waterton/ha80 21 8.5
Ammoniakg/ha24.2815.9621.85
Dinitrogen monoxidekg/ha4.162.743.75
Nitrogen oxideskg/ha0.660.430.59
Nitrateskg/ha263.75173.41237.37
Ammoniakg/ha0.012020.004310.00679
Benzo(a)pyrenekg/ha1.66 × 10−56.47 × 10−61.02 × 10−5
Cadmiumkg/ha6.02 × 10−62.16 × 10−63.14 × 10−6
Carbon dioxide, fossilkg/ha1879.0673.41061.1
Carbon monoxide, fossilkg/ha6.852.453.87
Chromiumkg/ha3.01 × 10−51.08 × 10−51.7 × 10−5
Copperkg/ha0.001020.000370.00058
Dinitrogen monoxidekg/ha0.07210.02580.0407
Tetrachlorodibenzo-p-dioxinkg/ha3.64 × 10-111.29 × 10−112.03 × 10−11
Methane, fossilkg/ha0.0970.0350.055
Nickelkg/ha4.22 × 10−51.51 × 10−52.38 × 10−5
Nitrogen oxideskg/ha265.195.0149.7
NMVOCkg/ha3.111.111.76
PAH, polycyclic aromatic hydrocarbonskg/ha0.00200.00070.0011
Particulates, <2.5 umkg/ha2.430.871.37
Particulates, >10 umkg/ha0.1620.0580.091
Particulates, >2.5 um, and <10 umkg/ha0.1080.0390.061
Seleniumkg/ha6.02 × 10−62.16 × 10−63.4 × 10−6
Sulfur dioxidekg/ha0.610.220.34
Zinckg/ha6.02 × 10−42.16 × 10−43.4 × 10−4
Table 2. Environmental effect categories, units, and monetization factors according to ReCiPe 2016 [16].
Table 2. Environmental effect categories, units, and monetization factors according to ReCiPe 2016 [16].
Impact CategoriesUnitMonetization Factors
Fine particulate matter formation kg PM2.5-eq 14.00
Fossil resource scarcity kg oil eq 0.39
Freshwater ecotoxicity kg 1,4-DCB eq 0.008
Freshwater eutrophication kg P eq.2.00
Global warming kg CO2-eq 0.15
Human carcinogenic toxicity kg 1,4-DCB eq0.24
Human non—carcinogenic toxicity kg 1,4-DCB eq0.016
Ionizing radiation kBq Co-60-eq 0.00061
Land use m2a crop eq 0.10
Marine ecotoxicity kg 1,4-DCB eq 0.0012
Marine eutrophication kg N eq.3.10
Mineral resource scarcity kg Cu eq 0.20
Ozone formation, Human health kg NOx-eq0.066
Ozone formation, Terrestrial ecosystems kg NOx-eq0.0093
Stratospheric ozone depletion kg CFC11-eq 38.00
Terrestrial acidification kg SO2-eq.2.73
Terrestrial ecotoxicity kg 1,4-DCB eq 0.00013
Water consumption m30.045
Table 3. Input costs for internal cost analysis.
Table 3. Input costs for internal cost analysis.
ParameterUnitTomatoesTable GrapesArtichokes
Reclaimed water€/m30.240.530.42
Groundwater€/m30.10.620.37
Electricity€/kWh0.120.120.12
Nitrogen fertilizers€/kg1.600.330.33
P-based fertilizers€/kg0.960.250.25
K-based fertilizers€/kg2.400.550.55
Diesel fuel€/kg111
Machine €/h252525
Pesticide€/kg-12.4017.00
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Canaj, K.; Mehmeti, A.; Berbel, J. The Economics of Fruit and Vegetable Production Irrigated with Reclaimed Water Incorporating the Hidden Costs of Life Cycle Environmental Impacts. Resources 2021, 10, 90. https://0-doi-org.brum.beds.ac.uk/10.3390/resources10090090

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Canaj K, Mehmeti A, Berbel J. The Economics of Fruit and Vegetable Production Irrigated with Reclaimed Water Incorporating the Hidden Costs of Life Cycle Environmental Impacts. Resources. 2021; 10(9):90. https://0-doi-org.brum.beds.ac.uk/10.3390/resources10090090

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Canaj, Kledja, Andi Mehmeti, and Julio Berbel. 2021. "The Economics of Fruit and Vegetable Production Irrigated with Reclaimed Water Incorporating the Hidden Costs of Life Cycle Environmental Impacts" Resources 10, no. 9: 90. https://0-doi-org.brum.beds.ac.uk/10.3390/resources10090090

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