Reverse Osmosis (0D)

This reverse osmosis (RO) unit model
  • is 0-dimensional

  • supports a single liquid phase only

  • supports steady-state only

  • supports both solution-diffusion (SD) and Spiegler-Kedem-Katchalsky (SKK) models [1]

  • supports flat-sheet and spiral-wound module designs

  • assumes isothermal conditions

Degrees of Freedom

Aside from the inlet feed state variables (i.e. temperature, pressure, component flowrates), the RO model has at least 4 degrees of freedom that should be fixed for the unit to be fully specified.

Typically, the following variables are fixed, in addition to state variables at the inlet:
  • membrane water permeability, A

  • membrane salt permeability, B

  • permeate pressure

  • membrane area

On the other hand, configuring the RO unit to calculate concentration polarization effects, mass transfer coefficient, and pressure drop would result in 3 additional degrees of freedom. In this case, in addition to the previously fixed variables, we typically fix the following variables to fully specify the unit:

  • feed-spacer porosity

  • feed-channel height

  • membrane length or membrane width or inlet Reynolds number

Model Structure

This RO model consists of 1 MembraneChannel0DBlock for the feed-side, a StateBlock indexed by time and space for the permeate-side (permeate_side[t, x]), and a StateBlock for the final permeate at the outlet (mixed_permeate).

  • The feed-side includes 2 StateBlocks (properties_in and properties_out) which are used for mass, energy, and momentum balances, and 2 additional StateBlocks for the conditions at the membrane interface (properties_interface_in and properties_interface_out).

  • The permeate-side includes 3 StateBlocks (properties_in, properties_out, and mixed_permeate). The inlet and outlet StateBlocks are used to only determine the permeate solute concentration for solvent and solute flux at the feed-side inlet and outlet, while the mixed StateBlock is used for mass balance based on the average flux.

Sets

Description

Symbol

Indices

Time

\(t\)

[0]

Inlet/outlet

\(x\)

[‘in’, ‘out’]

Phases

\(p\)

[‘Liq’]

Components

\(j\)

[‘H2O’, ‘NaCl’]*

*Solute depends on the imported property model; example shown here is for the NaCl property model.

Variables

Description

Symbol

Variable Name

Index

Units

Solvent permeability coefficient

\(A\)

A_comp

[t, j]

\(\text{m/Pa/s}\)

Solute permeability coefficient

\(B\)

B_comp

[t, j]

\(\text{m/s}\)

Mass density of solvent

\(\rho_{solvent}\)

dens_solvent

[p]

\(\text{kg/}\text{m}^3\)

Mass flux across membrane

\(J\)

flux_mass_phase_comp

[t, x, p, j]

\(\text{kg/s}\text{/m}^2\)

Membrane area

\(A_m\)

area

None

\(\text{m}^2\)

Component recovery rate

\(R_j\)

recovery_mass_phase_comp

[t, p, j]

\(\text{dimensionless}\)

Volumetric recovery rate

\(R_{vol}\)

recovery_vol_phase

[t, p]

\(\text{dimensionless}\)

Observed solute rejection

\(r_j\)

rejection_phase_comp

[t, p, j]

\(\text{dimensionless}\)

Over-pressure ratio

\(P_{f,out}/Δ\pi_{out}\)

over_pressure_ratio

[t]

\(\text{dimensionless}\)

Mass transfer to permeate

\(M_p\)

mass_transfer_phase_comp

[t, p, j]

\(\text{kg/s}\)

The following variables are only built when specific configuration key-value pairs are selected.

if has_pressure_change is set to True:

Description

Symbol

Variable Name

Index

Units

Pressure drop

\(ΔP\)

deltaP

[t]

\(\text{Pa}\)

if concentration_polarization_type is set to ConcentrationPolarizationType.fixed:

Description

Symbol

Variable Name

Index

Units

Concentration polarization modulus

\(CP_{mod}\)

feed_side.cp_modulus

[t, j]

\(\text{dimensionless}\)

if concentration_polarization_type is set to ConcentrationPolarizationType.calculated:

Description

Symbol

Variable Name

Index

Units

Mass transfer coefficient in feed channel

\(k_f\)

feed_side.K

[t, x, j]

\(\text{m/s}\)

if mass_transfer_coefficient is set to MassTransferCoefficient.calculated or pressure_change_type is set to PressureChangeType.calculated:

Description

Symbol

Variable Name

Index

Units

Feed-channel height

\(h_{ch}\)

feed_side.channel_height

None

\(\text{m}\)

Hydraulic diameter

\(d_h\)

feed_side.dh

None

\(\text{m}\)

Spacer porosity

\(\epsilon_{sp}\)

feed_side.spacer_porosity

None

\(\text{dimensionless}\)

Reynolds number

\(Re\)

feed_side.N_Re

[t, x]

\(\text{dimensionless}\)

if mass_transfer_coefficient is set to MassTransferCoefficient.calculated:

Description

Symbol

Variable Name

Index

Units

Schmidt number

\(Sc\)

feed_side.N_Sc_comp

[t, x, j]

\(\text{dimensionless}\)

Sherwood number

\(Sh\)

feed_side.N_Sh_comp

[t, x, j]

\(\text{dimensionless}\)

if mass_transfer_coefficient is set to MassTransferCoefficient.calculated or pressure_change_type is NOT set to PressureChangeType.fixed_per_stage:

Description

Symbol

Variable Name

Index

Units

Membrane length

\(L\)

length

None

\(\text{m}\)

Membrane width

\(W\)

width

None

\(\text{m}\)

if pressure_change_type is set to PressureChangeType.fixed_per_unit_length:

Description

Symbol

Variable Name

Index

Units

Average pressure drop per unit length of feed channel

\((\frac{ΔP}{Δx})_{avg}\)

feed_side.dP_dx

[t]

\(\text{Pa/m}\)

if pressure_change_type is set to PressureChangeType.calculated:

Description

Symbol

Variable Name

Index

Units

Feed-channel velocity

\(v_f\)

feed_side.velocity

[t, x]

\(\text{m/s}\)

Friction factor

\(f\)

feed_side.friction_factor_darcy

[t, x]

\(\text{dimensionless}\)

Pressure drop per unit length of feed channel at inlet/outlet

\(ΔP/Δx\)

feed_side.dP_dx

[t, x]

\(\text{Pa/m}\)

if transport_model is set to TransportModel.SKK:

Description

Symbol

Variable Name

Index

Units

Reflection coefficient

\(\sigma\)

reflect_coeff

None

\(\text{dimensionless}\)

Alpha

\(\alpha\)

alpha

None

\(\text{s/m}\)

Equations

Description

Equation

Solvent flux across membrane (solution-diffusion)

\(J_{solvent} = \rho_{solvent} A(P_{f} - P_p - (\pi_{f}-\pi_{p}))\)

Solvent flux across membrane (SKK)

\(J_{solvent} = \rho_{solvent} A(P_{f} - P_p - \sigma(\pi_{f}-\pi_{p}))\)

Solute flux across membrane (solution-diffusion)

\(J_{solute} = B(C_{f} - C_{p})\)

Solute flux across membrane (SKK)

\(J_{solute} = B(C_{f} - C_{p}) + (1 - \sigma)\frac{J_{solvent}}{\rho_{solvent}}C_{f}\)

Average flux across membrane

\(J_{avg, j} = \frac{1}{2}\sum_{x} J_{x, j}\)

Permeate mass flow by component j

\(M_{p, j} = A_m J_{avg,j}\)

Permeate-side solute mass fraction

\(X_{x, j} = \frac{J_{x, j}}{\sum_{x} J_{x, j}}\)

Feed-side membrane-interface solute concentration

\(C_{interface} = CP_{mod}C_{bulk}=C_{bulk}\exp(\frac{J_{solvent}}{k_f})-\frac{J_{solute}}{J_{solvent}}(\exp(\frac{J_{solvent}}{k_f})-1)\)

Concentration polarization modulus

\(CP_{mod} = C_{interface}/C_{bulk}\)

Mass transfer coefficient

\(k_f = \frac{D Sh}{d_h}\)

Sherwood number

\(Sh = 0.46 (Re Sc)^{0.36}\)

Schmidt number

\(Sc = \frac{\mu}{\rho D}\)

Reynolds number

\(Re = \frac{\rho v_f d_h}{\mu}\)

Hydraulic diameter

\(d_h = \frac{4\epsilon_{sp}}{2/h_{ch} + (1-\epsilon_{sp})8/h_{ch}}\)

Cross-sectional area

\(A_c = h_{ch}W\epsilon_{sp}\)

Membrane area (flat-plate)

\(A_m = LW\)

Membrane area (spiral-wound)

\(A_m = 2LW\)

Pressure drop

\(ΔP = (\frac{ΔP}{Δx})_{avg}L\)

Feed-channel velocity

\(v_f = Q_f/A_c\)

Friction factor

\(f = 0.42+\frac{189.3}{Re}\)

Pressure drop per unit length

\(\frac{ΔP}{Δx} = \frac{1}{2d_h}f\rho v_f^{2}\)

Component recovery rate

\(R_j = \frac{M_{p,j}}{M_{f,in,j}}\)

Volumetric recovery rate

\(R_{vol} = \frac{Q_{p}}{Q_{f,in}}\)

Observed solute rejection

\(r_j = 1 - \frac{C_{p,mix}}{C_{f,in}}\)

Alpha

\(\alpha = \frac{1 - \sigma}{B}\)

Class Documentation

References

Spiegler, K. S., & Kedem, O. (1966). Thermodynamics of hyperfiltration (reverse osmosis): criteria for efficient membranes. Desalination, 1(4), 311-326.