AIChE Journal DOI 10.1002/aic.15726 Perspective A Perspective on Reverse Osmosis Water Desalination: Quest for Sustainability Yoram Cohen(a), Raphael Semiat(b), and Anditya Rahardianto(a) (a) Department of Chemical and Biomolecular Engineering, and Institute of the Environment and Sustainability, University of California, Los Angeles, CA, USA (b) Wolfson Faculty of Chemical Engineering, Technion – Israel Institute of Technology, Technion City, Haifa 32000, Israel Submitted to AIChE Journal This article has been accepted for publication and undergone full peer review but has not been through the copyediting, typesetting, pagination and proofreading process which may lead to differences between this version and the Version of Record. Please cite this article as doi: 10.1002/aic.15726 © 2017 American Institute of Chemical Engineers (AIChE) Received: Mar 27, 2017 This article is protected by copyright. All rights reserved. Table of Content 1 Introduction – Water Scarcity and the Rationale for Water Desalination........................................................... 3 2 Water Desalination ................................................................................................................................... 6 2.1 Overview ....................................................................................................................................... 6 2.2 RO Desalination............................................................................................................................. 8 2.2.1 RO Emergence as the Standard Technology for Water Desalination ................................... 8 2.2.2 Mitigation of Fouling and Mineral scaling .......................................................................... 11 2.2.3 Concentrate Management .................................................................................................. 12 3 Configurations of RO Desalination Systems........................................................................................ 13 4 The Cost of RO Desalination ............................................................................................................... 18 5 The Energy Cost of RO Desalination ........................................................................................................... 21 5.1 Minimum energy consumption for a reversible desalination process ....................................... 21 5.2 RO Energy Consumption and the Thermodynamic Limit............................................................ 22 5.3 Multi-Stage RO Desalination ....................................................................................................... 26 5.4 Concentrate recirculation ........................................................................................................... 27 6 The Path To Improving RO Desalination ............................................................................................. 29 7 Summary ............................................................................................................................................. 31 8 References .......................................................................................................................................... 33 2 This article is protected by copyright. All rights reserved. 1 INTRODUCTION – WATER SCARCITY AND THE RATIONALE FOR WATER DESALINATION Water is needed at different qualities for various types of municipal/public, agricultural, and industrial consumption which account for about 23%, 67%, and 9%, respectively, of total fresh water withdrawals in the US, excluding thermoelectric use [1]. Although water reclamation, recycling, and reuse could be advanced so as to provide a significant percentage (20%–50%) of the water use portfolio, at present it remains in the single digits in most regions of the United States [2]. Water and energy are inextricably linked; nationwide, there is an urgent need to reduce the energy cost of water delivery, which represents a major portion of the energy usage in various sectors [3]. For example, the total energy consumption for direct water services in the U.S. by the U.S. residential, commercial and industrial sectors is estimated to be about 20.2%, 12.7%, and 4.1%, respectively, in 2010 [3]. Population growth, aging water infrastructure requiring significant upkeep and retrofitting investment, increased demand for crop production (for both food and biofuels), shrinking freshwater resources, increased soil, groundwater, and surface water salinity, contamination of groundwater resources, fossil fuel extraction, and increased security concerns have also created multiple threats to the water sustainability in the U.S. and globally [4-8]. Given the above realities, along with the impending impact of global climate change, it is not surprising that the development of new water resources is high on the priority list of various water agencies around the U.S. and the globe. In addition to the various approaches to increasing the utilization of water resources (e.g., water use efficiency, water recycling and reuse), there has been increased interest in augmenting potable water supplies through desalination of seawater and inland brackish water 3 This article is protected by copyright. All rights reserved. [9-12]. Water salinity is typically categorized based on the concentration of total dissolved solids (TDS; i.e., mineral salts) as shown in Table 1. The recommended salinity level for drinking water is ≤ 500 mg/L TDS [13], while seawater salinity is typically in the range of ~33,000 mg/L – 42,000 mg/L TDS. Brackish water is classified as having salinity above 1,000 mg/L but below that of seawater, with further classification from mild brackish to heavily brackish water [14]. In assessing the potential availability of saline water resources for desalination, it should be recognized that about 97% of the world water is saline. About 1.74% of the word’s water is trapped in ice caps and glaciers and the remainder as groundwater (1.69%), surface water (~0.014%), and moisture (0.002%) [15]. Clearly, freshwater supplies (for potable and nonpotable use) are limited and constitute but a small fraction of the world water resources. While the majority of the world’s saline water volume is in seas and oceans, inland water (e.g., groundwater aquifers, lakes, wastewater) resources can also be saline, but are typically at lower salinity levels (i.e., brackish) relative to seawater. The potential contribution of desalted brackish groundwater to the overall potable water supply can be significant considering that subsurface saline aquifers are abundant throughout much of the continental United States and many parts of the world [10, 12, 16]. Thus, it is not surprising that in order to augment dwindling freshwater supplies, various inland communities across the U.S. and globally have resorted to desalting brackish groundwater reserves (1,000-10,000 mg/L TDS) [9]. The process of desalination involves the treatment of a saline water source to separate dissolved salts from the feed stream in order to produce a low salinity product water and a residual stream of high salinity water. Given major advances in both thermal and non-thermal based membrane desalination technologies [11, 12, 16, 17], seawater desalination has 4 This article is protected by copyright. All rights reserved. developed rapidly in a number of countries (e.g., Singapore, Australia, Israel and Spain, Saudi Arabia, Gulf-States), with others also adding desalination to supplement freshwater supplies [9]. In addition to its use for desalting brackish surface and groundwater, membrane based desalination technology is utilized in indirect potable water reuse applications (e.g., aquifer recharge, industrial use, and irrigation) to reduce salinity and provide a barrier against multiple contaminants (e.g., organics, viruses, bacteria, in addition to toxic inorganics such as boron [18] and selenium), as well as for reclamation of industrial, mining, and agricultural wastewaters [10, 12, 19, 20]. Table 1. Characterization of Water Salinity Typical TDS levels of different water sources Type TDS (mg/L) Drinking water ≤ 500 Fresh water < 1,000 Mildly brackish water 1,000 - 5,000 Moderately brackish water 5,000 - 15,000 Heavily brackish water 15,000 - 35,000 Seawater ≥ 35,000 Source: Watson et al. [14] Water desalination is practiced via various approaches of which reverse osmosis (RO) desalination has become the dominant technology [16, 21-24]. Accordingly this perspective presents an overview of water desalination and comparison of energy requirements by the main desalination technologies practiced today, followed by a brief account of the basics of RO desalination process configuration and the challenges imposed by RO concentrate management, membrane fouling and mineral scaling, and feed pretreatment. The various 5 This article is protected by copyright. All rights reserved. factors that contribute to the overall cost of RO desalination are then introduced and the energy cost of RO desalination is assessed considering the thermodynamic limit and the implications for feasible future reductions in energy utilization and other aspects of RO process operation that could provide further reduction in the cost of RO desalination. 2 WATER DESALINATION 2.1 Overview The total number of desalination (seawater and brackish water) plants in the world (in 2015) is reported to be 18,426 with a total water desalination capacity of about 86.5 million m3/day [9]. The majority of the world desalination installation capacity (Fig. 1a) is for desalting of seawater (59%), followed by brackish water (22%), with the remainder (19%) being for river water, wastewater and brackish water [9]. In terms of worldwide desalination capacity by technology (Fig. 1b), RO has emerged as the leading desalination technology practiced today (65%), followed by multi-stage flash evaporation (21%). The remaining 14% of the capacity include multiple effect distillation (MED), vapor compression (VC), and electrodialysis (ED)/ED reversal (EDR). Other desalination technologies have also been proposed in recent years including, at a smaller scale, membrane distillation [25] and forward osmosis [26-28]. The total water desalination capacity in the U.S. is about 4.5 million m3/day [29] with most being inland brackish water desalination with the majority via RO technology. More than 300 municipal brackish water (BW) desalination plants operating in the U.S. are primarily located in Florida (45 %), California (14 %), and Texas (9%) [30]. The largest online brackish RO water desalination plants in the U.S. is the Orange County Groundwater Replenishment System 6 This article is protected by copyright. All rights reserved. (GWRS) having a capacity of 378,000 m3/day with planned expansion to 492,000 m3/day. The largest operating SWRO plants in the U.S. are: (a) the Tampa Bay plant in Florida (capacity of 94,500 m3/day), and (b) the new plant in Carlsbad, California (capacity of 189,000 m3/day) began its operation in late 2015. Figure 1. (a) Desalination installation capacity by water source , (b) Desalination Capacity by Technology (Total: 86.5 million m3/day) [9]. Comparison of the energy cost of different energy desalination methods based on the published literature is not trivial given the variability of feed salinity and quality encountered in the various operating plants. Therefore, it is not surprising that the reported specific energy consumption (SEC, i.e., energy per volume of desalted water product) can vary by up to an order of magnitude in some cases (Table 2). In general, the SEC of desalination via RO is lower for seawater than by thermal methods [11, 31, 32]. Brackish water desalination via RO and EDR can be competitive depending on the salinity level [10, 11]. Both RO and EDR require only electrical energy, while processes based on evaporation/distillation also require thermal 7 This article is protected by copyright. All rights reserved. energy. It is noted that heat- and osmotically-driven (with thermolytic draw solutions, e.g. FO) desalination have been reported to be cost-effective only if low-cost heat source (or “waste heat”) is readily available locally to drive the process or to provide for regeneration of a process stream (e.g., in FO) [27, 33-35] Table 2. Summary of Reported Specific Energy Consumption (SEC) for Seawater and Brackish Water (a) Specific Energy Total Specific Total Water (b) Desalination Technology Consumption Energy Production (KWh/m3) Consumption(c) Cost(d) (KWh/m3) ($/m3) Electrical Thermal Reverse Osmosis 1.58 – 7.5 NA 1.58 – 7.5 0.52 – 1.72 (Seawater) Reverse Osmosis 0.3 - 3 NA 0.3 -3 0.2 – 1.33 (Brackish Water) Electrodialysis 0.5 – 1.8 NA 0.5 – 1.8 0.6 – 1.05 (Brackish Water) Multi-effect distillation 4 – 20.2 1.5 – 2.5 5.5 – 22.7 0.52 – 1.5 Multi-stage flash (Brackish Water) Thermal Vapor Compression Mechanical Vapor Compression 7.5 – 30.3 2.5 - 5 10 – 35.3 0.56 – 1.75 - 16.3 16.3 0.27 – 1.6 7 - 12 - 7 - 12 - (a) Source: [36]. Note: reported energy consumption (SEC) is for 1 m3 of desalted product water. The wide range of costs is due to differences in source water salinity, plant size, pump and other system components efficiencies, product water recovery (i.e., product volume/feed volume), and heat quality (for thermal desalination processes); (b) Thermal desalination processes require thermal energy and electrical energy. In the absence of available thermal energy source electrical energy is used (converted) to provide the needed thermal energy; (c) Reported range of total SEC for the desalination process(d) Total water cost per 1 m3 of desalted product water includes energy, capital and O&M costs. 2.2 RO Desalination 2.2.1 RO Emergence as the Standard Technology for Water Desalination The popularity of RO desalination technology and its growing market share [9] has been, in part, due to its simplicity and reliable operations and maintenance support by diverse and well8 This article is protected by copyright. All rights reserved. established supply chain of off-the-shelf components and consumables (e.g., membrane elements, prefilters, compatible water treatment additives and membrane cleaning chemicals, etc.) [10, 16, 17]. Moreover, the process is easily scalable whereby both small- and large scale RO plants can use the similar types of membrane elements and pressure vessels (Fig. 2). RO desalination relies on a semi-permeable membrane (housed in a membrane element inside a pressure vessel) that allows water permeation but rejects dissolved solids. The feed side of the membrane is pressurized to a level above the osmotic pressure so as to provide the desired permeate water flux. The RO process is driven by a pump for fluid conveyance and for generating the required feed pressure. The overall desalination process consists of a process train that includes feed intake system, feed water pretreatment, the desalination separation system, product water post-treatment and concentrate management (Fig. 3). An intake system is required to convey the feed water from the source to the plant, and concentrate management is required to handle the high salinity concentrate (or brine). Pretreatment of the raw RO feed water is a crucial component of RO desalination technology (Fig. 3). The levels of suspended solids, organics and microorganisms in the RO feed must be reduced to a sufficient level in order to avoid fouling of the RO membranes [12, 16]. The extent of fouling has been described to depend on a variety of factors including hydrodynamic forces, membrane properties (e.g. surface charge, permeability, surface roughness), and solute on ionic matrix [24, 37, 38]. RO operation can also be negatively impacted by mineral scaling which can occur when the concentration of sparingly soluble mineral salts (e.g., gypsum (CaSO 4∙2H2O), BaSO4, SrSO4, CaCO3, SiO2, etc.) in the RO feed rises, as product water is extracted, above their solubility limit [39-45]. The consequence is mineral salt precipitation and scale formation on the 9 This article is protected by copyright. All rights reserved. RO membrane. Membrane fouling and mineral scaling lead to membrane surface blockage and, as a result, degradation of membrane performance (i.e., permeate flux decline and deteriorating salt rejection) which scan shorten membrane longevity and increase operational costs [43, 46]. Figure 2. (Left) Photo of the desalination plant at Orange County (Capacity of 378,000 m3/day)[47] and (Right) a small mobile RO desalination plant (capacity of 45.4 m3/day) [48, 49] . The same size membrane elements (8”) are used in both plant demonstrating the scalability of RO desalination. 10 This article is protected by copyright. All rights reserved. Feed Intake - Open Water - Subsurface - Power Station Collocation Pretreatment Removal of: - Particulates/Colloids - Organic Macromolecules - Viruses/Bacteria Desalination Removal of: - Salts/Inorganics - Heavy Metals - Small Organics - Viruses/Bacteria Product Post-Treatment - Micropollutants Removal - Remineralization - Disinfection - Stabilization/Neutralization Concentrate - Volume Minimization - Treatment - Salt Harvesting - Energy Conversion - Disposal/Outfall Figure 3. Process elements in water desalination. 2.2.2 Mitigation of Fouling and Mineral scaling Current practice of membrane fouling prevention emphasizes the removal of potential foulants, prior to any RO desalting unit operations, using conventional flocculation/coagulation, disinfection (e.g., via chlorine dosing or UV pretreatment), media filters or membrane filtration (microfiltration or ultrafiltration) processes for RO feed water pretreatment [16, 32, 43, 48, 50, 51]. In some cases, sodium metabisulfite, sodium bisulfite, or activated carbon may also be used for dechlorination of the RO feed to avoid RO membranes degradation due to chlorine [52, 53]; it is noted, however, that the use of chlorine in RO feed is now typically avoided in modern plants [11]. These feed pretreatment processes, while effective for minimizing membrane fouling due to particulate deposition, organic adsorption, and biological growth, do not remove mineral scale precursors. Mineral scaling is typically mitigated via: (a) the addition 11 This article is protected by copyright. All rights reserved. of polymeric antiscalants additives to the feed to suppress the nucleation and/or growth of mineral crystals and promote dispersion of crystals [37, 41, 43, 46, 54], (b) feed pH adjustment if calcium carbonate is an issue of concern [16, 54], (c) regulation of water recovery in order to keep the level of retentate concentration within acceptable limits (as governed by mineral scaling kinetics) [40, 43] , (d) periodic membrane cleaning (e.g., via fresh water flush, osmotic backwash, feed flow reversal, or chemical cleaning [12, 16, 55, 56], and (e) removal of scale precursors via crystallization, nanofiltration or ion exchange [12, 20, 57-59]. In certain cases where boron and carbon dioxide removal are necessary and where silica scaling is to be avoided (at high recovery), RO operation at high pH may be necessary [42, 44, 60-63]. Chemical post-treatment of the product water may also be necessary and, depending on the end use, can include disinfection, remineralization and pH adjustment [64]. 2.2.3 Concentrate Management RO desalination is typically carried out at a product water recovery of 40%-50% for seawater desalting and in the range of 50% - 90% for brackish water desalting [10, 12, 16, 32] . As a result a concentrate retentate (or brine) stream is generated which must be managed in an environmentally compatible manner [20, 65, 66, 67 , 68, 69]. In seawater RO desalination, the brine stream is discharged to the sea through an elaborate outfall system designed to disperse the concentrate in a manner that reduce local elevated salinity impacts and precipitation along the discharge pipes [16, 32, 70]. Environmental considerations with respect to the implementation of ocean discharge of RO concentrate include, for example, the salinity tolerance of marine organisms, discharge toxicity (due to possible chemical water treatment/cleaning additives), long-term local salinity buildup and the need for meeting 12 This article is protected by copyright. All rights reserved. effluent water quality standards [10, 11, 30]. At inland locations concentrate management options are more limited [10, 12, 20, 71]. In some cases sewer discharge may be feasible (for sufficiently low salinity concentrate), but may be restricted by regulatory restrictions. Disposal of RO concentrate in evaporation ponds may be possible in some locations, but may be limited due to large area requirement and constrained holdup and possible concerns with concentrate toxicity. Deep well injection is another option which can be costly (in some cases, due to the high injection pressure requirements) and in some areas deep geological injection may be restricted. In some cases, ocean disposal via a long waste discharge pipeline may be feasible but can be burdened by mineral scaling [70]. In principle, thermally-driven evaporative and crystallization systems, the so-called zero-liquid-discharge (ZLD) technologies, are capable of eliminating liquid RO concentrate discharge, but are often prohibitively energy intensive for processing large volumes [20, 57-59, 63, 72]. Consequently, high recovery inland desalination (if not limited by mineral scaling) is desirable in order to reduce the volume of generated brine [57-59]. 3 CONFIGURATIONS OF RO DESALINATION SYSTEMS Reverse osmosis (RO) membrane desalination relies on a semi-permeable membrane that allows water permeation but rejects dissolved solids (Fig. 4). The product water flux (Jw) is dictated by the difference between the applied pressure ( p )and the osmotic pressure ( ) differences across the membrane as given by the classical expression, Jw Lp (p ) , in which Lp is the membrane permeability and is the so-called reflection coefficient [73], which 13 This article is protected by copyright. All rights reserved. is in the range of [0,1] and nearly unity for high salt rejecting membranes. The solute flux through the membrane, Jc, is typically described as Jc JwC p BC (1 )JwC , in which Cp is the permeate solute concentration, B is the solute (membrane) transport coefficient and C is the average solute concentration across the membrane. As water permeates across the membrane, the rejected solute accumulates near the membrane surface resulting in a concentration polarization layer; thus, the osmotic pressure at the membrane surface increases and thus the requirement for higher applied pressure for a given target water permeate flux. Most RO systems employ membrane channels operated in a cross flow operation which serves to reduce salt concentration buildup (i.e., concentration polarization) at and in the vicinity of the membrane surface (Fig. 4a) [74-76]. The flow and concentration fields within membrane channels are complex, but the solute concentration at the membrane surface, Cm, can be estimated, to within a reasonable level of approximation, as Cm / Cb CP (1 Ro ) Ro exp(Jw / kc ) , where Cb is the solute concentration in the bulk of the feed channel, CP is the so-called concentration polarization modulus, RO is the observed solute rejection (i.e., Ro-1-Cp/Cb) and kc is the feed-side solute mass transfer coefficient. Salt concentration in the retentate stream (“brine” or “concentrate”) increases as it flows downstream along the membrane channel. For example, for seawater RO operation at 40% recovery, 60% of the processed feed volume will be a brine stream with a salt concentration a factor of 1.67 above that of the raw feed. At a higher recovery of 80%, which would more typical for low salinity brackish water, the brine salt concentration would be a factor of five above that of the raw feed. 14 This article is protected by copyright. All rights reserved. Feed Qf ,Cf Pp U(x) Concentrate Qc ,Cc Cb H/2 Cm(x) Concentration boundary layer Permeate Qp ,Cp Pp Jw(x) (a) RO membrane Permeate Collection Holes Anti-telescoping device (b) Permeate collector Membrane sheet Feed channel spacer Membrane sheet Element covering Permeate flow Figure 4. (a) Cross-flow reverse osmosis in a membrane channel. (Q and C and P denote flow rate, salt concentration and hydraulic pressure, respectively, and where subscripts f, b, c, p and m denote the feed, bulk feed-side, concentrate, permeate and membrane surface, respectively; Jw is the water flux through the membrane; (b) Schematic of a spiral-wound RO membrane element. Membrane elements are general constructed as multiple membrane sheets arranged (using spacers) to form flow channels through which pressurized saline feed water flows (Fig. 4b). Standard commercial spiral-wound RO membrane elements which are housed in pressure vessels allow operation up to a maximum pressure of ~1200 psi (8.3 MPa) and ~600 psi (4.1 MPa) for seawater and brackish water membranes, respectively. Standard RO (SRO) process configurations (Fig. 5) typically comprise of one or more pumps and one or more membrane arrays, coupled with a throttling valve for concentrate depressurization [10, 77, 78]. In order to avoid wasting the pressure energy of the discharged brine stream, energy recovery devices (ERDs) can be integrated with the RO system [10, 79]. Typically, single stage RO processes are integrated with ERDs (Fig. 6) such as a pressure intensifier/booster or parallel feed pumping [10, 78, 79], which presently are mostly limited to seawater desalination applications. 15 This article is protected by copyright. All rights reserved. Reduction in energy consumption through the use of multi-stage RO with inter-stage (booster) pumps is also possible and is most suitable for brackish water desalination in which a high product level of product recovery is needed [10, 78]. Figure 5. Typical arrangements of pressure vessels for RO/NF membrane elements [16]. (F, C and P designate the feed, concentrate and permeate streams, respectively). Conventional RO systems typically operate over a narrow range of water recovery. The above limitation is because the system feed flow rate is directly coupled with the main feed pump inlet, the membrane array feed and, for the case in which ERD is utilized, the ERD device feed- and concentrate-side flow rates. Also, flow-range restrictions, imposed by process components for effective and energy-optimal operation often restrict the range of water recovery in conventional systems. The alternative RO configuration of concentrate recycling/recirculation, at partial or total recycle (i.e., batch operation with permeate withdrawal and periodic system feed flushing) can improve operational flexibility and increase RO recovery for a given footprint [80, 81]. 16 This article is protected by copyright. All rights reserved. Figure 6. Conventional RO membrane system configuration integrating energy recovery (ER) devices: (a) feed pressure booster/intensifier, (b) parallel feed pumping, and (c) inter-stage pressure booster. (MA – membrane array; P1 and P2: feed and booster pumps, respectively; o, f, c, p and w designate the raw water source, and RO unit feed, concentrate, permeate and discharge streams, respectively). 17 This article is protected by copyright. All rights reserved. 4 THE COST OF RO DESALINATION Over the years of RO development, there have been significant technology improvements with respect to membranes and membrane modules, plant standardization, operational efficiency, and energy recovery. This has led to a steady decline in the cost of SWRO desalination (Fig. 7). It is projected that the cost of seawater RO desalination is approaching or nearly comparable in certain cases with the cost of traditional water sources [82]. Water Price ($/m3) 6 Desalination Reuse Freshwater Treatment Marginal Water Withdrawal 5 4 3 2 1 0 1985 1995 2005 2015 2025 2035 Figure 7. The cost of water seawater RO desalination relative to traditional water sources [82]. Water production cost in a typical RO desalination plant generally consists of the cost of energy consumption, equipment, membrane replacements, residual concentrate (i.e., brine) management, labor, maintenance, and financial charges. The cost breakdown for desalination plants can vary greatly depending on plant size and location, quality and salinity of the water source, and local electrical energy cost. For a typical large seawater RO desalination plant, energy and capital costs (Table 3) constitute the major portion of the overall water production 18 This article is protected by copyright. All rights reserved. cost (e.g., in terms of $/m3 product) with the remainder attributed to operation and maintenance costs [11, 16, 32]. Table 3. Elements of Capital Expenses (CAPEX) and Operational and Maintenance (O&M) Costs for Seawater RO Desalination. Source: Adapted from [36]. Cost of RO Desalination(a) Capital Energy Chemicals Labor Replacement Parts Membranes replacement Overhead Insurance Percent of Total Water Production Cost 34% 38% 5% 3% 9% 5% 5% 1% Capital Expenses (CAPEX)(a) Desalination system Percent of Total CAPEX 31% Power system Pre-treatment Intake & Outfall (Discharge) Design & permitting Other O&M(b) Fixed Cost Energy Operation and Maintenance 26% 12% 11% 7% 13% Percent of Total O&M 28% - 50% 32 % - 44% 18 % - 28% (a) Cost for a typical large plant. Actual costs will vary depending on plant design, product water recovery, level of automation, outfall requirements; (b) O&M costs can vary considerable depending on plant design, level of automation, intake and outfall and feed pretreatment requirements. Specific energy consumption (SEC) is strongly affected by water product recovery, energy recovery (from the high pressure RO concentrate), pumping energy (including feed intake), operating conditions (e.g., RO feed channel velocity and feed-side pressure), and plant configuration in terms of membrane modules arrangements [10, 11, 16, 31, 78, 83-85]. The 19 This article is protected by copyright. All rights reserved. various contributions to the total energy consumption for a seawater RO desalination plant typically includes the desalination stage and discharge (~67%), RO feed pre-treatment (~13%), intake (~7%) and post-treatment (~13%) [36]. Because seawater RO is energy intensive, the costs of seawater RO is often considered high. However, this can be misleading as often desalination costs are not compared to the costs of locally available (and feasible) alternatives (Fig. 7, [31]). It has also been argued that in certain cases, the energy costs of pumping/conveying water from large distances can be higher than the energy required for water production by a large desalination plant located in proximity to water consumers and when such a plant utilizes off-peak electrical energy [11, 27, 31]. Another common concern regarding seawater desalination is the discharge of high salinity concentrate (up to twice the salinity of seawater) to the sea. The concentrate stream may contain chemicals (e.g., surfactants, antiscalants and acid/base for pH control) used for membrane cleaning and scale prevention in addition to rejected backwash from feed water pretreatment. Today there are continuing efforts to introduce “green” water treatment chemicals so as to avoid potential environmental impacts. At the same time, in order to reduce potential environmental impacts, modern technologies of concentrate disposal to the sea provide for sufficient concentrate dispersion through multiple nozzles, upward (subsurface) concentrate discharge, and where feasible mixing the concentrate with power station cooling water [11]. The energy cost of desalting brackish water is lower than for seawater (given the lower salinity of brackish water, Table 1). The energy cost is in the range of 20% - 30% of the total water production cost, but can be higher for heavily brackish water [10, 12, 16]. However, unlike seawater RO plants, the management of the RO concentrate from inland brackish 20 This article is protected by copyright. All rights reserved. desalination can represent a major challenge given the often limited options for concentrate disposal [10, 12, 20, 30]. Inland concentrate management costs can be as high as 0.40–1.78 $/m3 and in certain cases represent more than 50% of the cost of water production [86]. Hence, there is a significant drive to increase RO recovery so as to minimize the volume of generated RO residual stream [10, 12, 30, 43, 57-59, 86]. 5 THE ENERGY COST OF RO DESALINATION 5.1 Minimum energy consumption for a reversible desalination process The minimum isothermal reversible work, W, for separating salt from water, irrespective of the separation mechanism, is given as follows [31, 87]: n2 n2 n2 n1 n1 n1 Wrev Fdn RT lnaw dn sVw dn (1) in which F is the change in free energy associating with the initial (1) and final (2) states of a solution as its salt concentration is altered, R is the ideal gas constant, T is the absolute temperature, aw is the water activity, n is the number of moles of water, s is the solution osmotic pressure, and Vw is the water molar volume. As the feed water salinity increases so does the osmotic pressure (reasonably approximated for a wide salinity range by s CRT , where is the van’t Hoff factor and C is the salt molar concentration [83] ). Following Eq. 1, it can be shown that the minimum energy of desalination, at the limit of zero product water recovery, for desalting seawater of salinity of 35,000 mg/L TDS (osmotic pressure is ~26 bar) is about 0.72 kWh/m3 at 25o C. Increasing the water recovery would elevate osmotic pressure, 21 This article is protected by copyright. All rights reserved. thereby increasing the required reversible desalination work. The dependence of the minimum required isothermal reversible work to achieve a given water recovery can be deduced from Eq. 1 [88, 89] and expressed in terms of the SEC normalized with respect to the feed water osmotic pressure (o): NSEC rev SEC rev o ln1 YS 1 Wrev o Vf Vc YS (2) where Vf and Vc are the feed and concentrate volumes, respectively, and YS is the fraction of product water recovered from the feed. Based on Eq. 2, for example, desalination of seawater at a water recovery of say 50% would require ~1.0 kWh/m3. However, desalting at the above level of energy consumption for a reversible process (at infinitesimal permeate flux) is clearly impractical. It is noted that, at present, the most energy efficient SWRO desalination (under non-reversible thermodynamic operation) is reported to be nearing 1.58 kWh/m3 (Table 2). Given the current state of RO efficiency, further RO SEC reduction is likely to require a higher capital cost for the same level of target permeate productivity. 5.2 RO Energy Consumption and the Thermodynamic Limit The minimum transmembrane pressure that must be applied to ensure permeate production along the entire membrane area (in the axial fluid flow direction), for crossflow membrane channels, must be such that P exit , where exit is the osmotic pressure difference (across the membrane) at the RO channel exit [83]. Using the approximate linear relation for the osmotic pressure dependence on salt concentration, it has been shown that the minimum required applied pressure difference is P min oRt / (1 YS ) (in which Rt is the 22 This article is protected by copyright. All rights reserved. membrane salt rejection), which clearly increases with both rising feed osmotic pressure and water recovery [83]. With the old generation of relatively low permeability ( L p ) cellulose acetate membranes, it was necessary to operate at a feed pressure that was much higher than the brine osmotic pressure in order to produce a reasonable level of permeate flux for a viable desalting operation. However, with the development of highly permeable polyamide based thin-film composite (TFC) membranes and their improvements over the last two decades, higher permeate fluxes can be attained at significantly lower feed pressure enabling cross-flow RO operation near the limit imposed by the thermodynamic restriction [78, 90] . The energy footprint of RO desalination can be expressed in terms of the specific energy consumption (SEC) normalized with respect to the feed osmotic pressure ( o ): NSEC SEC o 1 N Wi o qp i 1 p ,i (3) where W i and p ,i are the rate of work and efficiency of pump i in a system with N pumps, qp is the total permeate flow rate and o is the osmotic pressure of the RO feed. In principle, NSEC of conventional single-stage RO with an ERD, at the limit of cross-flow thermodynamic restriction (tr), can be described by the following relationship[85]: NSECtr 1 ERD 1 YS Rt p YS 1 YS (4) where p and ERD are the pump and ERD efficiencies, respectively, and YS q p / qo (where qo and qp are the raw feed and product water flow rates, respectively) is the product water recovery and Rt is the salt rejection. In the absence of an ERD (i.e.,ERD 0 ) 23 This article is protected by copyright. All rights reserved. NSECtr Rt / p YS 1 YS . thus, the energy savings of utilizing and ERD is given by ERD Rt / p YS , which is more pronounced at lower water recovery. A plot of Eq. 4 (Fig. 8) illustrates that the energy consumption, for RO process operation (for the case of a membrane of 100% salt rejection) up to the thermodynamic limit, is highly dependent on the product water recovery, as well as pump and ERD efficiencies, but it is independent of membrane permeability (Fig. 3). The global minimum (w.r.t energy consumption) for RO operation, without an ERD and assuming constant pump efficiency, is at recovery of 50%. For seawater desalination (salinity of ~35,000 mg/L TDS) and ideal pump (i.e., p 1 ) this implies an energy consumption of 2.88 kWh/m3 (NSEC =4). This energy consumption level may be reduced to 1.44 kWh/m3 h (NSEC =2) with an ideal ERD (i.e., ERD 1 ) and to 1.51 kWh/m3 (NSEC =2.1) for ERD of 95% efficiency which is consistent with the lowest reported SEC for seawater desalination (Table 2). RO plants that are designed to operate close to the thermodynamic limit, which can be feasible with currently available commercial RO membranes, should be able to operate optimally so as to reduce energy consumption. When the RO plant is incapable of operating up to the thermodynamic limit (due to design and equipment restrictions), one can drive the RO process toward the optimal operating condition via suitable model-based control [49, 91]. In such an approach one must also consider constraints imposed by the target water production capacity and limitations placed on the operability of plants components (e.g., maximum allowable operating pressure for pumps and pressure vessels). 24 This article is protected by copyright. All rights reserved. Figure 8. Variation of the normalized specific energy consumption with product water recovery for a single stage RO operation at the thermodynamic limit (excluding frictional pressure losses which ae typically <5-10%; note: p and ERD are the RO pump and ERD efficiencies, respectively; frictional pressure losses). It is stressed that for RO process operation up to the thermodynamic limit, the SEC is not impacted by membrane permeability (Eq. 4). Therefore, utilization of more permeable membranes will not provide additional reduction in energy consumption, unless the plant is operating away from the thermodynamic limit [78, 90]. For a plant operating at the thermodynamic limit, the use of higher permeability membranes will, however, allow reduction in plant footprint owing to the higher achievable water flux which will enable the thermodynamic restriction to be reached with a smaller membrane surface area. Membrane 25 This article is protected by copyright. All rights reserved. fouling, however, is more severe at high flux operation and thus high flux membranes would have to be more fouling resistant and/or feed pretreatment will need to be more effective. 5.3 Multi-Stage RO Desalination The energy foot-print of RO desalting is reduced with increasing number of pumping stage. Unlike a single stage RO configuration that requires pressurizing the entire feed, at a pressure equal or above the concentrate pressure, in a multi-stage system membrane units are staged serially with inter-stage booster pumps (Fig. 7). This enables incremental increase in the feed pressure to each stage and correspondingly an incremental reduction in the required feed pumping capacity for each successive membrane stage. The NSEC at the limit of thermodynamic restriction (for each membrane stage, assuming complete salt rejection and ideal pump efficiency) is given by [83, 92]: NSECtr N (1 YS )1/N N 1 ERD / YS (5) where N is the number of pumping stages and YS is the overall system water recovery, which is related to the individual stage water recovery ( Yn ) by the relationship 1 YS 1 Yn . Note N that Eq. 5 reflects the energy-optimal condition at which that the individual stage water recovery is identical for all stages [83, 92]. In the limit of infinite number of pumping stages and ideal energy recovery ( ERD =1), Eq. 5 for the multi-stage RO process reduces to Eq. 2 for the reversible desalination process. Analysis of Eq. 5 reveals that at recovery above about 68%, infinite-stage RO without an ERD would have lower energy consumption relative to single-stage RO with an ideal ERD [92]. With a finite number of stages with inter-stage pumps (without ERD), the advantage over a single-stage RO with an ERD will be shifted to even higher recovery. 26 This article is protected by copyright. All rights reserved. 5.4 Concentrate recirculation Membrane process systems are composed of highly integrated and interdependent process components. Optimal operation of each system component is often limited to a narrow flow range, which in turn restricts the integrated process system operational range. Pumps (and associated motors) and energy recovery devices, for example, typically have narrow flow ranges at which energy efficiencies are optimal. Furthermore, membrane modules are inherently limited with respect to the flow ranges for optimal operation, while maintaining conditions that protect physical integrity, maximize membrane area utilization, minimize concentration polarization, and avoid excessive membrane fouling and/or mineral scaling. Such module-level operational limits can significantly restrict water recovery and permeate productivity ranges of the integrated system, which is highly dependent on the specific membrane array design. Existing methods for improving operational flexibility of RO membrane based processes rely on partial recirculation of RO concentrate (to RO feed); this provides an additional degree of freedom for steady-state process regulation. The simplest approach is to recirculate a portion of depressurized RO concentrate to the RO feed pump (Fig. 9a). Although simple, RO with low pressure concentrate recirculation (LPCR) is highly energy intensive with energy consumption (for single stage RO) given by: NSECLPCR1,tr 1 p YMA 1 YS (6) Compared to the NSEC for conventional RO without concentrate recirculation (Eq. 6), LPCR has a higher energy footprint due to the required higher flow capacity of the main feed pump (by a factor of YMA /YS) for achieving the same productivity. As a consequence, conventional LPCR is often deemed undesirable and only utilized in limited applications when operational flexibility 27 This article is protected by copyright. All rights reserved. is significantly more important than the energy footprint (e.g., as proposed certain small-scale industrial applications [80]). RO with high pressure concentrate recirculation (HPCR) (Fig. 9b) is a more energy efficient process when compared to LPCR. In HPCR, only a portion of the concentrate stream (w) is depressurized (and discharged) using a throttling valve, while the remaining concentrate (rc) is recycled to the main pump (P1) outlet without depressurization [80]. A recirculation pump (P2) is needed in order to match the main pump outlet pressure and make up for the relatively small axial pressure loss in the membrane array (Pc1-Pf ≳ 0). However, the concentrate pressure energy remains unrecovered in the concentrate discharge stream (w), making HPCR suboptimal with respect to energy utilization. For example, assuming that axial pressure drop in the membrane array (MA) is small such that P2 energy requirement is minimal and the limit of complete salt rejection, the minimum HPCR1 energy footprint is no better than that of standard single stage RO (Eq. 4). Another critical drawback of conventional HPCR (Fig. 9b), is that, because the feed pum increase system energy footprint. Thus, increased operational flexibility in conventional RO with HPCR may be at the cost of reduced energy efficiency, depending on the dependence of the pump efficiency on feed water flow rate. HPCR operation of RO in unsteady-state cyclic operational modes have recently been introduced commercially (i.e., closed circuit desalination) [81, 93]. In this approach, the RO system is operated in alternating periods of complete and no concentrate recirculation in a cyclical manner. In each cycle, salt buildup in the RO system during the period of complete concentrate recirculation is purged during subsequent period of concentrate discharge. In addition to enhanced operational flexibility, recent theoretical analysis under idealized plug- 28 This article is protected by copyright. All rights reserved. flow conditions suggests that for a single stage RO, the approach can potentially be utilized as an alternative to using an energy recovery device [94, 95]. Nevertheless, existing analysis have yet to consider the impact of non-ideal flow conditions in real RO systems, especially during the concentrate withdrawal period. Hence, the practicality of the approach in reducing energy consumption still needs to be explored. (a) (A) FD rc w c TV c1 o f rc (b) (B) o P1 P1 o1 MA f1 P2 f rc1 w1 p TV w c MA p Figure 9. Conventional single-stage reverse osmosis (a) with low (LPCR1) and (b) high pressure (HPCR1) concentrate recirculation. MA-membrane array, FD- flow diverter, P1-main feed pump, P2: concentrate recirculation pump, TVthrottling valve (for back pressure regulation); o, f , p, c, rc, o and w – source water, and RO unit feed, permeate, concentrate, recycled concentrate and discharge streams, respectively. 6 THE PATH TO IMPROVING RO DESALINATION In the forthcoming years improvements in the design and operation of RO plants will lead to further reduction in the cost of RO desalination. For example, more effective process configurations could allow operational flexibility (i.e., wide recovery range) with efficient energy recovery [83-85]. Improvements in membrane element design [96, 97] could also be 29 This article is protected by copyright. All rights reserved. beneficial to reducing pressure losses while possibly enabling reduction in concentration polarization, thereby allowing higher recovery operation per element and thus decreasing the plant footprint in and possibly plant components. Operational considerations include optimal plant control that will ensure energy optimal operation while meeting the target permeate productivity [49, 50]. In recent years there have also been mounting efforts to develop effective methods of plant fault detection and isolation [49, 91, 98-100] so as to avoid plant failures and reduce maintenance costs. Effective self-adaptive RO feed pretreatment [48, 51] that can handle temporal variability of raw feed water quality and production demand is also likely to lead to significant reduction in the use of feed treatment chemicals while reducing the frequency of membrane cleaning and replacement. All of the above would benefit from real time monitoring of membrane fouling and mineral scaling [44, 51, 77, 101-103]. It is also stressed that real-time monitoring of feed and product water quality (e.g., w.r.t emerging contaminants) and of membrane integrity [104, 105] would contribute to establishing effective operational strategies to mitigate fouling/scaling and toward gaining acceptability of RO for direct potable reuse applications. While efforts to increase membrane permeability are continuing with claims of this approach as being a viable path to achieving significant reduction reducing in RO energy consumption, studies about a decade ago have shown that this is unlikely to be realized (Section 5.2). The classical polyamide membranes appear to be well entrenched in the RO desalination industry [106]. However, the development of promising membranes [107, 108], such as those based on graphene, carbon nanotubes, aquaporins, self-organizing block 30 This article is protected by copyright. All rights reserved. copolymers, crystalline polymers, as well as molecularly printed and nanostructured [109, 110] and surface modified membranes [103], could pave the way for commercial RO elements capable of high flux (and thus high recovery per element) operation with high membrane selectivity. These future membranes, if successful, could allow significant reduction in plant footprint. Such membrane will need to match or be better than current membranes with respect to their fouling propensity. Moreover, the development of such membranes will also have to ensure their mechanical and chemical (e.g., due to exposure to oxidants, extreme pH conditions) stability. 7 SUMMARY Water scarcity and groundwater contamination around the globe have sparked major efforts to preserve and diversify regional water portfolios through water desalination and water reuse. While various desalination technologies exist, reverse osmosis (RO) membrane desalination has emerged as the dominant technology for desalting of seawater and brackish water in applications that range from small- to municipal-scale applications. The market growth of RO desalination is attributed, in part, to its simplicity and technological maturity. While it has been often reported that RO desalination is energy intensive such statements are often misleading as examples already exist where RO desalination of both brackish and seawater are competitive with traditional water sources. Admittedly, the energy cost of water desalination is typically the major cost contributor to water production via seawater desalination, but this is not always the case (e.g. capital cost can be higher in some cases). In the case of brackish water desalination, energy (while significant contributor) is often not the major cost component. 31 This article is protected by copyright. All rights reserved. While the overall cost for seawater RO desalination has been reported to be as low as about $0.53/m3, there is a wider range of reported costs for both seawater and brackish water desalination. Cost variability is due to numerous factors including, but not limited to, differences in plant design and location, equipment, operation (e.g., feed salinity and quality, recovery level, automation, and real time process optimization), and environmental compliance costs (e.g., regulatory requirements for inflow and outflow safeguards). It is questionable if the energy cost of desalination can be significantly reduced in the coming years given the current availability of high permeability RO membranes which should enable operation that approaches the cross-flow thermodynamic restriction. Higher permeability membranes of low fouling propensity and high resistance to disinfectants should, however, allow reduction in plant footprint and increase in membrane lifetime. Moreover, cost reduction can also be achieved through advances in RO operational flexibility, energy optimal plant control and self-adaptive operation, real-time monitoring of membrane fouling and integrity, smaller plant footprint, membrane element design improvements, and higher efficiency pumps and energy recovery devices. It is stressed that all of the above are inextricably linked whereby an improvement in one area is also likely to impact the others. Although there are various proposed alternatives to RO desalination, to date, none have been shown in field studies to be superior to RO desalination for large-scale applications of potable water production. However, it is conceivable that future developments will drive the competition which will ultimately lead to expansion and broader acceptability of desalination technologies as an important step toward water sustainability. 32 This article is protected by copyright. All rights reserved. 8 REFERENCES [1] M.A. Maupin, J.F. Kenny, S.S. Hutson, J.K. Lovelace, N.L. Barber, K.S. Linsey, Estimated use of water in the United States in 2010, U.S. Geological Survey Circular, 1405 (2014). [2] Global Water Intelligence, Municipal Water Reuse Markets 2010, in, Oxford, England, 2010. [3] T.S. Kelly, E.W. Michael, Evaluating the energy consumed for water use in the United States, Environmental Research Letters, 7 (2012) 034034. [4] American Society of Civil Engineers, 2009 Report Card for America's Infrastructure, www.asce.org/reportcard, in, ASCE, Washington, D.C., 2009. [5] B.I. Cook, T.R. Ault, J.E. Smerdon, Unprecedented 21st century drought risk in the American Southwest and Central Plains, Science Advances, 1 (2015). [6] Committee on Future Options for Management in the Nation’s Subsurface Remediation Effort, National Research Council, Alternatives for Managing the Nation's Complex Contaminated Groundwater Sites, National Academies Press, Washington, D.C., 2013. [7] E.M. Biggs, E. Bruce, B. Boruff, J.M.A. Duncan, J. Horsley, N. Pauli, K. McNeill, A. Neef, F. Van Ogtrop, J. Curnow, B. Haworth, S. Duce, Y. Imanari, Sustainable development and the water–energy–food nexus: A perspective on livelihoods, Environmental Science & Policy, 54 (2015) 389-397. [8] D.C. DiGiulio, R.B. Jackson, Impact to Underground Sources of Drinking Water and Domestic Wells from Production Well Stimulation and Completion Practices in the Pavillion, Wyoming, Field, Environmental Science & Technology, 50 (2016) 4524-4536. [9] F. Virgili, T. Pankratz, J. Gasson, IDA Desalination Yearbook 2015-2016, Global Water Intelligence, 2016. [10] R. Semiat, D. Hasson, Seawater and Brackish-Water Desalination with Membrane Operations, in: Membrane Technology, Wiley-VCH Verlag GmbH & Co. KGaA, 2010, pp. 147-168. [11] S. Miller, H. Shemer, R. Semiat, Energy and environmental issues in desalination, Desalination, 366 (2015) 2-8. [12] Y. Cohen, B. McCool, A. Rahardianto, M.-m. Kim, J. Faria, Membrane Desalination of Agricultural Drainage Water, in: A.C. Chang, D. Brawer Silva (Eds.) Salinity and Drainage in San Joaquin Valley, California, Springer Netherlands, 2014, pp. 303-341. [13] U.S. National Archives and Records Administration, Secondary maximum contaminant levels, Code of Federal Regulations, Title 40, Section § 143.3 (2016). [14] I.C. Watson, O.J. Morin Jr., L. Henthorne, Desalting Handbook for Planners, Third Edition, in: Desalination and Water Purification Research and Development Program Report No. 72, U.S. Bureau of Reclamation, Denver, CO, 2003. [15] I. Shiklomanov, World fresh water resources, in: P.H. Gleick (Ed.) Water in Crisis: A Guide to the World's Fresh Water Resources, Oxford University Press, New York, 1993. [16] S. Gray, R. Semiat, M. Duke, A. Rahardianto, Y. Cohen, Seawater Use and Desalination Technology, Treatise on Water Science, Vol 4: Water-Quality Engineering, (2011) 73-109. [17] R. Semiat, Desalination - Present and Future, Water International, 25 (2000) 54-65. 33 This article is protected by copyright. All rights reserved. [18] E. Güler, C. Kaya, N. Kabay, M. Arda, Boron removal from seawater: State-of-the-art review, Desalination, 356 (2015) 85-93. [19] A.K. Venkatesan, S. Ahmad, W. Johnson, J.R. Batista, Salinity reduction and energy conservation in direct and indirect potable water reuse, Desalination, 272 (2011) 120-127. [20] C.J. Gabelich, P. Xu, Y. Cohen, Chapter 10 Concentrate Treatment for Inland Desalting, in: C.E. Isabel, I.S. Andrea (Eds.) Sustainability Science and Engineering, Elsevier, 2010, pp. 295-326. [21] S.S. Shenvi, A.M. Isloor, A.F. Ismail, A review on RO membrane technology: Developments and challenges, Desalination, 368 (2015) 10-26. [22] G. Amy, N. Ghaffour, Z. Li, L. Francis, R.V. Linares, T. Missimer, S. Lattemann, Membrane-based seawater desalination: Present and future prospects, Desalination, 401 (2017) 16-21. [23] N. Ghaffour, T.M. Missimer, G.L. Amy, Technical review and evaluation of the economics of water desalination: Current and future challenges for better water supply sustainability, Desalination, 309 (2013) 197-207. [24] L. Henthorne, B. Boysen, State-of-the-art of reverse osmosis desalination pretreatment, Desalination, 356 (2015) 129-139. [25] R. Schwantes, A. Cipollina, F. Gross, J. Koschikowski, D. Pfeifle, M. Rolletschek, V. Subiela, Membrane distillation: Solar and waste heat driven demonstration plants for desalination, Desalination, 323 (2013) 93-106. [26] B.D. Coday, P. Xu, E.G. Beaudry, J. Herron, K. Lampi, N.T. Hancock, T.Y. Cath, The sweet spot of forward osmosis: Treatment of produced water, drilling wastewater, and other complex and difficult liquid streams, Desalination, 333 (2014) 23-35. [27] R. Semiat, J. Sapoznik, D. Hasson, Energy Aspects in Osmotic Processes, Desalination and Water Treatment, 15 (2010) 228-235. [28] A. Sagiv, A. Zhu, P.D. Christofides, Y. Cohen, R. Semiat, Analysis of forward osmosis desalination via two-dimensional FEM model, Journal of Membrane Science, 464 (2014) 161-172. [29] J.R. Ziolkowska, R. Reyes, Impact of socio-economic growth on desalination in the US, Journal of Environmental Management, 167 (2016) 15-22. [30] M.J. Mickley, J. Jordahl, A. Arakel, Development of a Knowledge Base for Desalination Concentrate and Salt Management, WateReuse Research Foundation, 2011. [31] R. Semiat, Energy Issues in Desalination Processes, Environmental Science & Technology, 42 (2008) 8193-8201. [32] N. Voutchkov, R. Semiat, Seawater Desalination, in: Advanced Membrane Technology and Applications, John Wiley & Sons, Inc., 2008, pp. 47-86. [33] L.M. Camacho, L. Dumée, J. Zhang, J. Li, M. Duke, J. Gomez, S.R. Gray, Advances in Membrane Distillation for Water Desalination and Purification Applications, Water, 5 (2013) 94-196. [34] S. Tavakkoli, O.R. Lokare, R.D. Vidic, V. Khanna, Systems-Level Analysis of Waste Heat Recovery Opportunities from Natural Gas Compressor Stations in the United States, ACS Sustainable Chemistry & Engineering, 4 (2016) 3618-3626. [35] D.B. Gingerich, M.S. Mauter, Quantity, Quality, and Availability of Waste Heat from United States Thermal Power Generation, Environmental Science & Technology, 49 (2015) 8297-8306. [36] P. Rao, A. Aghajanzadeh, P. Sheaffer;, I. William R. Morrow, S. Brueske, C. Dollinger, K. Price, P. Sarker, N. Ward, J. Cresko, Volume 1: Survey of Available Information in Support of the Energy34 This article is protected by copyright. All rights reserved. Water Bandwidth Study of Desalination Systems, Energy Technology Area, LBNL-1006424, in, 2016. [37] A. Rahardianto, W.-Y. Shih, R.-W. Lee, Y. Cohen, Diagnostic characterization of gypsum scale formation and control in RO membrane desalination of brackish water, Journal of Membrane Science, 279 (2006) 655-668. [38] W.-Y. Shih, A. Rahardianto, R.-W. Lee, Y. Cohen, Morphometric characterization of calcium sulfate dihydrate (gypsum) scale on reverse osmosis membranes, Journal of Membrane Science, 252 (2005) 253-263. [39] G. Greenberg, D. Hasson, R. Semiat, Limits of RO recovery imposed by calcium phosphate precipitation, Desalination, 183 (2005) 273-288. [40] D. Hasson, A. Drak, R. Semiat, Inception of CaSO4 scaling on RO membranes at various water recovery levels, Desalination, 139 (2001) 73-81. [41] D. Hasson, R. Semiat, D. Bramson, M. Busch, B. Limoni-Relis, Suppression of CaCO3 scale deposition by anti-scalants, Desalination, 118 (1998) 285-296. [42] R. Semiat, I. Sutzkover, D. Hasson, Technique for evaluating silica scaling and its inhibition in RO desalting, Desalination, 140 (2001) 181-193. [43] J. Thompson, A. Rahardianto, H. Gu, M. Uchymiak, A. Bartman, M. Hedrick, D. Lara, J. Cooper, J. Faria, P.D. Christofides, Rapid field assessment of RO desalination of brackish agricultural drainage water, Water research, 47 (2013) 2649-2660. [44] J. Thompson, A. Rahardianto, S. Kim, M. Bilal, R. Breckenridge, Y. Cohen, Real-time direct detection of silica scaling on RO membranes, Journal of Membrane Science, 528 (2017) 346-358. [45] J. Thompson, N. Lin, E. Lyster, R. Arbel, T. Knoell, J. Gilron, Y. Cohen, RO membrane mineral scaling in the presence of a biofilm, Journal of Membrane Science, 415–416 (2012) 181-191. [46] H. Shemer, D. Hasson, R. Semiat, Review of the State of the Art of Antiscalant Selection, in: Mineral Scales in Biological and Industrial Systems, CRC Press, 2013, pp. 227-256. [47] OCWD, OCSD, Groundwater Replenishment System Technical Brochure, Orange County Water District and Orange County Sanitation District, in, Fountain Valley, California, 2016. [48] L.X. Gao, A. Rahardianto, H. Gu, P.D. Christofides, Y. Cohen, Novel design and operational control of integrated ultrafiltration — Reverse osmosis system with RO concentrate backwash, Desalination, 382 (2016) 43-52. [49] L. Gao, A. Rahardianto, H. Gu, P.D. Christofides, Y. Cohen, Energy-Optimal Control of RO Desalination, Industrial & Engineering Chemistry Research, 53 (2014) 7409-7420. [50] L.X. Gao, H. Gu, A. Rahardianto, P.D. Christofides, Y. Cohen, Self-adaptive cycle-to-cycle control of in-line coagulant dosing in ultrafiltration for pre-treatment of reverse osmosis feed water, Desalination, 401 (2017) 22-31. [51] H. Gu, A. Rahardianto, L.X. Gao, P.D. Christofides, Y. Cohen, Ultrafiltration with self-generated RO concentrate pulse backwash in a novel integrated seawater desalination UF-RO system, Journal of Membrane Science, 520 (2016) 111-119. [52] S. Surawanvijit, A. Rahardianto, Y. Cohen, An Integrated approach for characterization of polyamide reverse osmosis membrane degradation due to exposure to free chlorine, Journal of Membrane Science, 510 (2016) 164-173. 35 This article is protected by copyright. All rights reserved. [53] J.-E. Gu, B.-M. Jun, Y.-N. Kwon, Effect of chlorination condition and permeability of chlorine species on the chlorination of a polyamide membrane, Water Research, 46 (2012) 5389-5400. [54] A. Rahardianto, B.C. McCool, Y. Cohen, Reverse osmosis desalting of inland brackish water of high gypsum scaling propensity: kinetics and mitigation of membrane mineral scaling, Environmental science & technology, 42 (2008) 4292-4297. [55] H. Gu, A.R. Bartman, M. Uchymiak, P.D. Christofides, Y. Cohen, Self-adaptive feed flow reversal operation of reverse osmosis desalination, Desalination, 308 (2013) 63-72. [56] A. Sagiv, R. Semiat, Backwash of RO spiral wound membranes, Desalination, 179 (2005) 1-9. [57] R. Segev, D. Hasson, R. Semiat, Improved high recovery brackish water desalination process based on fluidized bed air stripping, Desalination, 281 (2011) 75-79. [58] C.J. Gabelich, A. Rahardianto, C.R. Northrup, T.I. Yun, Y. Cohen, Process evaluation of intermediate chemical demineralization for water recovery enhancement in production-scale brackish water desalting, Desalination, 272 (2011) 36-45 [59] A. Rahardianto, B.C. McCool, Y. Cohen, Accelerated desupersaturation of reverse osmosis concentrate by chemically-enhanced seeded precipitation, Desalination, 264 (2010) 256-267. [60] V. Freger, H. Shemer, A. Sagiv, R. Semiat, Chapter 8 - Boron Removal Using Membranes A2 - Kabay, Nalan, in: M. Bryjak, N. Hilal (Eds.) Boron Separation Processes, Elsevier, Amsterdam, 2015, pp. 199-217. [61] R. Semiat, I. Sutzkover, D. Hasson, Scaling of RO membranes from silica supersaturated solutions, Desalination, 157 (2003) 169-191. [62] A. Sagiv, R. Semiat, Analysis of parameters affecting boron permeation through reverse osmosis membranes, Journal of Membrane Science, 243 (2004) 79-87. [63] D. Lisitsin, D. Hasson, R. Semiat, The potential of CO2 stripping for pretreating brackish and wastewater desalination feeds, Desalination, 222 (2008) 50-58. [64] H. Shemer, D. Hasson, R. Semiat, State-of-the-art review on post-treatment technologies, Desalination, 356 (2015) 285-293. [65] P. Xu, T.Y. Cath, A.P. Robertson, M. Reinhard, J.O. Leckie, J.E. Drewes, Critical Review of Desalination Concentrate Management, Treatment and Beneficial Use, Environmental Engineering Science, 30 (2013) 502-514. [66] A. Pérez-González, A.M. Urtiaga, R. Ibáñez, I. Ortiz, State of the art and review on the treatment technologies of water reverse osmosis concentrates, Water Research, 46 (2012) 267-283. [67] A. Giwa, V. Dufour, F. Al Marzooqi, M. Al Kaabi, S.W. Hasan, Brine management methods: Recent innovations and current status, Desalination, 407 (2017) 1-23. [68] J. Morillo, J. Usero, D. Rosado, H. El Bakouri, A. Riaza, F.-J. Bernaola, Comparative study of brine management technologies for desalination plants, Desalination, 336 (2014) 32-49. [69] J. Leong, J. Tan, J. Charrois, B.P. Ladewig, Review of high recovery concentrate management options, Desalination and Water Treatment, 52 (2014) 7609-7627. [70] R. Semiat, D. Hasson, G. Zelmanov, I. Hemom, Threshold scaling limits of RO concentrates flowing in a long waste disposal pipeline, Water Sci Technol., 49 (2004) 211-219. [71] M.C. Mickley, Membrane Concentrate Disposal: Practices and Regulation, in: Desalination and Water Purification Research and Development Program Report No. 123, U.S. Department of the Interior, Bureau of Reclamation, Denver, CO, 2006. 36 This article is protected by copyright. All rights reserved. [72] R. Segev, D. Hasson, R. Semiat, Modeling CaCO3 precipitation in fluidized bed CO2 stripping desalination process, Desalination, 311 (2013) 192-197. [73] K.S. Spiegler, O. Kedem, Thermodynamics of hyperfiltration (reverse osmosis): criteria for efficient membranes, Desalination, 1 (1966) 311-326. [74] E. Lyster, J. Au, R. Rallo, F. Giralt, Y. Cohen, Coupled 3-D hydrodynamics and mass transfer analysis of mineral scaling-induced flux decline in a laboratory plate-and-frame reverse osmosis membrane module, Journal of Membrane Science, 339 (2009) 39-48. [75] E. Lyster, Y. Cohen, Numerical study of concentration polarization in a rectangular reverse osmosis membrane channel: Permeate flux variation and hydrodynamic end effects, Journal of Membrane Science, 303 (2007) 140-153. [76] I. Sutzkover, D. Hasson, R. Semiat, Simple technique for measuring the concentration polarization level in a reverse osmosis system, Desalination, 131 (2000) 117-127. [77] A. Antony, J.H. Low, S. Gray, A.E. Childress, P. Le-Clech, G. Leslie, Scale formation and control in high pressure membrane water treatment systems: A review, Journal of Membrane Science, 383 (2011) 1-16. [78] A. Zhu, A. Rahardianto, P.D. Christofides, Y. Cohen, Reverse osmosis desalination with high permeability membranes—cost optimization and research needs, Desalination and Water Treatment, 15 (2010) 256-266. [79] R. Huehmer, S. Alt, J. Lozier, A. Kupp, T. Nading, K. Egrican, B. Emerson, Evaluation and Optimization of Emerging and Existing Energy Recovery Devices for Desalination and Wastewater Membrane Treatment Plants, WateReuse Research Foundation Project No. WRF-08-14, (2014). [80] Dow Water & Process Solutions, FILMTEC Reverse Osmosis Membranes Technical Manual, Form No. 609-00071-1009, in: http://dowac.custhelp.com/app/answers/detail/a_id/3428, 2014. [81] A. Efraty, Closed circuit desalination series no-3: high recovery low energy desalination of brackish water by a new two-mode consecutive sequential method, Desalination and Water Treatment, 42 (2012) 256-261. [82] A. Stikker, Market Profile, Desalination Mark., in, Global Water Intelligence, 2006. [83] A. Zhu, P.D. Christofides, Y. Cohen, Effect of Thermodynamic Restriction on Energy Cost Optimization of RO Membrane Water Desalination, Industrial & Engineering Chemistry Research, In Press (2009). [84] A. Zhu, P.D. Christofides, Y. Cohen, Minimization of energy consumption for a two-pass membrane desalination: Effect of energy recovery, membrane rejection and retentate recycling, Journal of Membrane Science, 339 (2009) 126-137. [85] A. Zhu, P.D. Christofides, Y. Cohen, Effect of Stream Mixing on RO Energy Cost Minimization, Desalination, 261 (2010) 232-239. [86] B.C. McCool, A. Rahardianto, J.I. Faria, Y. Cohen, Evaluation of chemically-enhanced seeded precipitation of RO concentrate for high recovery desalting of high salinity brackish water, Desalination, 317 (2013) 116-126. [87] K.S. Spiegler, Y.M. El-Sayed, The energetics of desalination processes, Desalination, 134 (2001) 109128. [88] K.S. Spiegler, Y.M. El-Sayed, A desalination primer : introductory book for students and newcomers to desalination, Balaban Desalination Publications, Santa Maria Imbaro, Italy, 1994. 37 This article is protected by copyright. All rights reserved. [89] Water Science and Technology Board, Review of the Desalination and Water Purification Technology Roadmap, National Academies Press, 2004. [90] A. Zhu, P.D. Christofides, Y. Cohen, On RO membrane and energy costs and associated incentives for future enhancements of membrane permeability, Journal of Membrane Science, 344 (2009) 1-5. [91] A.R. Bartman, A. Zhu, P.D. Christofides, Y. Cohen, Minimizing energy consumption in reverse osmosis membrane desalination using optimization-based control, Journal of Process Control, 20 (2010) 1261-1269. [92] M. Li, Energy Consumption in Spiral-Wound Seawater Reverse Osmosis at the Thermodynamic Limit, Industrial & Engineering Chemistry Research, 53 (2014) 3293-3299. [93] A. Efraty, R.N. Barak, Z. Gal, Closed circuit desalination — A new low energy high recovery technology without energy recovery, Desalination and Water Treatment, 31 (2011) 95-101. [94] T. Qiu, P.A. Davies, Comparison of Configurations for High-Recovery Inland Desalination Systems, Water, 4 (2012) 690. [95] D.M. Warsinger, E.W. Tow, K.G. Nayar, L.A. Maswadeh, J.H. Lienhard V, Energy efficiency of batch and semi-batch (CCRO) reverse osmosis desalination, Water Research, 106 (2016) 272-282. [96] A.J. Karabelas, M. Kostoglou, C.P. Koutsou, Modeling of spiral wound membrane desalination modules and plants – review and research priorities, Desalination, 356 (2015) 165-186. [97] A.J. Karabelas, C.P. Koutsou, M. Kostoglou, The effect of spiral wound membrane element design characteristics on its performance in steady state desalination — A parametric study, Desalination, 332 (2014) 76-90. [98] X. Pascual, H. Gu, A. Bartman, A. Zhu, A. Rahardianto, J. Giralt, R. Rallo, P.D. Christofides, Y. Cohen, Fault Detection and Isolation in a Spiral-Wound Reverse Osmosis (RO) Desalination Plant, Industrial & Engineering Chemistry Research, 53 (2014) 3257-3271. [99] D. Garcia-Alvarez, M.J. Fuente, A UPCA-based monitoring and fault detection approach for reverse osmosis desalination plants, Desalination and Water Treatment, 52 (2014) 1272-1286. [100] C.W. McFall, A. Bartman, P.D. Christofides, Y. Cohen, Control and Monitoring of a High Recovery Reverse Osmosis Desalination Process, Industrial & Engineering Chemistry Research, 47 (2008) 6698-6710. [101] F. Ahmed, B.S. Lalia, V. Kochkodan, N. Hilal, R. Hashaikeh, Electrically conductive polymeric membranes for fouling prevention and detection: A review, Desalination, 391 (2016) 1-15. [102] M. Uchymiak, A. Rahardianto, E. Lyster, J. Glater, Y. Cohen, A novel RO ex situ scale observation detector (EXSOD) for mineral scale characterization and early detection, Journal of Membrane Science, 291 (2007) 86-95. [103] D.J. Miller, D.R. Dreyer, C.W. Bielawski, D.R. Paul, B.D. Freeman, Surface Modification of Water Purification Membranes, Angewandte Chemie International Edition, (2017) n/a-n/a. [104] M.-L. Pype, M.G. Lawrence, J. Keller, W. Gernjak, Reverse osmosis integrity monitoring in water reuse: The challenge to verify virus removal – A review, Water Research, 98 (2016) 384-395. [105] S. Surawanvijit, J. Thompson, A. Rahardianto, V. Frenkel, Y. Cohen, Pulsed marker method for realtime detection of reverse osmosis membrane integrity loss, Desalination, 370 (2015) 25-32. [106] J.M. Gohil, P. Ray, A review on semi-aromatic polyamide TFC membranes prepared by interfacial polymerization: Potential for water treatment and desalination, Separation and Purification Technology, 181 (2017) 159-182. 38 This article is protected by copyright. All rights reserved. [107] J.R. Werber, C.O. Osuji, M. Elimelech, Materials for next-generation desalination and water purification membranes, Nature Reviews Materials, 1 (2016) 16018. [108] Y. Jiang, P. Biswas, J.D. Fortner, A review of recent developments in graphene-enabled membranes for water treatment, Environmental Science: Water Research & Technology, 2 (2016) 915-922. [109] Y. Cohen, N. Lin, K.J. Varin, D. Chien, R.F. Hicks, Membrane Surface Nanostructuring with Terminally Anchored Polymer Chains, in: Functional Nanostructured Materials and Membranes for Water Treatment, Wiley-VCH Verlag GmbH & Co. KGaA, 2013, pp. 85-124. [110] J.H. Jhaveri, Z.V.P. Murthy, A comprehensive review on anti-fouling nanocomposite membranes for pressure driven membrane separation processes, Desalination, 379 (2016) 137-154. 39 This article is protected by copyright. All rights reserved.
You can add this document to your study collection(s)
Sign in Available only to authorized usersYou can add this document to your saved list
Sign in Available only to authorized users(For complaints, use another form )