
Wastewater & Water Reuse
Collection, treatment and, increasingly, reuse. A growing non-conventional resource, and the focus of our flagship interactive dashboard.
Why it matters
For a region running a structural water deficit, wastewater is the one resource that grows with the population rather than shrinking with the climate. Every city produces it. Treated and reused, it offsets freshwater abstraction for agriculture, industry, district cooling and landscaping. That makes reuse a growing part of water management in the Middle East and North Africa.
For companies, it is also where a large share of the region's bankable water pipeline now sits. Sewage treatment and reuse plants are being delivered through the same public-private-partnership machinery that built the Gulf's desalination fleet. Offtake is long-term, typically for 25 to 30 years.
The regional record is better than it was and thinner than the headlines suggest. Israel treated about 95% of the wastewater it produced in 2020, 592 million cubic metres, and reuses over 80% of the resulting effluent; its own auditor calls this the world’s highest rate, for agricultural reuse, with Spain second at about 30% of effluents.1 Everywhere else, treatment and reuse are two different numbers, and the gap between them is where the opportunity sits.
State of the region
Progress is uneven, and the two measures that matter move separately. On the United Nations’ own indicator, the share of domestic wastewater safely treated in 2024 ran from 100% in Kuwait, 99.9% in Qatar and 95% in the UAE and Israel down to 58.4% in Saudi Arabia, 41.8% in Iraq and 26.4% in Iran; Lebanon, Syria and Oman report no value at all.2 Reuse is a separate question, and averaging it across the Gulf hides more than it shows.
Take the three best-documented cases. Qatar’s Public Works Authority, Ashghal, reported in July 2026 that it had treated and reused 98% of wastewater cumulatively, 3.46 billion cubic metres in all, with 32% allocated to green-space irrigation, 31% to fodder, 22% injected into aquifers and 14% stored in seasonal lagoons.3 Oman’s statistics office recorded 119.5 million cubic metres of treated wastewater in 2024, of which 59.3 million was consumed and 54.8 million discharged into the sea.4 Tunisia treated 295.7 million cubic metres in 127 plants in 2024, 99.2% of what it collected, but collection covered only 65.6% of the population, and reused 57.6 million cubic metres in 2023, about a fifth of the treated volume, of which 10.89 million went directly to irrigation.5 6
Egypt has built the largest treatment plants on the planet. Bahr El-Baqar, which treats a drain carrying mixed agricultural drainage, industrial waste and sewage,7 was certified by Guinness at 5.6 million cubic metres a day, built for LE 20 billion and irrigating 1,400 km² in Sinai.8 The New Delta plant at El-Hammam, completed in 2023, is larger still at 7.5 million cubic metres a day, irrigating about 500,000 feddans.9 In Libya and Yemen, 14.4% and 28.1% of domestic wastewater flows were safely treated on the latest reported figures.2
Share of all municipal wastewater that is treated and reused
Selected countries, best-available estimates (%)
Sources and notes
Computed as the share of domestic wastewater safely treated, from SDG indicator 6.3.1 (2024), multiplied by the share of treated effluent reused, from FAO AQUASTAT or a national source, latest year per country; Israel’s bar is the Water Authority’s own share of all sewage reused (85% in 2022), so it is not multiplied again.10 A country with no sourced reuse share is left out.2 Read it as an order of magnitude.
What sits behind each position
Israel: reuse as the second half of the water system
About 600 million cubic metres a year enter the sewers, 592 million were treated in 2020, and over 80% of the resulting effluent is reused for agricultural irrigation.1 Shafdan, run by Mekorot, is the anchor: the effluent is treated at the plant and then pumped into the aquifer for further natural treatment, and the Third Line carries about 140 million cubic metres a year south to farmers in the Negev.11
The transferable part is not the technology. It is that the reuse was planned as supply, with named users and a delivery route such as the Third Line. The country’s own auditor is franker about the rest of the system than most of its admirers are: see the compliance section below.
Jordan: the most complete loop, on the least water
Ministry reporting puts about 90% of Jordan’s treated wastewater back into use, 167 of 186 million cubic metres in 2021, mainly for irrigation in the Jordan Valley,12 and 77.4% of domestic flows were safely treated in 2024 on the United Nations series.2 Collection is the limit: about 63% of the population was connected in 2013, with the rest on septic tanks and cesspits, and treated volume was then about 137 million cubic metres a year.13
As-Samra carries most of it, on an extended 25-year build-operate-transfer basis, phase one from April 2008 at 267,000 cubic metres a day and phase two to 365,000.14 The Millennium Challenge Corporation put US$93 million into a US$275 million expansion against US$148 million of bank debt on a 20-year tenor, the longest Jordanian banks had then offered, and Jordan itself at least US$19.8 million.13 15 Its effluent reaches the King Talal reservoir, blends with Zarqa basin flow and irrigates about 20,000 hectares of the Jordan Valley.13 Grants kept the capital cost off household tariffs, which the case study says the finance model kept very affordable.13
The Gulf: scaling through concessions, with reuse targets ahead of reuse
The targets are set high and the reuse rates behind them vary widely. The UAE’s Water Security Strategy 2036 commits to 95% reuse of treated water.16 In June 2025 Saudi Arabia was reported to treat over 6.5 million cubic metres of municipal wastewater a day and to reuse around 25% of it,17 against 58.4% of domestic flows safely treated in 2024.2
Kuwait’s Sulaibiya took 100 million gallons a day in and produced 85 million reclaimed, expandable to 160, under a 30-year concession awarded in May 2001 and in full operation from December 2004: the largest membrane-based reuse scheme of its time.18 Umm Al Hayman is the current template, at 500,000 cubic metres a day of average inflow under a partnership agreement signed on 23 January 2020 together with a US$650 million, 26-year loan from a six-bank group, and owned 50% by the partnership authority, 40% by a German and Kuwaiti consortium and 10% by the Kuwait Investment Authority.19
Egypt: the largest plants on earth, and the constraint they do not remove
Bahr El-Baqar treats water from a drain carrying agricultural runoff, industrial waste and sewage.7 The state and Guinness put it at 5.6 million cubic metres a day, 64.8 cubic metres a second, at a cost of LE 20 billion, with ozone in the train; ACCIONA’s own project page gives 5.0 million, and both figures circulate.8
Its limit is salinity. A 2026 modelling study by Benha University and National Water Research Centre researchers estimates baseline dissolved solids at the plant’s feeder at about 2,200 ppm, already above the 2,000 ppm limit for drainage water reused for irrigation under Law 48/1982 on the protection of the Nile, as amended by Ministerial Resolution 208 of 2018. Under a 50% cut in freshwater allocation the same node exceeds 3,000 ppm, while a second node, the Bilad El-Ayad pump station on another drain, stays below the limit, so the problem is node-specific rather than catchment-wide. The authors point to earlier studies in which membrane pretreatment cut dissolved solids by up to 82% and upstream source control by about 76%.20
Where treatment barely exists
Conflict-affected and lower-income countries still discharge much of what they produce.2 On 8 May 2025 Lebanon’s Council for Development and Reconstruction advertised prequalification for a design-build-operate contract to expand and upgrade the Al-Ghadir wastewater treatment plant under Islamic Development Bank financing, with applications due on 24 June 2025.21
This is where reuse shares should be read most carefully: a country that collects little sewage can post a high share of treated effluent reused on a very small volume.
Case studies
Two schemes in this sector, examined in full: what was built, what it cost, what worked and what did not.
Interactive dashboard
Our interactive dashboard maps wastewater treatment and reuse across all twenty countries. Hover, tap or focus a country, toggle the metric, see countries ranked, and download the data or a citation for your own work.
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Sources and notes
Share treated: SDG indicator 6.3.1, UN Statistics Division, 2024 (2022 for Libya and Yemen). Share of treated wastewater reused and treated volume: FAO AQUASTAT, latest year from 2015 per country, or a national source for Israel, Oman, Qatar, Saudi Arabia and Tunisia; Israel’s figure is the Water Authority’s share of all sewage reused (85% in 2022), not a share of treated effluent. Years differ by country; a country with no sourced figure shows as no data. The Golan Heights have been occupied by Israel since 1967; UN Security Council resolution 497 (1981) declared Israel's decision to impose its laws, jurisdiction and administration there null and void. Shown as a separate area, bounded by dashed lines. The area as drawn includes the Shebaa Farms, which Lebanon claims; the UN Secretary-General reported in 2000 that these farmlands lie in the area of operations of the UN Disengagement Observer Force and in an area occupied by Israel since 1967 (S/2000/460, paragraph 17). Golan outline: GADM, as carried by WRI Aqueduct 4.0.
Market map
This map shows the wastewater treatment, reuse and sewerage projects in our register, large and small. It is not a complete inventory of the region’s plants. Hover or focus a marker for the plant and its status; click through to the full projects register.
Sources and notes
The Golan Heights have been occupied by Israel since 1967; UN Security Council resolution 497 (1981) declared Israel's decision to impose its laws, jurisdiction and administration there null and void. Shown as a separate area, bounded by dashed lines. The area as drawn includes the Shebaa Farms, which Lebanon claims; the UN Secretary-General reported in 2000 that these farmlands lie in the area of operations of the UN Disengagement Observer Force and in an area occupied by Israel since 1967 (S/2000/460, paragraph 17). Golan outline: GADM, as carried by WRI Aqueduct 4.0.
Projects & tenders in this sector
The largest tracked wastewater and reuse projects, and the structured procurements coming next, straight from our databases.
Projects
In procurement
How the deals are structured
Wastewater reuse in the region is delivered through a handful of repeatable structures: build-operate-transfer (BOT) and build-own-operate (BOO) concessions with a government offtaker; independent sewage treatment plants (ISTP), the model Saudi Arabia's Sharakat (formerly SWPC) now uses; and EPC + O&M for publicly financed plants. Three landmark schemes show the range:
As-Samra, Jordan
The primary facility for wastewater from Jordan's Amman and Zarqa governorates, with capacity of 365,000 m³/day after the phase two expansion; its effluent runs via the Zarqa river and the King Talal reservoir to irrigation in the Jordan Valley. A 25-year build-operate-transfer concession, with USAID supporting phase one and the Millennium Challenge Corporation phase two; grants reduced capital costs, while the government paid the treatment fee.
Sulaibiya, Kuwait
A 30-year concession awarded in May 2001 and in full operation from December 2004: 100 million gallons a day in, 85 million reclaimed out, expandable to 160. Built by Kharafi with Ionics, and the largest membrane-based water reuse scheme of its time.
Bahr El-Baqar, Egypt
Certified by Guinness in 2021 at 5.6 million m³/day (5.0 million on its process partner's figure); Guinness now lists the New Delta plant, at 86.8 m³ a second, as the largest water treatment plant. A 2026 modelling study puts the water arriving at the plant at about 2,200 ppm, above the 2,000 ppm reuse limit.
Technologies & approaches
The treatment side runs from conventional activated sludge to membrane bioreactors (MBR).22 Tertiary filtration and disinfection then produce reuse-grade water. At the high end sits indirect potable reuse, in which treated water is banked in an aquifer before re-abstraction. Sludge digestion and biogas-to-energy offset plant power at As-Samra and Saudi Arabia’s newer independent sewage treatment plants.13 23 Decentralised plants serve smaller and rural settlements: a GIZ regional programme piloted decentralised treatment in Jordan, Morocco and Egypt between 2012 and 2017.24
- Membrane bioreactors (MBR) for compact, high-quality treatment
- Tertiary filtration + UV/chlorine disinfection for reuse-grade effluent
- Reverse osmosis + ultrafiltration for the highest reuse grades (e.g. Sulaibiya)
- Managed aquifer recharge
- Sludge-to-energy and biogas to cut plant operating cost
- Decentralised modular plants for towns and settlements25
Quality, compliance and what fails
Reuse is only as good as the effluent, and Israel’s system, closely audited, is candid about its failures. Israel’s State Comptroller reported that 115.45 million cubic metres, 17.5% of total effluents, were discharged to the environment in 2020, up 72% on 2010, and that 12.3 million cubic metres of that was raw sewage. About 88% of what was discharged failed the regulations’ standard for discharge to streams.1
Capacity is the underlying problem. The regulations required large plants to reach tertiary treatment by 2015; in 2021, 40 of the 87 largest plants had not, producing about a third of large-plant effluent, and about 40% of effluents were treated in 13 plants running above their design capacity. On the land authority’s own data, plant capacity put about 116,000 planned housing units at risk to 2028.1 In the West Bank, about 84 of the 124 million cubic metres produced in 2022 were discharged untreated.1
Two quieter risks recur across the region. The first is salinity arriving at the plant rather than leaving it: seawater seepage into Abu Dhabi’s collection network raises raw wastewater salinity to 3,000 to 4,000 ppm, which the treatment train does not remove, the same failure mode Egypt reports at Bahr El-Baqar.26 20 The second is what happens to the solids: As-Samra produced 118 tonnes of dry sludge a day in 2011, heading for 194 by 2025, with storage treated as temporary pending a disposal standard, and Al Wathba-2’s 13,859 tonnes of biosolids in 2020 appear in its own case study both as a discharge problem and as a composting opportunity.13 26
Micropollutants are the open scientific question. Studies found drug-derived compounds in crops irrigated with effluent and at low concentrations in the people who ate them; researchers judged the risk negligible, but Israel’s health ministry had not carried out a comprehensive risk assessment.1 Any reuse programme that scales past landscape irrigation will meet this question, and the answer will be regulatory before it is technical.
Standards & regulation
Reuse projects live or die on water-quality compliance. The key reference standards a developer will meet:
| Regulation | Status | Year | Note |
|---|---|---|---|
| ISO 16075 (treated wastewater for irrigation) | In force | 2020 | Parts 1 and 2 were published in November 2020 as second editions, replacing the 2015 editions. |
| Egypt – Code ECP 501 | In force | 2015 | Four reuse categories, A to D; E. coli limits of 20, 100 and 1,000 per 100 ml, plus one nematode egg per litre for category A. |
| Egypt – Law 48/1982 (protection of the Nile and waterways) | Regulations amended | 2018 | Ministerial Resolution 208 of 2018 amended the law’s executive regulations, raising the total dissolved-solids limit for drain water discharged to freshwater bodies for agricultural use from 1,000 to 2,000 mg/l.27 |
| Jordan – JS 893:2021 | In force | 2021 | Fourth edition, after 1995, 2002 and 2006;28 class A covers parks, playgrounds and roadsides inside cities, with an E. coli limit of 100 MPN per 100 ml.29 |
| Saudi Arabia – Bylaw No. 42 of 2000 | In force | 2000 | Treated wastewater and reuse bylaw: 1,000 thermotolerant coliforms per 100 ml restricted, 2.2 unrestricted. |
| Abu Dhabi – Recycled Water and Biosolids Regulations | In force | 2021 | Third edition under Law 11 of 2018; unrestricted class needs 10 mg/l BOD, 5 NTU and zero helminth ova. |
| Oman – Ministerial Decision 145/93 | In force | 1993 | Regulation for wastewater reuse and discharge, including aquifer recharge and sludge reuse. |
| Kuwait – Annex 15 to Decree 210 of 2001 | Issued | 2001 | Environment Public Authority criteria for treated wastewater reused for irrigation, as maximum allowable values. |
Sources and notes
Instruments as recorded in the WHO Eastern Mediterranean compendium, the regulators' own texts and the comparative literature; confirm current requirements with the national regulator.
Sources: WHO EMRO’s compendium of regional reuse standards30; the comparative study of the Egyptian code31; Abu Dhabi’s own regulations, which also set a Legionella limit of 100 CFU/ml where recycled water feeds chilled-water cooling plants32; and the Egyptian salinity instrument as cited in a 2026 Benha University and National Water Research Centre study.20
Economics
The published comparisons, mostly from the Gulf, put reuse well below the cost of desalinated water. Abu Dhabi’s recycled water was reported at AED 1.9 a cubic metre, about US$0.52, against AED 10.2, US$2.77, for desalinated water.26 Kuwait’s Sulaibiya sold treated wastewater at KD 0.18, US$0.66, a cubic metre, against a desalination production cost of KD 0.62, with annual savings put at US$213 million.22 MEED reported that treated sewage effluent typically cost US$0.15 to 0.20 a cubic metre, against about US$1 for desalinated water.22 The MEED figures date from 2011.
What makes a scheme bankable is an offtaker next door and a structure that moves risk. As-Samra reports full recovery of operation and maintenance costs of about US$1.3 million a month, generates up to 95% of its energy and reduces its carbon footprint by about 300,000 tonnes of CO2e a year; the case study lists a post-tax internal rate of return of 10 to 18% (to be confirmed) and a bank-loan repayment period of 13 to 20 years.13 Three Saudi independent sewage treatment plants, at Tabuk, Buraydah and Madinah, source more than half of their energy needs internally through biogas-to-energy and on-site solar.23 Umm Al Hayman is governed by a Transmission and Sewage Treatment PPP Agreement rather than a water-purchase agreement.19
District cooling is the demand story to watch. Qatar Foundation converted its Education City district-cooling central plants, more than 152,000 tons of refrigeration, to treated sewage water for condenser cooling, saving 98% of the drinking water previously used; district cooling itself saves about 40% of electricity against traditional cooling.33 In Abu Dhabi, the Al Wathba-2 reuse project was expected to replace 125,000 cubic metres a day of desalinated water and the costs of maintaining and operating more than 1,000 groundwater wells.26
Business opportunities
For developers, contractors, technology providers and lenders, the wastewater and reuse market clusters around a handful of repeatable, bankable opportunities:
Reuse PPP pipeline
Independent sewage treatment plant (ISTP) concessions on the Sharakat / Ashghal model keep coming to tender, with long-term offtake.
Plant upgrades & expansions
Bringing plants up to the treatment level reuse needs is a recurring EPC market; Lebanon's Al-Ghadir upgrade went to prequalification in 2025, and 40 of Israel's 87 largest plants had not reached tertiary treatment in 2021.
Operations & maintenance
Long concessions on the region's large plants, such as the 25-year As-Samra and 30-year Sulaibiya schemes, are a market for specialist operators.
Sludge-to-energy
Biogas and sludge-to-energy cut plant operating cost and carbon.
Key organisations
The bodies that commission, regulate or deliver in this sector, and the names that recur across its tenders.
- National Water Company (NWC)Utility · Saudi Arabia
- Public Works Authority (Ashghal)Drainage and sewerage infrastructure · Qatar
- Nama Water Services (ex-Diam and Haya Water)Utility · Oman
- Ministry of Water & Irrigation (MWI)Ministry · Jordan
- Holding Company for Water & Wastewater (HCWW)Utility · Egypt
- ONASUtility · Tunisia
- MetitoDeveloper / operator · United Arab Emirates
- VeoliaDeveloper / operator · Regional
- SUEZDeveloper / operator · Regional
Mandates, procurement routes and the rest of the region’s institutions are in the decision-maker directory.
Outlook
Expect reuse rates to keep climbing, from very different starting points. The UAE aims to increase reuse of treated water to 95% by 2036, while Qatar reports treating and reusing 98% of its wastewater.16 3 Agricultural drainage-water reuse is practised at large scale in Egypt and on a more limited scale in Iraq.35 As-Samra can generate up to 95% of its energy needs and reduce its carbon footprint by about 300,000 tonnes of carbon dioxide equivalent a year.13
The binding constraints are unchanged and unglamorous. Conveyance, because effluent is produced where people live and needed where crops grow. Collection, because a country cannot reuse what it never catches: ONAS reported a 65.6% public-network connection rate in 2024.5 Conveyance and demand again, because collected water can still go to waste: Oman’s plants discharged 54.8 million of the 119.5 million cubic metres they treated in 2024 into the sea.4 Compliance, because the reuse case collapses the first time a crop fails a test. And, for lower-income countries, the capital to build treatment at all.
Further reading
Standing references for this sector.
- World Health Organization, Guidelines for Drinking-water Quality, fourth edition incorporating the first, second and third addenda (2026). The benchmark for drinking-water quality. who.int
- World Health Organization, Guidelines for the safe use of wastewater, excreta and greywater, third edition (2006), in four volumes. who.int
- MIGA project record for the As-Samra expansion, Jordan. Phase dates, capacities, sponsors and the grant structure behind the region’s best-known reuse concession. miga.org
- FAO AQUASTAT, the standing database of national water resources, withdrawals and irrigated area. The denominator behind most figures on this site. fao.org
- Smart Water Magazine, the trade record for regional plant awards, commissioning and operating contracts. smartwatermagazine.com
Sources
35 references
- State Comptroller of Israel (2024), Wastewater reclamation, its quality and use.
- United Nations Statistics Division, SDG indicator 6.3.1, series EN_WWT_WWDS: proportion of domestic wastewater flows safely treated, 2024 values retrieved September 2026.
- The Peninsula, Ashghal on the treatment and reuse of 98% of Qatar’s wastewater, 2 July 2026.
- National Centre for Statistics and Information (Oman), Environment and Energy Statistics 2025, October 2025, table 21 (wastewater, 2022 to 2024).
- ONAS (Tunisia), “ONAS en chiffres”, principal sanitation indicators, series to 2024.
- ONAS (Tunisia), “La réutilisation des eaux usées traitées”, to 2023.
- Engineering News-Record, Bahr Al Baqar water reclamation plant, global project of the year, 8 December 2021.
- Egyptian State Information Service, “Guinness record: Bahr El-Baqar listed as the biggest wastewater plant worldwide”.
- Orascom Construction, the New Delta (El-Hammam) wastewater treatment plant.
- Israel Water Authority, Israel’s Model for Water Management, presentation by Michael Zaide, February 2025, slide 44 (620 million m³ of sewage a year, 94% treated, 85% reused, 2022).
- Mekorot International, the Shafdan wastewater treatment plant.
- Ministry of Water and Irrigation (Jordan), Wastewater Management and Reuse Policy, section 2 (treated wastewater uses, 2021).
- Drechsel, P., Danso, G. and Hanjra, M. (2018), “Viability gap funding: the As-Samra wastewater treatment plant, Jordan”, in Resource Recovery from Waste, via CGSpace.
- MIGA, As-Samra wastewater treatment expansion project, board 20 June 2013.
- Millennium Challenge Corporation, the As-Samra project under the Jordan compact.
- Government of the UAE, the UAE Water Security Strategy 2036.
- Arab News, “Saudi Arabia leads bold transformation to tackle water scarcity”, 7 June 2025.
- WaterWorld, “Sulaibiya water reuse project begins full operations”, 1 December 2004.
- KfW IPEX-Bank, financing for the Umm Al Hayman wastewater treatment plant, 2020.
- Abdul-Muttalib, M.A., El-Saadi, A., El-Gazzar, H. and Refaey, M.A. (2026), “Projecting water availability and quality for reuse under scarcity in the Bahr El-Baqar catchment in Egypt using the SIWARE model”, Scientific Reports 16: 14165, full text via PubMed Central.
- Islamic Development Bank, specific procurement notice for the Al-Ghadir wastewater treatment plant, phase I, 8 May 2025.
- MEED, “Water recycling gains momentum in the Gulf”, 6 September 2011.
- Waterleau, “Saudi municipal wastewater projects in Tabuk, Buraydah and Medina win award”, 14 May 2025.
- GIZ, SWIM network of demonstration activities for sustainable integrated wastewater treatment and reuse in the MENA region, 2012 to 2017.
- El Moll, A. (2023), “Eco-innovative technology for wastewater treatment and reuse in MENA region: case of Lebanon”, Frontiers in Sustainability 4: 1247009.
- Arab Water Council and the National Center for Water Resources, “Al Wathbah-2 wastewater treatment plant and the Abu Dhabi irrigation scheme”.
- ECOLEX (FAO), Ministerial Resolution No. 208 of 2018, issued 3 June 2018.
- Resources 14(5), 69 (2025), doi:10.3390/resources14050069, citing JS 893:2021, the fourth edition of the reclaimed-wastewater standard.
- Abualhaija, M. (2023), “Applying the quality and pollution indices for evaluating the wastewater effluent quality of Kufranja Wastewater Treatment Plant, Jordan”, Water Conservation & Management 7(1): 22–27, Table 1 (JS 893:2021 limits by class).
- WHO Regional Office for the Eastern Mediterranean (2006), A compendium of standards for wastewater reuse in the Eastern Mediterranean Region.
- Sohag Engineering Journal (2022), “Comparative study of the Egyptian code for reusing treated wastewater”.
- Abu Dhabi Department of Energy (2021), Recycled water and biosolids regulations, third edition, effective 1 January 2021 under Law No. 11 of 2018.
- Qatar News Agency, “QF district cooling plants transformed to treated sewage water”, 24 December 2023.
- MENA-Water, MBR Dubai Al Ruwaya: a 4,000 m³/day containerised plant serving industrial zones too far from Dubai’s municipal sewer network, operating since 2011.
- Arab Water Council and the National Center for Water Resources, “Agricultural drainage water reuse”.
Numbered references are linked from the superscript markers in the text. Figures without a marker come from the sources above as compiled in the site methodology.
Case studies
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