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Membrane processes

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Title: Membrane processes


1
Membrane processes
2
Membrane processes
  • Microfiltration (MF)
  • Ultrafiltration (UF)
  • Nanofiltration (NF)
  • Reverse osmosis (RO)
  • Gas separation/permeation
  • Pervaporation (PV)
  • Dialysis
  • Electrodialysis
  • Liquid membranes
  • Etc

3
Membrane applications in the pharmaceutical
industry
  • Ultra pure (UP) water (RO)
  • Nitrogen from air
  • Controlled drug delivery (Membrane Technology
    and Applications p13)
  • Dehydration of solvents
  • Waste water treatment
  • Separation of isomers (e.g. naproxen) (Membrane
    Technology and Applications pp517, 518)
  • Membrane extraction
  • Sterile filtration

4
Specific industrial applications
  • Dialysis hemodialysis (removal of waste
    metabolites, excess body water and restoration of
    electrolyte balance in blood)
  • Microfiltration sterilization of
    pharmaceuticals purification of
    antibioticsseparation of mammalian cells from a
    liquid
  • Ultrafiltration recovery of vaccines and
    antibiotics from fermentation broth
  • etc
  • Ref. Seader p715

5
RETENTATE
FEED
PERMEATE
6
RO (homogeneous dense solution diffusion membranes) pore diam. approx. 0.001 micron
NF pore diam. approx. 0.001 micron
UF (pore flow microporous membranes) pore diam. approx. 0.01 micron
MF (pore flow microporous membranes) pore diam.approx 1 micron
  • Membrane structure (dense, microporous,
    asymmetric, composite, membrane support)
  • Ref. Baker p4

7
Membrane types isotropic (physical properties
do not vary with direction)
  • Microporous pores 0.01 to 10 microns diam.
    separation of solutes is a function of molecular
    size and pore size distribution
  • Dense non-porous driving force is diffusion and
    solubility
  • Electrically charged microporous

8
Anisotropic - physical properties that are
different in different directions (asymmetric)
  • Thin dense active surface layer supported on
    thicker porous layer
  • Composite different polymers in layers
  • Others ceramic, metal, liquid

9
Asymmetric membranes
  • Flux through a dense polymer film is inversely
    proportional to the thickness so it is necessary
    to make them as thin as possible. Typical
    asymmetric membranes are 50 to 200 microns thick
    with a 0.1 to 1 micron skin.

Thin dense layer
Microporous support
10
Membrane materials
  • Polymers e.g. cellulose triacetate etc
  • Metal membranes
  • Ceramic membranes (metal oxide, carbon, glass)
  • Liquid membranes

11
Membrane fabrication
  • Isotropic
  • Solution casting
  • Melt extrusion
  • Track etch membranes (Baker fig. 3.4)
  • Expanded film membranes (Baker fig. 3.5)

12
continued
  • Anisotropic
  • Phase separation (Loeb Sourirajan method) (see
    Baker fig. 3.12)
  • Interfacial polymerisation
  • Solution coated composite membranes
  • Plasma deposition of thin films from a gas state
    (vapor) to a solid state on substrate.

13
Membrane modules
  • Plate and frame - flat sheets stacked into an
    element
  • Tubular (tubes)
  • Spiral wound designs using flat sheets
  • Hollow fibre - down to 40 microns diam. and
    possibly several metres long active layer on
    outside and a bundle with thousands of closely
    packed fibres is sealed in a cylinder

14
Spiral wound
15
Spiral wound module
16
Membrane filtration Buss-SMS-Canzler
17
Module designs
  • RO spiral wound
  • UF tubular, capillary, spiral wound
  • Gas separation hollow fibres, spiral wound
  • PV plate and frame

18
Operating considerations
  • Membrane fouling
  • Concentration polarisation (the layer of solution
    immediately adjacent to the membrane surface
    becomes depleted in the permeating solute on the
    feed side of the membrane and enriched in this
    component on the permeate side, which reduces the
    permeating components concentration difference
    across the membrane, thereby lowering the flux
    and the membrane selectivity)
  • Flow mode (cross flow, co-flow, counter flow)

19
Module selection criteria
  • Cost
  • Concentration polarisation
  • Resistance to fouling
  • Ease of fabrication of membrane material
  • ?P
  • Suitability for high pressure operation

20
Aspects
  • Crossflow (as opposed to dead end) cross flow
    velocity is an important operating parameter
  • Sub-micron particles
  • Thermodynamic driving force (P, T, c etc) for
    transport through membrane is activity gradient
    in membrane
  • Flux (kg m-2 h-1)
  • Selectivity
  • Membrane area

21
Characteristics of filtration processes
Process technology Separation principle Size range Molecular weight cut off (MWCO)
MF Size 0.1-1µm -
UF Size,charge 1nm-100nm gt1000
NF Size, charge, affinity 1nm 200-1000
RO Size, charge, affinity lt 1nm lt200
22
Process technology Typical operating pressure (bar) Feed recovery () Rejected species
MF 0.5-2 90-99.99 Bacteria, cysts, spores
UF 1-5 80-98 Proteins, viruses, endotoxins, pyrogens
NF 3-15 50-95 Sugars, pesticides
RO 10-60 30-90 Salts, sugars
23
Models
  • Ficks law (solution-diffusion model)
  • Free volume elements (pores) are spaces between
    polymer chains caused by thermal motion of
    polymer molecules. Diffusivities in the membrane
    depend on size and shape of molecules and
    structure of polymer.
  • e.g. RO, PV
  • Darcys law (pore flow model)
  • Pores are large and fixed and connected.
  • e.g. UF, MF
  • NF membranes are intermediate between UF and RO
    membranes

24
Darcys law
  • Ji Di (ciom cilm)/l
  • where l is membrane thickness, ciom is
    concentration of i on feed side of membrane, cilm
    is concentration of i on permeate side of
    membrane.
  • J flux
  • D diffusivity

25
  • Fick's first law relates the diffusive flux to
    the concentration field, by postulating that the
    flux goes from regions of high concentration to
    regions of low concentration, with a magnitude
    that is proportional to the concentration
    gradient (spatial derivative). In one (spatial)
    dimension, this is
  • where J -D(dc/dx)
  • J is the diffusion flux in dimensions of mol
    m-2s-1(g cm-2 s-1) . J measures the amount of
    substance that will flow through a small area
    during a small time interval.
  • D is the diffusion coefficient or diffusivity in
    dimensions of m2s-1(cm2s-1)
  • c (for ideal mixtures) is the concentration in
    mol m-3
  • x is the position, m
  • dc/dx is concentration gradient

26
Simple model (liquid flow through a pore using
Poiseuilles law)
  • J ?p e d2
  • 32 µ l
  • J flux (flow per unit membrane area)
  • l pore length
  • d pore diam.
  • ?p pressure difference across pore
  • µ liquid viscosity
  • e porosity (p d2 N/4, where N is number of
    pores per cm2)
  • J/?p permeance
  • Typical pore diameter MF 1micron UF 0.01
    micron

27
Mechanisms for transport through membranes
  • Bulk flow
  • Diffusion
  • Solution-diffusion (dense membranes RO, PV, gas
    permeation)

28
continued
  • Dense membranes transport by a
    solution-diffusion mechanism. The driving force
    for transport is the activity (concentration)
    gradient in the membrane. For liquids, in
    contrast to gases, the driving force cant be
    changed over a wide range by increasing the
    upstream pressure since pressure has little
    effect on activity in the liquid phase.
  • In PV one side of the membrane is exposed to feed
    liquid at atmospheric pressure and vacuum is used
    to form vapour on the permeate side. This lowers
    the partial pressure of the permeating species
    and provides an activity driving force for
    permeation.
  • In RO the permeate is nearly pure water at 1 atm.
    and very high pressure is applied to the feed
    solution to make the activity of the water
    slightly greater than that in the permeate. This
    provides an activity gradient across the membrane
    even though the concentration of water in the
    product is higher than that in the feed.
  • Microporous membranes pores interconnected

29
Separation of liquids
  • Porous membranes
  • Asymmetric membranes/dense polymer membranes

30
continued
  • With porous membranes separation may depend just
    on differences in diffusivity.
  • With dense membranes permeation of liquids occurs
    by a solution-diffusion mechanism. Selectivity
    depends on the solubility ratio as well as the
    diffusivity ratio and these ratios are dependent
    on the chemical structure of the polymer and the
    liquids. The driving force for transport is the
    activity gradient in the membrane, but in
    contrast to gas separation, the driving force
    cannot be changed over a wide range by increasing
    the upstream pressure, since pressure has little
    effect on activity in the liquid phase.

31
Microporous membranes
  • - are characterised by
  • Porosity (e)
  • Tortuosity (t) (measure of path length compared
    to pore diameter)
  • Average pore diameter (d)
  • Ref. Baker p 68 Fig 2.30

32
Microporous membranes
  • Screen filters (see Baker fig. 2.31) separation
    of particles at membrane surface.
  • Depth filters (see Baker fig. 2.34) separation
    of particles in interior of the membrane by a
    capture mechanism mechanisms are sieving and
    adsorption (inertial capture, Brownian diffusion,
    electrostatic adsorption)
  • Ref. Baker pp 69, 73

33
Filtration
  • Microfiltration (bacteria potable water, 0.5
    5 microns). Pore size specified.
  • Ultrafiltration (macromolecules, molecular mass
    1000 106, 0.5 10-3 microns). Cut-off mol. wt.
    specified.
  • Nanofiltration (low molecular weight,
    non-volatile organics from water e.g. sugars).
    Cut off mol. wt. specified.
  • Reverse osmosis (salts)
  • Crossflow operation (as opposed to dead end
    filtration)

34
Membrane types
  • Dense
  • High porosity
  • Narrow pore size distribution

35
Ultrafiltration(UF)
  • Uses a finely porous membrane to separate water
    and microsolutes from macromolecules and
    colloids.
  • Membrane pore diameter 0.001 0.1 µm.
  • Nominal cut off molecular weight rating
    assigned to membrane.
  • Membrane performance affected by
  • Concentration polarisation
  • Membrane fouling
  • Membrane cleaning
  • Operating pressure

36
Spiral wound UF module
37
UF
  • Membrane materials (Loeb- Sourirajan process)
  • Polyacrylonitrile (PAN)
  • PVC/PAN copolymers
  • Polysulphone (PS)
  • PVDF (polyvinylidene difluoride)
  • PES (polyethersulfone)
  • Cellulose acetate (CA)

38
UF
  • Modules
  • Tubular
  • Plate and frame
  • Spiral wound
  • Capillary hollow fibre
  • UF applications
  • Protein concentration

39
Microfiltration (MF)
  • Porous membrane particle diameter 0.1 10 µm
  • Microfiltration lies between UF and conventional
    filtration.
  • In-line or crossflow operation.
  • Screen filters/depth filters (see Baker fig. 7.3,
    p 279)
  • Challenge tests developed for pore diameter and
    pore size.

40
MF
  • Membrane materials
  • Cellulose acetate/cellulose nitrate
  • PAN PVC
  • PVDF
  • PS

41
MF
  • Modules
  • Plate and frame
  • Cartridge filters (see Baker figs. 7.11/7.13,
    p288, 290)

42
MF operation
  • Fouling
  • Backflushing
  • Constant flux operation

43
MF uses
  • Sterile filtration of pharmaceuticals (0.22 µm
    rated filter)
  • Drinking water treatment

44
Reverse osmosis
  • Miscible solutions of different concentration
    separated by a membrane that is permeable to
    solvent but impermeable to solute. Diffusion of
    solvent occurs from less concentrated to a more
    concentrated solution where solvent activity is
    lower (osmosis).
  • Osmotic pressure is pressure required to equalise
    solvent activities.
  • If P gt osmotic pressure is applied to more
    concentrated solution, solvent will diffuse from
    concentrated solution to dilute solution through
    membrane (reverse osmosis).

45
Reverse osmosis
  • The permeate is nearly pure water at 1atm. and
    very high pressure is applied to the feed
    solution to make the activity of the water
    slightly greater than that in the permeate. This
    provides an activity gradient across the membrane
    even though the concentration of water in the
    product is higher than that in the feed.

46
Reverse osmosis
  • Permeate is pure water at 1 atm. and room
    temperature and feed solution is at high P.
  • No phase change.
  • Polymeric membranes used e.g. cellulose acetate
  • 20 50 atm. operating pressure.
  • Concentration polarisation at membrane surface.

47
RO
F
P1
P2
P
R
P1 P2
48
Model
  • Flux equations
  • Salt rejection coefficient
  • R 1- csl/cso100
  • csl is salt concentration on permeate side
  • cso is salt concentration on feed side of
    membrane

49
Water flux
  • Jw cwDwvw (?P ?p)
  • RT z
  • or Jw A (?P ?p)
  • Dw is diffusivity in membrane, cm2 s-1 ( 10-6)
  • cw is average water conc. in membrane, g cm-3 (
    0.2)
  • vw is partial molar volume of water, cm3g-1
  • ?P pressure difference across membrane
  • R gas constant
  • T temperature
  • ?p osmotic pressure difference
  • z membrane thickness
  • A is water permeability constant
  • Note (?P ?p) is approx. 50 atm.

50
Salt flux
  • Js Ds Ss (?cs)
  • z
  • or Js B(cso csl) Bcso
  • Ds diffusivity (10-9 cm2/s)
  • Ss solubility coefficient of solute ( 0.035
    mol/cm3.atm for sodium chloride)
  • ?cs difference in solution concentration on feed
    side and permeate side of membrane - (cso csl)
  • B salt permeability constant
  • Note selectivity increases as P increases
  • Ref. Baker pp 34, 195

51
  • Jw increases with ?P and selectivity increases
    also since Js does not depend on ?P.
  • csl (Js/Jw) ?w
  • where ?w is density of water (g cm-3)

52
Membrane materials
  • Asymmetric cellulose acetate
  • Polyamides
  • Sulphonated polysulphones
  • Substituted PVA
  • Interfacial composite membranes
  • Composite membranes
  • Nanofiltration membranes (lower pressure, lower
    rejection used for lower feed solution
    concentrations)
  • Ref. Baker p203

53
RO modules
  • Hollow fibre modules (skin on outside, bundle in
    sealed metal cylinder and water collected from
    fibre lumens individual fibres characterised by
    outside and inside diameters)
  • Spiral wound modules (flat sheets with porous
    spacer sheets, through which product drains, and
    sealed edges a plastic screen is placed on top
    as a feed distributor and sandwich is rolled in
    a spiral around a small perforated drain pipe)
    (see McCabe fig. 26.19)
  • Tubular membranes

54
Operational issues
  • Membrane fouling
  • Pre-treatment of feed solutions
  • Membrane cleaning
  • Concentration polarisation (higher conc. of
    solute at membrane surface than in bulk solution
    reduces water flux because the increase in
    osmotic pressure reduces driving force for water
    transport and solute rejection decreases because
    of lower water flux and greater salt conc. at
    membrane surface increases solute flux) (Baker
    ch. 4)
  • gt 99 salt rejection

55
Example
  • See McCabe p893

56
Applications
  • UP water (spec. Baker pp 226, 227)

57
Dialysis
  • A process for selectively removing low mol. wt.
    solutes from solution by allowing them to diffuse
    into a region of lower concentration through thin
    porous membranes. There is little or no pressure
    difference across the membrane and the flux of
    each solute is proportional to the concentration
    difference. Solutes of high mol. wt. are mostly
    retained in the feed solution, because their
    diffusivity is low and because diffusion in small
    pores is greatly hindered when the molecules are
    almost as large as the pores.
  • Uses thin porous membranes.

58
Electrodialysis
  • Ions removed using ion selective membranes
    across which an electric field is applied.
  • Used to produce potable water from brackish
    water. Uses an array of alternate cation and
    anion permeable membranes.

59
Pervaporation (PV)
  • In pervaporation, one side of the dense membrane
    is exposed to the feed liquid at atmospheric
    pressure and vacuum is used to form a vapour
    phase on the permeate side. This lowers the
    partial pressure of the permeating species and
    provides an activity driving force for permeation.

60
PV
  • The phase change occurs in the membrane and the
    heat of vapourisation is supplied by the sensible
    heat of the liquid conducted through the thin
    dense layer. The decrease in temperature of the
    liquid as it passes through the separator lowers
    the rate of permeation and this usually limits
    the application of PV to removal of small amounts
    of feed, typically 2 to 5 for 1-stage
    separation. If a greater removal is needed,
    several stages are used in series with
    intermediate heaters.

61
Pervaporation (PV)
  • Hydrophilic membranes (polyvinylalcohol - PVA)
    e.g. ethanol/water
  • Hydrophobic membranes (organophilic) e.g. poly
    dimethyl siloxane - PDMS

62
PV
  • Composite membrane (dense layer porous
    supporting layer)
  • Ref. Baker p366

63
Modules
  • Plate frame (Sulzer/GFT)

64
PV
  • Solution diffusion mechanism
  • Selectivity dependent on chemical structure of
    polymer and liquids

65
PV
  • Activity driving force is provided by difference
    in pressure between feed and permeate side of
    membrane.
  • Component flux is proportional to concentration
    and diffusivity in dense membrane layer.
  • Flux is inversely proportional to membrane
    thickness.

66
Models
  • Solution diffusion model
  • Experimental evidence (ref. Baker pp 43 48)

67
continued
  • Ji PiG (pio pil)
  • l
  • Ji flux, g/cm2s
  • PiG gas separation permeability coefficient, g
    cm. cm-2 s-1. cmHg-1 ( DiKiG)
  • KiG is gas phase sorption coefficient
  • ( mi?m?ioG/ ?iom ?isat)
  • where mi is molecular weight of i (g/mol), ?m is
    molar density of membrane (mol/cm3), ?ioG is
    activity of i in gas phase at feed side of
    membrane, ?iom is activity of i in membrane at
    feed interface, ?isat is saturation vapour
    pressure of i.
  • l membrane thickness
  • pio partial v.p. i on feed side of membrane
  • pil partial v.p. i on permeate side

68
PV selectivity
  • ß (cil/cjl)
  • (cio/cjo)
  • cio conc. i on feed side of membrane
  • cil conc. i on permeate side of membrane
  • cjo conc. j on feed side
  • cjl conc. j on permeate side

69
continued
  • Structure permeability relationships.
  • Membrane permeability is dependent on solute
    diffusion coefficient and absorption in membrane.
  • Sorption coefficient, K (relates concentration in
    fluid phase and membrane polymer phase)
  • Diffusion coefficient, D m2/s
  • Ref. Baker p48

70
continued
  • Diffusion in polymers
  • Glass transition temperature,Tg
  • Molecular weight, Mr
  • Polymer type and chemical structure,
  • Membrane swelling,
  • Free volume correlations pores and spaces
    produced between polymer chains as a result of
    thermal motion of polymer molecules.

71
continued
  • Sorption coefficients in polymers vary much less
    than diffusion coefficients, D.
  • nim pi/pisat , where nim is mole fraction i
    absorbed, pi is partial pressure of gas and pisat
    is saturation vapour pressure at pressure and
    temperature of liquid.
  • Vi pi/pisat , where Vi is volume fraction of
    gas 2.72 absorbed by an ideal polymer

72
Dual sorption model
  • Gas sorption in a polymer occurs in two types of
    site - (equilibrium free volume and excess free
    volume (glassy polymers only where additional
    free volume is frozen in during synthesis )).
  • Baker pp 56-58

73
continued
  • Flux through a dense polymer is inversely
    proportional to membrane thickness.
  • Flux generally increases with temperature (J Jo
    exp (-E/RT) i.e. a Arrhenius relationship an
    exponential relationship with temperature.
  • An increase in temperature generally decreases
    membrane selectivity.

74
PV process design
  • Vacuum driven process
  • Condenser
  • Liquid feed has low conc. of more permeable
    species
  • Ref. Baker p 370

75
Applications
  • Dehydration of solvents e.g. ethanol (see McCabe
    pp886-889, fig. 26.16/example 26.3)
  • Water purification/dissolved organics e.g. low
    conc. volatile organic compounds (VOC)/solvents
    in water with limited solubility
  • Organic/organic separations

76
PV hybrid processes using distillation
77
continued
  • Measures of selectivity
  • Rate (flux, membrane area)
  • Solution diffusion model in polymeric membranes
    (RO, PV etc)
  • Concentration polarisation at membrane surface
  • Membrane fouling
  • Batch or continuous operation

78
Gas separation
  • When a gas mixture diffuses through a porous
    membrane to a region of lower pressure, the gas
    permeating the membrane is enriched in the lower
    mol. wt. component(s), since they diffuse more
    rapidly.

79
Gas separation
  • The transport of gases through dense (non-porous)
    polymer membranes occurs by a solution-diffusion
    mechanism.The gas is absorbed in the polymer at
    the high pressure side of the membrane, diffuses
    through the polymer phase and desorbs at the low
    pressure side. The diffusivities in the membrane
    depend more strongly on the size and shape of the
    molecules than do gas phase diffusivities.

80
continued
  • Gas separation processes operate with pressure
    differences of 1 20 atm., so the thin membrane
    must be supported by a porous structure capable
    of withstanding such pressures but offering
    little resistance to the flow of gas. Special
    methods of casting are used to prepare asymmetric
    membranes, which have a thin, dense layer or
    skin on one side and a highly porous
    substructure over the rest of the membrane.
    Typical asymmetric membranes are 50 to 200
    microns thick with a 0.1 to 1 micron dense layer.

81
Mechanisms
  • Convective flow (large pore size 0.1 10 µm no
    separation)
  • Knudsen diffusion pore diameter same size or
    smaller than the mean free path of gas molecules
    (?). (pore size lt 0.1µm flux proportional to
    1/(Mr)1/2 Grahams law of diffusion)
  • Molecular sieving (0.0005 0.002 µm membrane
    pore size)
  • Solution-diffusion (dense membranes)
  • (See Baker fig. 8.2, p 303)

82
Knudsen diffusion
  • Knudsen diffusion occurs when the ratio of the
    pore radius to the gas mean free path (? 0.1
    micron) is less than 1. Diffusing gas molecules
    then have more collisions with the pore walls
    than with other gas molecules. Gases with high D
    permeate preferentially.

83
Poiseuille flow
  • If the pores of a microporous membrane are 0.1
    micron or larger, gas flow takes place by normal
    convective flow.i.e. r/? (pore radius/mean free
    path) gt 1

84
Transport of gases through dense membranes
  • JA QA (pA1 pA2)
  • QA is permeability (L (stp) m-2 h-1 atm-1) flux
    per unit pressure difference
  • pA1 partial pressure A feed
  • pA2 partial pressure A permeate
  • JA flux

85
Membrane selectivity
  • a QA/QB DASA/DBSB
  • D is diffusion coefficient
  • S is solubility coefficient (mol cm-3 atm-1) i.e.
    cA pASA, cB pBSB
  • A high selectivity can be obtained from either a
    favourable diffusivity ratio or a large
    difference in solubilities.
  • (Ref. McCabe ch. 26 pp 859-860)
  • (Ref. McCabe ch. 26 pp859 860)

86
Diffusion coefficients in polyethyleneterephthalat
e polymer (PET) (x 109 at 25oC, cm2 s-1)
Polymer O2 N2 CO2 CH4
PET 3.6 1.4 0.54 0.17
87
Membrane materials
  • Metal (Pd Ag alloys/Johnson Matthey for UP
    hydrogen)
  • Polymers (typical asymmetric membranes are 50 to
    200 microns thick with a 0.1 to 1 micron skin)
  • Ceramic/zeolite

88
Modules
  • Spiral wound
  • Hollow fibre

89
Flow patterns
  • Counter-current
  • Co-/counter
  • Radial flow
  • Crossflow

90
System design
  • Feed/permeate pressure (?p 1 20 atm.)
  • Degree of separation
  • Multistep operation

91
Applications
  • Oxygen/nitrogen separation from air (95 99
    nitrogen)
  • Dehydration of air/air drying
  • Ref. Baker p350

92
Other membrane processes
  • Ion exchange
  • Electrodialysis e.g. UP water
  • Liquid membranes/carrier facilitated transport
    e.g. metal recovery from aqueous solutions

93
PV lab
94
Reference texts
  • Membrane Technology and Applications, R. W.
    Baker, 2nd edition, John Wiley, 2004
  • Handbook of Industrial Membranes, Elsevier, 1995
  • Unit Operations in Chemical Engineering ch. 26,
    W. McCabe, J. Smith and P. Harriot, McGraw-Hill,
    6th edition, 2001
  • Transport Processes and Unit Operations, C. J.
    Geankoplis, Prentice-Hall, 3rd edition, 1993
  • Membrane Processes A Technology Guide, P. T.
    Cardew and M. S. Le, RSC, 1998

95
continued
  • Perrys Chemical Engineers Handbook, 7th
    edition, R. H. Perry and D. W. Green,
    McGraw-Hill, 1998
  • Separation Process Principles, J. D. Seader and
    E. J. Henley, John Wiley, 1998
  • Membrane Technology in the Chemical Industry, S.
    P. Nunes and K. V. Peinemann (Eds.), Wiley-VCH,
    2001
  • Chem. Eng. Progress, vol. 100 no. 12, Dec. 2004 p
    22
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