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 Understanding hydrodynamics in membrane
bioreactor systems for wastewater treatment:
two-phase empirical and numerical modelling
         and experimental validation

                       Nicolás Ratkovich


                 Faculty of Bioscience Engineering
                          Ghent University
                  May 3rd 2010, Ghent - Belgium
Introduction
 Waste water treatment processes
  • Goals
     - Produce clean effluent
     - Recover nutrients and energy from waste stream
  • Biological treatment
           - Conventional Activated Sludge (CAS) – Gravity-based separation

Influent                                    Effluent


    Air

             Bioreactor       Settler




                                        2
Introduction
 Waste water treatment processes (cont.)
  • Biological treatment (cont.)
     - Membrane Bioreactor (MBR) – Filtration-based separation

Influent                            Effluent

                                                            Side-stream
     Air

           Bioreactor    Membrane

                    Effluent

Influent

                                                            Immersed
    Air

           Bioreactor
                                       3
Introduction
Waste water treatment processes (cont.)
• Comparison (pros & cons)


                                 CAS      MBR
    Sludge production            ↑         ↓
    Effluent quality             ↓         ↑
    Disinfection                 ↓         ↑
    Footprint                    ↑         ↓
    Problem                  Settling   Fouling
    Energy consumption           ↓         ↑
    Cost                         ↓         ↑



                             4
Introduction
MBR economics




                  5
Introduction
   MBR economics
     • Energy
        - MBR > CAS                                                0.15




                                      O&M costs breakdown ($/m3)
        - MBR ≈ CAS + TT

                                                                    0.10
     • Total cost
        - MBR > CAS
        - MBR ≈ CAS + TT                                            0.05




     • Effluent quality                                             0.00

        - MBR > CAS                                                        CAS            MBR         CAS+TT

        - MBR = CAS + TT
                                                                                 Cote et al. (2004)


                                                                           Energy optimization
TT: Tertiary treatment (polishing)                                            (air sparging)
                                                      6
Introduction
Membrane fouling (drawback)
 • Caused by attachment of…
    - suspended solids and
    - soluble substances
 • Mechanisms of fouling:

                             Resistances
Operation
               Clean membrane
  Filtration




                                           Membrane
  Relaxation    Pore blocking
  Backwash


                Cake build up




                                7
Introduction         Gas
                                                 slug
Air sparging
• Used as fouling control
• Gas-liquid (two-phase) flow in
  vertical tubes
• Slug flow
• Advantages
    - Airlift (buoyancy)
    - Scouring effect (shear stress)




                                           Air flow


                                 8
Motivation
                                                 Influent
• Membrane Fouling
                                                            Effluent
   - Scouring effect (shear)        Biology
   - Particle removal

                                                  Particle size
                   Hydrodynamics
                                                  distribution

• Energy consumption
   - Aeration (air sparging)
   - Viscosity
                                    Filtration

                                                    TMP - Flux


                                9
Outline




10
Objectives
To observe and measure…
• Behaviour of developed gas slug
• Shear stress using Shear Probes (SP)
• Gas slug rising velocity using High Speed Camera (HSC)


To develop…
• CFD and empirical models


To quantify…
• Pressure drop and energy consumption of the system




                              11
Introduction
Slug flow
• 3 Zones
• Large shear stress values                    Falling film zone
• Dynamic shear stress


                                                     Wake zone




                                               Liquid slug zone




                                             *Taha & Cui, 2006



                                12
Experimental set-up
Tube diameter:
 • 9.9 mm
Fluids used:
 • Water + electrolyte
Flow rates:
 • Liquid:     0.1 - 0.5 l⋅min-1
 • N2:         0.1 - 0.3 l⋅min-1




                                   13
Experimental set-up at UBC (SP)
               Electrolyte solution
                                                                Fe(CN )6 + e → Fe(CN )6
                                                                       3−                                                     4−
                 • Cathode (probes):
                                                                Fe(CN )6 → Fe(CN )6 + e
                                                                       4−                                              3−
                 • Anode (pipe fitting):


               Shear probe (magnitude)                                                                       Shear stress
              0.70                                                                                  1
                         Probe 1                                                                             Probe 1

              0.60
                                                                                                   0.8

              0.50




                                                                               Shear stress (Pa)
Voltage (V)




                                                                                                   0.6
              0.40


              0.30
                                                                                                   0.4

              0.20

                                                                                                   0.2
              0.10


              0.00                                                                                  0
                     0             0.2   0.4              0.6   0.8        1                             0     0.1      0.2        0.3   0.4     0.5      0.6   0.7   0.8   0.9   1
                                               Time (s)                                                                                        Time (s)


                                                                      14
Experimental set-up at UBC (SP)
2 Shear probes (flow direction)




Two voltage signals               Shear stress
           Gas slug                        Gas slug




                           15
Experimental measurements
Experimental measurements
• i.e. 0.11 - 0.06 m s-1 (water-N2)
                        2
                                 Shear probe
                      1.5


                        1


                      0.5
  Shear stress (Pa)




                        0


                      -0.5


                       -1


                      -1.5


                       -2


                      -2.5


                       -3
                             4           4.5   5     5.5      6   6.5   7
                                                   Time (s)

                                                    16
Experimental measurements
Shear stress Histogram (SSH)
  • i.e. 0.11 - 0.06 m s-1 (water-N2)
                0.45

                 0.4

                0.35
                                 Gas
                                 slug
                 0.3
Frequency (-)




                0.25

                 0.2

                0.15

                 0.1

                0.05
                                                   Liquid
                                                    slug
                  0
                       -3   -2          -1          0            1   2   3
                                             Shear stress (Pa)

                                                  17
Experimental measurements
            0.5
                                                                Gas 0.1 l/min
                                                                Gas 0.2 l/min
                                                                Gas 0.3 l/min
            0.4




            0.3
Frequency




            0.2




            0.1




             0
                  -3   -2      -1             0         1   2                   3
                                    Shear stress (Pa)
Liquid 0.1 l·min-1
                                         18
Computational Fluid Dynamics
CFD model
• Numerical methods and algorithms
• Analyze problems that involve fluid flows
• Interaction of liquid-gas




                               19
Computational Fluid Dynamics
Slug flow CFD model
• Fluids flow in a vertical tube
    - Superficial velocities (gas + liquid)
    - Volume fraction
• Validated against…
   - Shear stress measurements (SP)
   - Gas slug rising velocity (HSC)




                                   20
Validation SP and HSC with CFD
                                           1.5

                                             1
Phase, Velocity (m/s), Shear stress (Pa)




                                           0.5

                                             0

                                           -0.5

                                            -1

                                           -1.5

                                            -2

                                           -2.5
                                                                                                                          wall
                                                      Phase
                                            -3        Velocity
                                                      Shear stress
                                           -3.5
                                                  0       0.05        0.1   0.15     0.2        0.25   0.3   0.35   0.4
                                                                                   Time (s)

                                                                                           21
Validation SP and HSC with CFD
     Liquid slug: well predicted
     Gas slug:    shifted to the left
                   0.5
                              Exp 0.1 l/min
                              Exp 0.2 l/min
                              Exp 0.3 l/min
                   0.4        Sim 0.1 l/min
                              Sim 0.2 l/min
                              Sim 0.3 l/min
                   0.3
       Frequency




                   0.2




                   0.1




                    0
                         -3          -2       -1           0           1   2   3

Liquid 0.1 l·min-1                                 Shear stress (Pa)

                                                        22
Validation SP and HSC with CFD
TB rising velocity (9.9 mm)                                                       uTB = 1.2 um + 0.345 [g d           ]0.5
  U TB                um
               =C                +k
 (g d )  0.5
                    (g d ) 0.5                    1.2
                                                            HSC
                                                            Sim                                   y = 1.00x + 0.41
                                                                                                      R2 = 0.99
• Theoretical values                               1


   - C = 1.2                                      0.8

   - k = 0.35
                                                                                                           y = 1.04x + 0.30
                                      0.5                                                                      R2 = 0.99
                                       UTB/(gd)
                                                  0.6



                                                  0.4



                                                  0.2



                                                   0
                                                        0          0.1   0.2      0.3       0.4            0.5            0.6

                                                                               Um/(gd)0.5




                                                                  23
Shear Stress Histograms
                        Empirical model
                        • Correlate shear stress with…
                           - Magnitude
                           - Direction
                           - Gas-liquid flow rates
                        • Occurrence of both peaks (height + width)
                           - Better fouling control (Ochoa et al. 2007)
                        • Bimodal SSH based on Gaussian distribution
             0.3                                                                   0.25                                                                   0.3



            0.25                                                                                                                                         0.25
                                                                                    0.2


             0.2                                                                                                                                          0.2




                                                                   =                                                                     +
                                                                                   0.15
Frequency




                                                                       Frequency




                                                                                                                                             Frequency
            0.15                                                                                                                                         0.15

                                                                                    0.1
             0.1                                                                                                                                          0.1


                                                                                   0.05
            0.05                                                                                                                                         0.05



              0                                                                      0                                                                     0
                   -3    -2   -1          0            1   2   3                          -3   -2   -1          0            1   2   3                          -3   -2   -1          0            1   2   3
                                   Shear stress (Pa)                                                     Shear stress (Pa)                                                     Shear stress (Pa)




                                                                                                         Gas slug                                                         Liquid slug


                                                                                                    24
Bimodal distribution
SSH
• liquid-gas flow rates that equilibrates the peaks
                           0.3
                                                                          0.1 - 0.43 l/min
                                                                          0.2 - 0.49 l/min
                                                                          0.3 - 0.54 l/min
                          0.25
                                                                          0.4 - 0.58 l/min
                                                                          0.5 - 0.63 l/min
                                                                          Liq - gas
 Relative frequency (-)




                           0.2



                          0.15



                           0.1



                          0.05



                            0
                                 -3   -2     -1           0           1   2              3
                                                  Shear stress (Pa)

                                                    25
Pressure drop and energy consumption
          Pressure drop
           22000
                                                                           Gas flow 0.0 L/min
                                                                           Gas flow 0.1 L/min
                                                                           Gas flow 0.2 L/min
                           21000                                           Gas flow 0.3 L/min
Total pressure drop (Pa)




                           20000
                                                                                      7%

                           19000



                           18000



                           17000



                           16000
                                   0   0.1   0.2          0.3        0.4      0.5           0.6
                                              Liquid flow rate (L/min)

                                                     26
Pressure drop and energy consumption
    Pump power
            0.25
                        Gas flow 0.0 L/min
                        Gas flow 0.1 L/min
                        Gas flow 0.2 L/min
                        Gas flow 0.3 L/min                                        7%
             0.2




            0.15
Epump (W)




             0.1




            0.05




              0
                   0            0.1          0.2         0.3          0.4   0.5        0.6
                                               Liquid flow rate (L/min)

                                                       27
Pressure drop and energy consumption
     Blower power
              0.25
                                                                  Gas flow 0.0 L/min
                                                                  Gas flow 0.1 L/min
                                                                  Gas flow 0.2 L/min
               0.2                                                Gas flow 0.3 L/min




              0.15
Eblower (W)




               0.1



                                                                            70 %
              0.05




                0
                     0       0.1   0.2         0.3          0.4     0.5            0.6
                                     Liquid flow rate (L/min)

                                             28
Pressure drop and energy consumption
 Total power
              0.4
                                                                 Gas flow 0.0 L/min
                                                                 Gas flow 0.1 L/min
             0.35                                                Gas flow 0.2 L/min
                                                                 Gas flow 0.3 L/min
              0.3


             0.25
                                                                          25 %
Etotal (W)




              0.2


             0.15


              0.1


             0.05


               0
                    0       0.1   0.2           0.3        0.4     0.5            0.6
                                    Liquid flow rate (L/min)

                                           29
Pressure drop and energy consumption
Optimal bimodal SSH
• Pressure drop:                               ↓4%                        • Blower power:                                                ↑9%
• Pump power:                                  ↑2%                        • Total power:                                                 ↑2%
                                   16000                                                                  0.6
                                                                                  Total pressure drop
                                                                                  Epump
                                                                                  Eblower
                                                                                  Etotal
                                   15500                                                                  0.5




                                                                                                                Energy consumption (W)
        Total pressure drop (Pa)




                                   15000                                                                  0.4



                                   14500                                                                  0.3



                                   14000                                                                  0.2



                                   13500                                                                  0.1



                                   13000                                                                  0
                                           0   0.1   0.2         0.3        0.4        0.5          0.6
                                                      Liquid flow rate (L/min)

↑ gas flow ↓ fouling does not result in large increase in energy consumption
                                                            30
PhD thesis structure




      31
Objectives
CFD modelling of Norit Airlift system
• Membrane module
   - Membrane resistance (1 tube)
   - Bundle of tubes (700 tubes)
• Air diffuser
   - Ring aerator
   - Disk aerator
• Modelling exercise
   - In-situ measurement is tough




                               32
Norit airlift system
Membrane module
• Length 3 m
• 700 tubes
• ID 5.2 mm




                       33
Membrane Module (1 tube)
                                                     water

Membrane tube
                                                     outlet


• 3D   single UF tube
   -   Hydrodynamics
   -   Filtration
   -   Single phase flow                           Permeate
                                                    outlet

• Membrane resistance
   - Viscous resistance (Darcy’s law)
   - Inertial resistance




                                                    water
                                                    inlet
                                        Membrane              Outside
                                          tube                volume

                               34
Membrane Module (700 tubes)
Membrane module
• Step-wise extrapolated to 700 tubes
• Two resistances
   - Membrane resistance
   - Bundle of tubes resistance




CFD model
• Calibrated in single-phase flow
   - Mass balance to determine
      resistance values (TMP + Flux)




                                  35
Air diffusers
Two types
• Ring aerator           outlet




                         Ring
                        aerator

• Disk aerator



                        Water inlet


                          Disk
                         aerator


            36
Air diffusers
                                                        Inlet of membrane
Ring aerator    Red 0.05 – Blue 0
               volume fraction of air
                                                               module
                                        Module




                                        Air diffuser




Disk aerator
                                         Module




                                         Air diffuser




                              37
Module + air diffuser     Red 0.2 – Blue 0
                                                 volume fraction of air

Module + air diffuser
• Ring aerator:
   - Air near the wall
• Disk aerator:
   - Air in the bulk

                                 Membrane
                                  Module
                                   3m



                        Ring
                       aerator

                        Water
                         inlet
                                   Diffuser
                        Disk        0.5 m
                       aerator
                                                 Disk              Ring

                                 38
Outline




39
Objectives
Sludge rheology
• Viscosity
• Delft Filtration Characterization method (DFCm) unit
• Activated sludge rheological model




                              40
Sludge Rheology
Viscosity
• It describes a fluid's internal resistance to flow
• Why is it important…
   - To characterize hydraulic regime near membrane.
   - Design of equipment (e.g. mixing, pumping, aeration devices)




                                                         k




                               41
Sludge Rheology
Viscosity (cont.)
• Relation between shear stress (τ ) and shear rate (γ):
   - Newtonian (e.g. water, oil)
   - Non-Newtonian (e.g. blood, toothpaste, ketchup & activated sludge)

                                         Activated sludge
                                          • Pseudoplastic (Power-law)

                                                     τ = kγ        n

                                              - or
                                                     η = kγ n −1
                                                     k & n = f (TSS )
                                                 k   Flow behaviour index (Pa·s)
                                                 n   Flow consistency index (-)

                               42
Sludge Rheology
Rotational rheometers:                                                Pout

• Torque is correlated to viscosity
• Drawback
   - Measurement ex-situ
   - Eddies formation


Tubular (capillary) rheometers:
• Pressure drop is correlated to viscosity
• Drawback
   - Large sludge samples
• Advantage:
                                                      TMP




                                             Sample
   - Measurement on-site                                    J

• Can the DFCm unit be used as a
  tubular rheometer?                                                   Pin

                                                      CFV       CFV


                              43
Sludge Rheology
Viscosity in a tube
                            0.016
                                        Experimental data
                                        This work
                            0.014       Rosenberger et al. (2006)
                                        Pollice et al. (2007)
                            0.012       Water
Apparent viscosity (Pa s)




                             0.01


                            0.008


                            0.006


                            0.004


                            0.002


                               0
                                    0      2       4        6       8        10     12   14   16   18   20
                                                                        TSS (g/l)

                                                                        44
Conclusions
Modelling of slug flow
• SSH used to represent slug flow
• First peak (liquid slug) is properly captured by the CFD model
• Second peak (gas slug) is shifted to the left
• SSH with two balanced peaks is desirable
   - To decrease/control fouling
   - However, more energy is required


Modeling of airlift MBR (modelling exercise)
• Step-wise extrapolation was made for the tube-bundle (700) and
  membrane resistance.
• Two types of diffusers were modeled
    - Disk aerator provides a better dispersion of air within the module than
      the ring aerator.


                                45
Conclusions
Sludge rheology
• A new rheological model for MBR activated sludge is presented
  based on the data collected using the DFCm.
• It was found that the previous models underestimate the data
  collected from different MBR plants.
   - Difference in sludge composition and apparatus used




                              46
Perspectives
Sludge rheology
• Model that includes floc structure, size, strength, etc.


Two-phase flow
• Varying thermo-physical properties to study coalescence effects.


Shear stress for non-Newtonian liquids
• Electrolyte solution mix with a non-Newtonian liquid (e.g. CMC)


Air diffusers
• To study the air distribution in non-Newtonian fluids.




                              47
Thank you for your
    attention



        48

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Understanding hydrodynamics in membrane bioreactor systems for wastewater treatment:two-phase empirical and numerical modelling and experimental validation

  • 1. www.mbr-network.eu Understanding hydrodynamics in membrane bioreactor systems for wastewater treatment: two-phase empirical and numerical modelling and experimental validation Nicolás Ratkovich Faculty of Bioscience Engineering Ghent University May 3rd 2010, Ghent - Belgium
  • 2. Introduction Waste water treatment processes • Goals - Produce clean effluent - Recover nutrients and energy from waste stream • Biological treatment - Conventional Activated Sludge (CAS) – Gravity-based separation Influent Effluent Air Bioreactor Settler 2
  • 3. Introduction Waste water treatment processes (cont.) • Biological treatment (cont.) - Membrane Bioreactor (MBR) – Filtration-based separation Influent Effluent Side-stream Air Bioreactor Membrane Effluent Influent Immersed Air Bioreactor 3
  • 4. Introduction Waste water treatment processes (cont.) • Comparison (pros & cons) CAS MBR Sludge production ↑ ↓ Effluent quality ↓ ↑ Disinfection ↓ ↑ Footprint ↑ ↓ Problem Settling Fouling Energy consumption ↓ ↑ Cost ↓ ↑ 4
  • 6. Introduction MBR economics • Energy - MBR > CAS 0.15 O&M costs breakdown ($/m3) - MBR ≈ CAS + TT 0.10 • Total cost - MBR > CAS - MBR ≈ CAS + TT 0.05 • Effluent quality 0.00 - MBR > CAS CAS MBR CAS+TT - MBR = CAS + TT Cote et al. (2004) Energy optimization TT: Tertiary treatment (polishing) (air sparging) 6
  • 7. Introduction Membrane fouling (drawback) • Caused by attachment of… - suspended solids and - soluble substances • Mechanisms of fouling: Resistances Operation Clean membrane Filtration Membrane Relaxation Pore blocking Backwash Cake build up 7
  • 8. Introduction Gas slug Air sparging • Used as fouling control • Gas-liquid (two-phase) flow in vertical tubes • Slug flow • Advantages - Airlift (buoyancy) - Scouring effect (shear stress) Air flow 8
  • 9. Motivation Influent • Membrane Fouling Effluent - Scouring effect (shear) Biology - Particle removal Particle size Hydrodynamics distribution • Energy consumption - Aeration (air sparging) - Viscosity Filtration TMP - Flux 9
  • 11. Objectives To observe and measure… • Behaviour of developed gas slug • Shear stress using Shear Probes (SP) • Gas slug rising velocity using High Speed Camera (HSC) To develop… • CFD and empirical models To quantify… • Pressure drop and energy consumption of the system 11
  • 12. Introduction Slug flow • 3 Zones • Large shear stress values Falling film zone • Dynamic shear stress Wake zone Liquid slug zone *Taha & Cui, 2006 12
  • 13. Experimental set-up Tube diameter: • 9.9 mm Fluids used: • Water + electrolyte Flow rates: • Liquid: 0.1 - 0.5 l⋅min-1 • N2: 0.1 - 0.3 l⋅min-1 13
  • 14. Experimental set-up at UBC (SP) Electrolyte solution Fe(CN )6 + e → Fe(CN )6 3− 4− • Cathode (probes): Fe(CN )6 → Fe(CN )6 + e 4− 3− • Anode (pipe fitting): Shear probe (magnitude) Shear stress 0.70 1 Probe 1 Probe 1 0.60 0.8 0.50 Shear stress (Pa) Voltage (V) 0.6 0.40 0.30 0.4 0.20 0.2 0.10 0.00 0 0 0.2 0.4 0.6 0.8 1 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 Time (s) Time (s) 14
  • 15. Experimental set-up at UBC (SP) 2 Shear probes (flow direction) Two voltage signals Shear stress Gas slug Gas slug 15
  • 16. Experimental measurements Experimental measurements • i.e. 0.11 - 0.06 m s-1 (water-N2) 2 Shear probe 1.5 1 0.5 Shear stress (Pa) 0 -0.5 -1 -1.5 -2 -2.5 -3 4 4.5 5 5.5 6 6.5 7 Time (s) 16
  • 17. Experimental measurements Shear stress Histogram (SSH) • i.e. 0.11 - 0.06 m s-1 (water-N2) 0.45 0.4 0.35 Gas slug 0.3 Frequency (-) 0.25 0.2 0.15 0.1 0.05 Liquid slug 0 -3 -2 -1 0 1 2 3 Shear stress (Pa) 17
  • 18. Experimental measurements 0.5 Gas 0.1 l/min Gas 0.2 l/min Gas 0.3 l/min 0.4 0.3 Frequency 0.2 0.1 0 -3 -2 -1 0 1 2 3 Shear stress (Pa) Liquid 0.1 l·min-1 18
  • 19. Computational Fluid Dynamics CFD model • Numerical methods and algorithms • Analyze problems that involve fluid flows • Interaction of liquid-gas 19
  • 20. Computational Fluid Dynamics Slug flow CFD model • Fluids flow in a vertical tube - Superficial velocities (gas + liquid) - Volume fraction • Validated against… - Shear stress measurements (SP) - Gas slug rising velocity (HSC) 20
  • 21. Validation SP and HSC with CFD 1.5 1 Phase, Velocity (m/s), Shear stress (Pa) 0.5 0 -0.5 -1 -1.5 -2 -2.5 wall Phase -3 Velocity Shear stress -3.5 0 0.05 0.1 0.15 0.2 0.25 0.3 0.35 0.4 Time (s) 21
  • 22. Validation SP and HSC with CFD Liquid slug: well predicted Gas slug: shifted to the left 0.5 Exp 0.1 l/min Exp 0.2 l/min Exp 0.3 l/min 0.4 Sim 0.1 l/min Sim 0.2 l/min Sim 0.3 l/min 0.3 Frequency 0.2 0.1 0 -3 -2 -1 0 1 2 3 Liquid 0.1 l·min-1 Shear stress (Pa) 22
  • 23. Validation SP and HSC with CFD TB rising velocity (9.9 mm) uTB = 1.2 um + 0.345 [g d ]0.5 U TB um =C +k (g d ) 0.5 (g d ) 0.5 1.2 HSC Sim y = 1.00x + 0.41 R2 = 0.99 • Theoretical values 1 - C = 1.2 0.8 - k = 0.35 y = 1.04x + 0.30 0.5 R2 = 0.99 UTB/(gd) 0.6 0.4 0.2 0 0 0.1 0.2 0.3 0.4 0.5 0.6 Um/(gd)0.5 23
  • 24. Shear Stress Histograms Empirical model • Correlate shear stress with… - Magnitude - Direction - Gas-liquid flow rates • Occurrence of both peaks (height + width) - Better fouling control (Ochoa et al. 2007) • Bimodal SSH based on Gaussian distribution 0.3 0.25 0.3 0.25 0.25 0.2 0.2 0.2 = + 0.15 Frequency Frequency Frequency 0.15 0.15 0.1 0.1 0.1 0.05 0.05 0.05 0 0 0 -3 -2 -1 0 1 2 3 -3 -2 -1 0 1 2 3 -3 -2 -1 0 1 2 3 Shear stress (Pa) Shear stress (Pa) Shear stress (Pa) Gas slug Liquid slug 24
  • 25. Bimodal distribution SSH • liquid-gas flow rates that equilibrates the peaks 0.3 0.1 - 0.43 l/min 0.2 - 0.49 l/min 0.3 - 0.54 l/min 0.25 0.4 - 0.58 l/min 0.5 - 0.63 l/min Liq - gas Relative frequency (-) 0.2 0.15 0.1 0.05 0 -3 -2 -1 0 1 2 3 Shear stress (Pa) 25
  • 26. Pressure drop and energy consumption Pressure drop 22000 Gas flow 0.0 L/min Gas flow 0.1 L/min Gas flow 0.2 L/min 21000 Gas flow 0.3 L/min Total pressure drop (Pa) 20000 7% 19000 18000 17000 16000 0 0.1 0.2 0.3 0.4 0.5 0.6 Liquid flow rate (L/min) 26
  • 27. Pressure drop and energy consumption Pump power 0.25 Gas flow 0.0 L/min Gas flow 0.1 L/min Gas flow 0.2 L/min Gas flow 0.3 L/min 7% 0.2 0.15 Epump (W) 0.1 0.05 0 0 0.1 0.2 0.3 0.4 0.5 0.6 Liquid flow rate (L/min) 27
  • 28. Pressure drop and energy consumption Blower power 0.25 Gas flow 0.0 L/min Gas flow 0.1 L/min Gas flow 0.2 L/min 0.2 Gas flow 0.3 L/min 0.15 Eblower (W) 0.1 70 % 0.05 0 0 0.1 0.2 0.3 0.4 0.5 0.6 Liquid flow rate (L/min) 28
  • 29. Pressure drop and energy consumption Total power 0.4 Gas flow 0.0 L/min Gas flow 0.1 L/min 0.35 Gas flow 0.2 L/min Gas flow 0.3 L/min 0.3 0.25 25 % Etotal (W) 0.2 0.15 0.1 0.05 0 0 0.1 0.2 0.3 0.4 0.5 0.6 Liquid flow rate (L/min) 29
  • 30. Pressure drop and energy consumption Optimal bimodal SSH • Pressure drop: ↓4% • Blower power: ↑9% • Pump power: ↑2% • Total power: ↑2% 16000 0.6 Total pressure drop Epump Eblower Etotal 15500 0.5 Energy consumption (W) Total pressure drop (Pa) 15000 0.4 14500 0.3 14000 0.2 13500 0.1 13000 0 0 0.1 0.2 0.3 0.4 0.5 0.6 Liquid flow rate (L/min) ↑ gas flow ↓ fouling does not result in large increase in energy consumption 30
  • 32. Objectives CFD modelling of Norit Airlift system • Membrane module - Membrane resistance (1 tube) - Bundle of tubes (700 tubes) • Air diffuser - Ring aerator - Disk aerator • Modelling exercise - In-situ measurement is tough 32
  • 33. Norit airlift system Membrane module • Length 3 m • 700 tubes • ID 5.2 mm 33
  • 34. Membrane Module (1 tube) water Membrane tube outlet • 3D single UF tube - Hydrodynamics - Filtration - Single phase flow Permeate outlet • Membrane resistance - Viscous resistance (Darcy’s law) - Inertial resistance water inlet Membrane Outside tube volume 34
  • 35. Membrane Module (700 tubes) Membrane module • Step-wise extrapolated to 700 tubes • Two resistances - Membrane resistance - Bundle of tubes resistance CFD model • Calibrated in single-phase flow - Mass balance to determine resistance values (TMP + Flux) 35
  • 36. Air diffusers Two types • Ring aerator outlet Ring aerator • Disk aerator Water inlet Disk aerator 36
  • 37. Air diffusers Inlet of membrane Ring aerator Red 0.05 – Blue 0 volume fraction of air module Module Air diffuser Disk aerator Module Air diffuser 37
  • 38. Module + air diffuser Red 0.2 – Blue 0 volume fraction of air Module + air diffuser • Ring aerator: - Air near the wall • Disk aerator: - Air in the bulk Membrane Module 3m Ring aerator Water inlet Diffuser Disk 0.5 m aerator Disk Ring 38
  • 40. Objectives Sludge rheology • Viscosity • Delft Filtration Characterization method (DFCm) unit • Activated sludge rheological model 40
  • 41. Sludge Rheology Viscosity • It describes a fluid's internal resistance to flow • Why is it important… - To characterize hydraulic regime near membrane. - Design of equipment (e.g. mixing, pumping, aeration devices) k 41
  • 42. Sludge Rheology Viscosity (cont.) • Relation between shear stress (τ ) and shear rate (γ): - Newtonian (e.g. water, oil) - Non-Newtonian (e.g. blood, toothpaste, ketchup & activated sludge) Activated sludge • Pseudoplastic (Power-law) τ = kγ n - or η = kγ n −1 k & n = f (TSS ) k Flow behaviour index (Pa·s) n Flow consistency index (-) 42
  • 43. Sludge Rheology Rotational rheometers: Pout • Torque is correlated to viscosity • Drawback - Measurement ex-situ - Eddies formation Tubular (capillary) rheometers: • Pressure drop is correlated to viscosity • Drawback - Large sludge samples • Advantage: TMP Sample - Measurement on-site J • Can the DFCm unit be used as a tubular rheometer? Pin CFV CFV 43
  • 44. Sludge Rheology Viscosity in a tube 0.016 Experimental data This work 0.014 Rosenberger et al. (2006) Pollice et al. (2007) 0.012 Water Apparent viscosity (Pa s) 0.01 0.008 0.006 0.004 0.002 0 0 2 4 6 8 10 12 14 16 18 20 TSS (g/l) 44
  • 45. Conclusions Modelling of slug flow • SSH used to represent slug flow • First peak (liquid slug) is properly captured by the CFD model • Second peak (gas slug) is shifted to the left • SSH with two balanced peaks is desirable - To decrease/control fouling - However, more energy is required Modeling of airlift MBR (modelling exercise) • Step-wise extrapolation was made for the tube-bundle (700) and membrane resistance. • Two types of diffusers were modeled - Disk aerator provides a better dispersion of air within the module than the ring aerator. 45
  • 46. Conclusions Sludge rheology • A new rheological model for MBR activated sludge is presented based on the data collected using the DFCm. • It was found that the previous models underestimate the data collected from different MBR plants. - Difference in sludge composition and apparatus used 46
  • 47. Perspectives Sludge rheology • Model that includes floc structure, size, strength, etc. Two-phase flow • Varying thermo-physical properties to study coalescence effects. Shear stress for non-Newtonian liquids • Electrolyte solution mix with a non-Newtonian liquid (e.g. CMC) Air diffusers • To study the air distribution in non-Newtonian fluids. 47
  • 48. Thank you for your attention 48