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EVOLUTION OF MODELS FOR TRICKLE BED REACTORS AND THEIR EXPERIMENTAL VALIDATION CHEMICAL REACTION ENGINEERING LABORATORY MODULE 6

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Page 1: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

EVOLUTION OF MODELS FOR TRICKLE BED REACTORS AND THEIR

EXPERIMENTAL VALIDATION

CHEMICAL REACTION ENGINEERING LABORATORY

MODULE 6

Page 2: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

• Education and training of students in multiphase reaction systems • Advancement of reaction engineering methodology via research • Transfer of state-of-the-art reaction engineering to industrial practice

CHEMICAL REACTION ENGINEERING LABORATORY

Objectives of CREL since 1974

CREL Sponsors and Collaborators

Sponsors Collaborators

Industrial Sponsors

Governmental Sponsors DOE, NSF, USDA

ADM ABB Lummus Air Products

Bayer BP

Chevron Texaco ConocoPhillips

Corning Dow Chemical

Dupont Enitechnologie

EastmanChemicals Exxon - Mobil

IFP Ineos Nitriles

Intevep Johnson Matthey

Marathon Oil Mitsubishi

Praxair Sasol Shell

Statoil Syntroleum

Total UOP

Page 3: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

TRICKLE BED REACTOR

PACKED BUBBLE COLUMN

Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental validation on reactor scale via phenomenological multiscale analysis to fundamental with sophisticated validation on all scales

Gas Liquid

Gas

Liquid

Liquid

Gas

Gas

Liquid

Page 4: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

TRICKLE BED AND PACKED BED BUBBLE COLUMN UPFLOW REACTORS: Topics Studied and Modeled

a. Mode of operation b. Phenomena affecting performance c. Processes used for d. Heat removal strategies

A. TRICKLE BED REACTORS a. Flow regimes b. Pressure drop and holdup c. Transport coefficients d. Liquid-solid contacting e. Catalyst utilization (effectiveness) f. Scale-up strategy (liquid limiting reactant) g. Packing laboratory reactors h. Axial dispersion i. Incomplete contacting and global liquid mal-distribution j. Catalyst utilization and scale-up for gas limiting reactions

B. PACKED UPFLOW BUBBLE COLUMNS a. Flow regimes b. Prediction of performance c. Comparison with trickle beds

Page 5: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

“But this is the simplified version for the general public”.

Page 6: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

“He was very big in Vienna”.

Page 7: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

CHEMICAL REACTION ENGINEERING LABORATORY

Co-current gas-liquid down-flow in a packed bed

Macro (bed) scale

Gas

Liquid

Gas

Liquid

Meso scale Micro (particle) scale

0.001<Gm<2 kg/m2s

0.08<Lm<25 kg/m2s

Porous catalyst:

0.08<dp<0.4 cm

Bed height:

0.2 - 20 m

LHSV:0.5 to 10 hr-1

Multiscale Phenomena Affecting TBR Performance

Page 8: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

CHEMICAL REACTION ENGINEERING LABORATORY

( )( )( )∫ −−

=−=

=

obsAB

A

A

obsAP

RdX

X

apRap

VF

ε11

)/(holds) assumption PFR If( volumeTBR

product of moles

S5

Volumetric productivity in a TBR

( ) ( )

=

=−

Conditions SurfaceOutside Particle

at Evaluated Rate Factor essEffectiven Total

Particle ofVolumePer Unit

Rate Average

obsAR

PpBbAa →+

• External mass transfer resistance (VLE data, transfer parameters estimates…) • Intraparticle mass transfer and kinetic resistance (particle scale models, transfer parameters) • External catalyst surface wetting in a bed (phenomenological and CFD models)

• Local concentration field

• Average rate influenced by reactor scale contacting pattern (liquid distribution) and phase RTD

• Flow regime effects the phase holdups and inter-phase transport coefficients.

Page 9: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

TBR Performance Assessment: Multi-Scale Approach

Reactor scale: • Phase distributions • Mal-distribution Can observe via CT (CREL)

Phenomenological analysis: • Flow structures • Description of phase interactions

“Rivulet flow” “Film flow”

Particle scale model: • Influence of local hydrodynamics • Phase contacting and interphase mass/heat transport • Intraparticle mass/heat transport (single or multi component) and reaction

Complete catalyst wetting

Incomplete wetting

• TBR performance affected by particle scale & reactor scale flow phenomena

• Need to couple: 1) reactor scale CFD model; 2) particle scale models

Can observe via NMR; Gladden et al.;,X-ray, Nicol et al.

Page 10: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Partial External Wetting

cm/susmkgL L 3.0or / 3 2 <<

Mills, CREL (1980)

L(kg/m2s)

Page 11: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Dependence of Apparent Rate Constant (kapp) on Transport (kls, ηp) and Kinetic Parameters (kv)

( ) ( ) ( )

( )

( )( )

( ) ( )sreactmmolaBBk

sreactmmolBk

scatmmolBk

lPlBgA

pslls

Bspv

v

.:lume)reactor vounit (per

rateTransport

.1:lume)reactor vounit (per

catalystin Rate

.:olume)catalyst vunit (per

rate Kinetic

catalyst wettedcompletely of Case - le)(nonvolatireactant limiting Liquid

:Reaction

3

3

3

=+

εη

( )( )

( )Bvppls

LLappBvp

kak

BBkBk

sreactmmol

εη

εη

−+

=−−

1111

. rate (apparent) Overall

1

3

Liquid limiting reactant (nonvolatile) – Case of completely wetted catalyst

LIQ

UID

FIL

M

BU

LK

LIQ

UID

CATALYST

S-L

FILM

SOLI

D

PHA

SE

rp 0

Bs Bl

GAS

Page 12: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Liquid reactant limited reaction (Non volatile liquid)

catalyst into rate transportMaximum

effects transportof absencein particlein ratereaction Local

==Λ φp

=

liquid)by ly wettedeffectivel areacatalyst external ofFraction

CEη

Reactor performance equation:

Plug flow assumed

w

p

CEpI

p

CEvapp

appBL

Bin

kkLHSV

kX 2

)/tanh(

))1(3600

exp(1Λ

Λ=

−−−=

η

ηε

Dependence of Particle Overall Effectiveness Factor (ηTB) for Partially Wetted Pellet on Contacting Efficiency (ηCE)

(Observed local reaction rate in partially wetted particle)(Ideal local reaction rate on completely wetted catalyst)TBη =

Page 13: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

CHEMICAL REACTION ENGINEERING LABORATORYCHEMICAL REACTION ENGINEERING LABORATORY

For liquid limiting reactant

( ) w

P

CEPI

P

CEvovapp

Bi

kkk 2

/tanhΛ

Λ==

ηη

ηη

Indeed an increase in ηCE, which results from the increase in L, always increases kapp Deviations from scale-up predictions can be caused by: - Reaction not nonvolatile liquid limited - Global liquid maldistribution or coring

Page 14: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

CHEMICAL REACTION ENGINEERING LABORATORYCHEMICAL REACTION ENGINEERING LABORATORY

Example: nonvolatile liquid, 1st order

( )3600 11 exp

3600

B appB

L

R

kx

LHSV

uLHSVH

ε −= − −

=

Using i) same catalyst activity ii) same size particles iii) same packing procedure (εB) iv) same feed v) same temperature

RULE: The plant reactor (P) and laboratory reactor (L) should yield same performance (xB) at same LHSVP = LHSVL Since the plant reactor is always taller So that transport resistances are always diminished in the large reactor. Under what conditions is that so?

Use of Plug Flow Model for Scale-Up

thenP L P LR R L LH H u u> >

Page 15: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Comparison of a commercial reactor with pilot reactors of different lengths in gas oil hydrodesulfurization. The results are plotted as a pseudo-second-order reaction, which has been found to be an adequate way of describing the space velocity/sulfur removal relationship for this multicomponent mixture. Sf and Sp represent the sulfur contents of feed and product, respectively, in %w. k is the rate constant for hydrodesulfurization.

kkapp 0η=

. , , , Scale 0CE ↑↑↑↑ appkηη

SIE (1991);Shell

Page 16: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Catalyst Volume (m3) 248 0.001 Catalyst Bed Length (m) 25.0 1.3 Reactor diameter (m) 3.35 0.025 Liquid flow rate (kg/sec) 41.70 0.000069 Liquid mass velocity (kg/m2sec) 4.73 0.137 Gas mass velocity (kg/m2sec) 0.61 0.0177 Gas flow rate (kg/sec) 5.4 0.00009 Liquid phase Reynolds number 10.48 0.303 Gas phase Reynolds number 72.50 2.10 LHSV, hr-1 1.39 1.39

Comparison of commercial hydro-treater with lab/bench reactor Commercial Lab/Bench

46.1683.012.19

3.15.2

,

,

,

, ====LCE

CCE

LR

CR

HH

ηη

( )

−−−=

LHSVk

x appBL

ε13600exp1 ( ) w

P

CEPI

P

CEvapp

Bi

kk 2

/tanhΛ

Λ=

ηη

η

Liquid limited reaction

Page 17: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Consequences of Liquid Maldistribution

Poor micro-distribution:

• Regions of unwetted catalyst

• Delayed gas dissolution in liquid

Poor macro-distribution:

• Radial temperature gradients

• Gas-liquid separation further down bed

• H2 deficiency in liquid further down bed

Overall impact:

• Apparent catalyst activity loss

• Failure to meet products specs

Page 18: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Effect of Reactor Scale Maldistribution on Performance (HDS)

(Mobil, 1994)

Quench

Distributor Trays

Collect Fluid

Mix/Cool Fluid

Redistribute Fluids

Catalyst Bed

Catalyst Bed

Quench Zone

Flow Simulation: Liquid holdup distribution (Uniform liquid and gas inlet)

50.0055.0060.0065.0070.0075.0080.0085.0090.0095.00

100.00

610 620 630 640 650 660 670 680 690 700 710

Temperature, F

% D

esul

furi

zatio

n Commercial Post-Revamp

Pilot Plant

Pilot Plant Commercial Pre-Revamp

Mobil, 1994

CHEMICAL REACTION ENGINEERING LABORATORY T43

Page 19: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Partial wetting : Gas limiting reactant

cm/susmkgL L 3.0or / 3 2 <<

Page 20: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

For gas limiting reaction (1st order) conversion of liquid is given by (PFR) ( )

LHSVBkvA

xlo

appBB

36001* ε−= Pure gas reactant in gas phase

( )Λ

Λ−+

ΛΛ

=tanh1

tanh

2CE

wG

CEapp

Bi

k ηη

Increase in ηCE decreases kapp and equal LHSV scale-up does not work!! uL kapp Note: The above gas-limiting reaction can switch to liquid diffusion limited when Note: In dried out catalyst particles Thiele modulus may be 100 fold lower than in liquid filled pellet and reaction many fold faster! Locally this can lead to hot spot!!

lBlo

aeB DB

DvAx*31 Λ

−>

Page 21: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

DATA PLANT LAB Height (m) 19.4 0.235 Diameter (m) 0.455 0.0341 LHSV (hr-1) 1.3 1.3 UL (LSV) (mhr-1) 26 0.26 H2 FLOW (STD) (m3hr-1) 1000 0.067 GHSV (hr-1) 312 312 Pressure (bar) 70 70 Temperature (C) 110 110 Bed porosity 0.425 0.425 Catalyst tablets 3/16´´ x1/8´´ 3/16 ´´ x 1/8´´ Conversion (xB) 0.4 0.9 Contacting efficiency 1.0 0.51

TBR SCALE-UP Failure based on LHSV=const. Aldehyde Hydrogenation, Scale-up done based on equal LHSV

3100,

, ≈==LCE

PCE

L

P

L

P

LL

HH

ηη

Lappapp

PL

kkmkgLmkgL

,

22

44.0sec/6sec/06.0

≈==

For gas limited reaction, need both LHSV = constant and HR = constant

Page 22: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

CHEMICAL REACTION ENGINEERING LABORATORYCHEMICAL REACTION ENGINEERING LABORATORY

Nonvolatile liquid limited reaction 1st order : A(g) + B(l) = P(l) + G(g) ( )3600 1

1 exp

3600

B appB

L

R

kx

LHSV

uLHSVH

ε −= − −

=

Using: i) same catalyst activity, ii) same size particles, iii) same packing procedure (εB), iv) same feed, v) same temperature

Gas limiting reaction (1st order): A(g) +B(l) = P(l) +G(g) Conversion of liquid in PFR is given by:

Plug Flow Model for Scale-Up in Absence of Maldistribution (LHSV=Const)

( )3600 11 exp

3600

B appB

L

R

kx

LHSV

uLHSVH

ε −= − −

=

Page 23: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Failure of LHSV = const Scale-up for Liquid Limited Reaction in a Trickle Bed

• LHSV = const. scale up worked well for previous catalysts but failed for a much more active catalyst in hydrogenation of a non-volatile liquid reactant to the first hydrogenation product which was desired.

• The reason is that the large diameter reactor suffered from liquid maldistribution which with the much more active catalyst led to over-hydrogenation to other products in the regions of locally higher residence times.

• The locally high temperatures were detected at some radial positions partly into the bed well in excess of the adiabatic temperature of the first reaction confirming the above assumption.

• A predictive model would have avoided this!

Page 24: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Trend in TBR Scale-up - Laboratory scale representation of commercial reactors - Direct scale-up from laboratory micro reactor to commercial reactor design

Advantages of smaller scale -Cheaper -Less infrastructure -Less material needs -Safer -Lower utility costs -Better working practice

Parameters Commercial Pilot Bench Micro Catalyst volume (L) 100,000 10 0.15 0.008 Diameter of bed (cm) 250 4 2 1 Length of bed (cm) 2000 800 50 10 Superficial velocity (cm/s) 1.1 0.4 0.03 0.006 Reynolds Number 55 22 1.4 0.3 Liquid use (L/h) 20 0.3 0.016

Page 25: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

CHEMICAL REACTION ENGINEERING LABORATORYCHEMICAL REACTION ENGINEERING LABORATORY

More Recent Modeling Approaches -Prediction of global bed properties like liquid holdup, pressure drop,

transport coefficients using the expert system and most comprehensive database assembled by Larachi and colleagues (Multi_R_Designer, Larachi et al. 2000)

- Using statistical description of bed porosity distribution for prediction of flow and holdup distribution by CFD (Euler-Euler) or minimization of energy dissipation (Holub, Jiang, Guo –CREL). Develop 2-D cell network model (Jiang, Guo- CREL)

- Using more detailed mass and energy balances on particle scale and reactor scale and detailed multi component transport to describe steady and transient TBR behavior (Khadilkar , Kuzeljevic–CREL)

- Detailed statistical description of packing, micro scale flow description coupled with macro scale bed CFD (Combest –CREL)

Page 26: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

CHEMICAL REACTION ENGINEERING LABORATORYCHEMICAL REACTION ENGINEERING LABORATORY

CREL TRICKLE BED WORK MAIN CONTRIBUTORS:

J. SCHWARTZ (1975) - Amoco / BP P.L. MILLS (1980) - DuPont/Texas A&M Kingsville A. EL-HISNAWI (1981) - L.A.E.A E. BEAUDRY (1985) - Solarex P. HANRATTY (1988) - D.M.C. / Aspen / ExxonMobil R. HOLUB (1991) - Ethyl / Albemarle M. AL-DAHHAN (1993) - Xytel/WUSTL/ MST M. KHADILKAR (1998) - General Electric/SABIC J. WU (1998) - Wuhan Institute of Technology Y. JIANG (2000) - Conoco / Corning J. GUO (2004) - UOP Z. KUZELJEVIC (2010) - SABIC D. COMBEST (2012) - Engys Ltd.

Page 27: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Simulation Results: Multiplicity Effects

0

0.2

0.4

0.6

0.8

1

1.2

0 5 10 15Hydrogen Feed Ratio, N

Conv

ersio

n

Wet Branch(Expt)Dry Branch (Expt)Wet Branch (L-II)Dry Branch (L-II)Wet Branch, (L-III)Dry Branch (L-III)

300

320

340

360

380

400

420

440

460

0 0.05 0.1 0.15 0.2Axial Location, m

Temp

erat

ure,

K

N=1.4, Wet (L-III)

N=2.8, Wet (L-III)

N=4.5, Wet (L-III)

N=6.3, Dry (L-III)

N=8, Dry (L-III)

N=11, Dry (L-III)

• Hysteresis Predicted • Two Distinct Rate Branches Predicted (As Observed by Hanika, 1975) • Branch Continuation, Ignition and Extinction Points • Wet Branch Conversion (~30 %) • Dry Branch Conversion (> 95 %)

• Wet Branch Temperature Rise (~10-15 °C) • Dry Branch Temperature Rise (~140-160 oC)

CHEMICAL REACTION ENGINEERING LABORATORY

Data from Hanika et al., (1976) 1D model Khadilkar et al. (1998)

Page 28: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

0

0.00005

0.0001

0.00015

0.0002

0.00025

0.0003

0 0.02 0.04 0.06 0.08 0.1Axial Location, m

Liqu

id a

nd V

apor

Flo

w, m

ol/s

300

320

340

360

380

400

420

Tem

perature, K

FL (liquid flow)Temperature, K)

Internal Transition, N=7 (LII)

00.10.20.30.40.5

0.60.70.80.9

1

0 0.05 0.1 0.15Axial Location, m

Mol

e Fr

actio

ns, W

ettin

g Fr

actio

n Fw (wetting)YA (cyclohexene)YB (hydrogen)YC (cyclohexane)

Internal Transition, N=7 (L II)

Intra-reactor Wet-Dry Transition

• Abrupt drop in liquid flow • Temperature rise after liquid- gas transition

• Abrupt change in catalyst wetting • Cyclohexene and cyclohexane mole fraction show the effect of evaporation and reaction

(wetting) (cyclohexene) (hydrogen) (cyclohexane)

CHEMICAL REACTION ENGINEERING LABORATORY

Khadilkar (CREL), 1998 1D model

Page 29: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Performance Enhancement by Periodic Operation

0.4

0.6

0.8

1

1.2

1.4

1.6

1.8

0 0.2 0.4 0.6 0.8 1Cycle Split

Con

vers

ion,

X(u

s)/X

(ss)

C(AMS) feed = 2082 mol/m3, L = 0.10 kg/m2sC(AMS) feed = 1484 mol/m3, L = 0.24 kg/m2s

P = 30 psig, Cycle Period = 60 s

τ, (sec)

s (1-σ)

L (ON)

s (1-σ)

L (ON)=L(mean) /σ

L (mean)

(Khadilkar et al., 1999 1D model)

Hydrogenation of α-Methylstyrene to Cumene -under gas limited conditions at different cycle splits

Page 30: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

2-D Rectangular Bed (Liquid Holdup Snapshot)

0 2 4 60

5

10

15

20

25

30THE1

0.610.6057140.6014290.5971430.5928570.5885710.5842860.580.5757140.5714290.5671430.5628570.5585710.5542860.55

CFD LIB 97.2

T = 1.9 50E+ 02

N =1 96037

CFD LIB 97.2

T = 2.0 50E+ 02

N =2 07428

CFD LIB 97.2

T = 2.1 50E+ 02

N =2 18598

CFD LIB 97.2

T = 2.2 00E+ 02

N =2 24118

CFD LIB 97.2

T = 2.0 00E+ 02

N =2 01760

CFD LIB 97.2

T = 3.2 00E+ 02

N =3 53282

0 2 4 60

5

10

15

20

25

30CFD LIB 97.2

T = 1.9 50E+ 02

N =1 96037

0 2 4 60

5

10

15

20

25

30CFD LIB 97.2

T = 1.9 50E+ 02

N =1 96037

CFD LIB 97.2

T = 2.0 50E+ 02

N =2 07428

0 2 4 60

5

10

15

20

25

30CFD LIB 97.2

T = 1.9 50E+ 02

N =1 96037

CFD LIB 97.2

T = 2.0 50E+ 02

N =2 07428

CFD LIB 97.2

T = 2.1 50E+ 02

N =2 18598

CFD LIB 97.2

T = 2.2 00E+ 02

N =2 24118

0 2 4 60

5

10

15

20

25

30THE2

0.220.2061940.1923880.1785820.1647760.1509710.1371650.1233590.1095530.0957470.08194110.06813520.05432930.04052340.0267175

CFD LIB 97.2

T = 1.9 50E+ 02

N =1 96037

CFD LIB 97.2

T = 2.0 50E+ 02

N =2 07428

CFD LIB 97.2

T = 2.1 50E+ 02

N =2 18598

CFD LIB 97.2

T = 2.2 00E+ 02

N =2 24118

CFD LIB 97.2

T = 2.0 00E+ 02

N =2 01760

CFD LIB 97.2

T = 3.2 00E+ 02

N =3 53282

T = 40s T = 15s T = 25s Steady state

LIQUID PERIODIC OPERATION

ON

OFF

Solid Vol. Fraction

60s cycle time = 15s turn-on + 45s turn-off

Dimensions: 29.7 cm x 7.2 cm 33 cells (z) x 8 cells (x) Distributor: 2 cells (L); 8 cells (G) Velocities: 0.1 cm/s (L)-time averaged 10. cm/s (G)

1.0 - ε (r,z)

0 15 30 60 s

Jiang et al, AIChEJ 2001

Page 31: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

CONCLUSIONS AND CHALLENGES • More detailed models that couple the reactor scale and

particle scale events and account fully for momentum conservation, in addition to energy and species mass, are increasingly available. Their continued weakness is lack of understanding of bed structure and uncertainties in models for phase interactions. Data for proper validation on large scale reactors is not available.

• More sophisticated experimental techniques (NMR, X-ray, gamma ray CT, etc.) are being used to generate more detailed pictures of flow and reactant distribution on particle scale and meso scale. There has been lack of success in using this information to generate ‘closure’ terms for large scale models. Prediction of reactor runaway is still not feasible.

• The wide GAP between academic research and industrial practice is widening. It is aggravated by the diminishing expertise in the multiscale approach.

Page 32: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Modeling of Gas-liquid Flows in Trickle Bed Reactors Gunjal and Ranade (2000)

Multiscale Modeling Approach

Microscopic Models

Particle Scale Model •Particles Arrangements •Capillary Forces

Mesoscopic Models

Macroscopic Models

Applications of Models

Direct Numerical Simulation Volume of Fluid

Mueller’s Correlation

Gaussian Distribution

Eulerian-Eulerian

Multi-phase Model

Pressure Drop Liquid Hold-up WPF RTD

Drop Dynamics Drop Spreading Contact Angle

Experimental Validation Experimental Validation

Local Porosity Variation •Axial Porosity Variation •Radial Porosity Variation

Reactor Model •Hydrodynamic Parameters •Liquid Distribution

Reactor Design •Mixing in Reactor •Performance of the Reactor

Page 33: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

• Volume averaged equations on the computational grid

• Porosity distribution on the computational grid (CT data; Gaussian)

• Phase interactions closures (two fluid model, statistical hydrodynamics and relative permeability model)

• Account for pressure difference between gas and liquid phase (“capillary closure”)

• Solution strategy (Fluent/Gambit with Matlab and C codes)

3D Hydrodynamic Eulerian CFD Model Model setup:

Basic input parameters:

• Ergun parameters (E1, E2 for the bed of interest via one phase flow experiments)

• Contact angle (determines likelihood of film vs. rivulet flow)

• Liquid phase relative permeability

Page 34: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

CFD based multiphase flow modeling

CFD-related work Implement the porosity distribution of the bed in k-fluid model Validate the k-fluid CFD simulation and evaluate the closures

CFD

UL

Jiang, Guo, Kuzeljevic CREL , 2000-2010

Page 35: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Liquid Distribution in Trickle Bed Reactors - Experimental Setup

• Exit Liquid Distribution

• Computed Tomography DISTRIBUTOR

Single point 10mm diameter

liquid inlet

PACKING

6’’ (14 cm) Column

1<L/D<4

3mm diameter

glass beads

COLLECTING TRAY

25 cross sectional areas

x/R

y/R

-1 -0.5 0 0.5 1-1

-0.5

0

0.5

1

0.400.360.320.280.240.200.160.120.080.040.00

εL

x/D=0.34 Hbed= 2D

x (mm)

y(m

m)

-60 -40 -20 0 20 40 60

-60

-40

-20

0

20

40

60

6.56.05.55.04.54.03.53.02.52.01.51.00.50.0

Exit liquid distribution, % of total flux (FT)

L/D = 2, FT = 85 kg.m-2.s-1, Mf = 0.054UL = 4 mm.s-1, UG = 0 m.s-1

• Computed Tomography Liquid holdup

Cross-sectional liquid holdup and exit liquid distribution are compared in the region close to the reactor bottom. Results are in good qualitative agreement even though two different parameters (i.e. liquid holdup and exit liquid fluxes) are compared but that is not always the case. CFD predictions remain a challenge!

• Exit Liquid Distribution

Page 36: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Micro-Scale Modeling of Packed Beds

Packing • Randomly packed domains of (102-103) cylindrical particles are made from a

Monte-Carlo packing algorithm. • Because the exact location of the faces of the particles are known,

computational meshes are accurately constructed. Modeling • Micro-scale models of packed beds are based on the Navier-Stokes

equations without an Ergun-type pressure closure relation • More complex conjugate heat transfer models (including heat transport in

solids) are being developed Advanced Hardware Integration • Because of the size of the sparse matrices produced by these meshes, a

computational paradigm shift is necessary to leverage new technology in widely used CFD software.

• Integration of Graphics Processing Units (GPU) to solve these sparse linear systems is being performed with multiple times speedup compared to CPU based linear system solvers.

• Integration of GPU based solvers into OpenFOAM code is currently available.

Combest (2012) CREL

Page 37: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

CONCLUSIONS AND FUTURE CHALLENGES • More detailed models that couple the reactor scale and

particle scale events and account fully for momentum conservation, in addition to energy and species mass, are increasingly available. Their continuous weakness is lack of understanding of bed structure and uncertainties in models for phase interactions. Data for proper validation on large scale reactors is not available.

• More sophisticated experimental techniques (NMR, X-ray, gamma ray CT, etc.) are being used to generate more detailed pictures of flow and reactant distribution on particle scale and meso scale. There has been lack of success in using this information to generate ‘closure’ terms for large scale models. Prediction of reactor runaway is still not feasible.

• The wide GAP between academic research and industrial practice is widening. It is aggravated by the diminishing expertise in the multiscale approach.

Page 38: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Consequences of Liquid Maldistribuition: Simulated Hot Spot for Low Flow Region

(3.3 inch Diameter Low Flow Region)

Mobil;Jaffe, I&EC, 1974

• In presence of hot spot catalyst dry-out may occur leading to rates 100-500 times higher due to reduced diffusional resistance – this feeds the hot spot

Page 39: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Past & Present… … Future

Reaction Engineering of Heterogeneous Catalytic Systems... Art Science

CHEMICAL REACTION ENGINEERING LABORATORY

Science Based Multi-scale Engineering

Page 40: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Reference:

Three-Phase Trickle-Bed Reactors MILORAD P. DUDUKOVIC, Chemical Reaction Engineering Laboratory (CREL), Environmental, Energy and Chemical Engineering (EECE) Washington University, St. Louis, Missouri 63130, United States ZELJKO V. KUZELJEVIC, SABIC Innovative Plastics, Mt. Vernon, Indiana 47620, United States DANIEL P. COMBEST, Engys LLC, Indianapolis, Indiana 46268, United States

ULLMANN’S ENCYCLOPEDIA OF INDUSTRAIL CHEMISTRY

Page 41: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Test Case

Page 42: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Test Reaction

Catalyst: 0.05%, 0.5%, 2.5%,5% Pd on Al2O3 Solvents: Hexane, Cyclohexane, Toluene, Isopropanol Approach: • Kinetic experiments - True kinetics (slurry) - Apparent kinetics (basket) and effectiveness factor determination • Tracer experiments in Trickle Beds - Internal wetting - External wetting • Trickle bed reactor models - Conversion prediction • Comparison - Model and data (down-flow) - Of three modes of operation

Beaudry (1985), Beaudry et al. (1986)

Page 43: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Intrinsic Kinetic Rate

Intrinsic kinetics represent the reaction rates without the following limitations:

External mass transfer Internal diffusion Catalyst deactivation!

• Use crashed catalyst (decrease catalyst size)

• Increase stirring rate of the reactor contents

• Use fresh catalyst

• Regenerate catalyst

• To investigate intrinsic kinetics, experiments are performed in a slurry reactor using crashed catalyst and the whole system is well mixed

Page 44: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Apparent Kinetic Rate

Apparent Kinetics represents the reaction rate without the following limitations:

External diffusion Catalyst deactivation

• Increase stirring rate of the reactor contents

• Use fresh catalyst

• Regenerate catalyst

• To investigate apparent kinetics, experiments are performed in a basket mixed reactor using regular fully wetted catalyst.

Page 45: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Intrinsic, Apparent Kinetics and Effectiveness Factor

Rate) (Intrinsic x factor) essEffectiven( Rate)(Apparent =

• Provides estimate of internal diffusion effects

• Depends on:

- catalyst geometry

- effective diffusivity of reactants

- reaction rate

Page 46: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Experimental Setups for Kinetics Investigation

TC

P

1

2

3 4

2

5

6

7

8

9

10

Basket mixed reactor

Slurry mixed reactor

Autoclave slurry/basket reactor

Page 47: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Effect of operating conditions

Reaction rate is first order in hydrogen Reaction rate is zeroth order in alpha-methylstyrene

All experiments performed in internal and external diffusion limitations free regime (crashed particles, intense mixing); this is intrinsic rate

El-Hisnawi, 1981

Page 48: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

El-Hisnawi, 1981

Effect of temperature

Based on measured reaction rate (in absence of internal and external diffusion limitations) at different temperatures, activation energy has been found

Page 49: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Apparent Kinetics - Experimental Results

Apparent reaction rate as a function of hydrogen partial pressure shows first order dependence

Catalyst: 0.5% Pd on 0.13 cm x 0.56 cm alumina pellets

Solvent: (a) Cyclohexane (b) Hexane

El-Hisnawi, 1981

(a) (b)

Page 50: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Reaction rate found to be:

• First order in hydrogen

• Zeroth order in alpha-methylstyrene (AMS)

Effectiveness factor of completely wetted pellets

• In basket (2.5% Pd on Al2O3 at 15oC<T<30oC

0.05<ηp<0.08 (cyclohexane)

0.17<ηp<0.21 (hexane)

• In trickle bed (partial wetting)

ηTB=f(ηp, ηCE, ηc,Bid,Biw)

0 0.4 0.8 1.2 1.6

partrtial pressure of hydrogen (atm)

0

0.4

0.8

1.

2

1.6

0 8 16 24 32 40

timex0.01(s)

0

1

2

-r Ax1

03(g

mol

e/se

c.g-

pd)

αmsx

104 (

gmol

e/cc

)

Page 51: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Experimental Data and Model Predictions Using Literature Correlations for Downflow Mass Transfer

( )

=<= 01 ;1 ;(ka) ;k ;1 ; CEgllsCE ak

kiws

v ηηη

0 600 1200

0

0.5

1.0

Con

vers

ion

of A

MS

, XB

HR/uL,(s)

ηCE

Page 52: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Reactor Scale Model

Flowing liquid Catalyst pellet

Dry Half-wet Fully-wet

Volume fraction in each group

( ) ( ) 0.1 12 1 2CE

2CE =+−+− CECE ηηηη

Depletion of liquid reactant happens in partially wetted pellet even when it cannot occur in completely wetted one i.e. DeBCBi/DeACAi>>1

Gas A Gas A

Half-wetted pellet

Can happen whenever

BioB

ApB CDe

AvDeX

*31

Λ−>

Page 53: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

−+

−+

−+

=

)1(11)1(

)1(11

εη

η

εη

η

viws

CE

vaws

CE

LBloA

RAB

kakkakUCH

LbPX

Experimental and model-predicted conversion for α-methylstyrene (AMS) hydrogenation in a laboratory-scale trickle bed reactor. (After Mills and Dudukovic, 1983)

Page 54: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

0.5% Pd on alumina hexane solvent

Mass velocity, L, kg/m2.s 0.0 1.0 2.0 3.0

Con

vers

ion

of B

, XB

0

.5

1.

0

0.5% Pd on alumina cyclohexane solvent

Maleic acid hydrogenation

0.0 1.0 2.0

0

.5

1.

0

Mass velocity, L, kg/m2.s

Rat

e, m

ol/m

3 s

2.5% Pd on alumina cyclohexane solvent

Mass velocity, L, kg/m2.s Mass velocity, L, kg/m2.s

0.0 1.0 2.0

0

.5

1.

0

0

.05

0.10

0.0 1.0 2.0

Con

vers

ion

of B

, XB

Beaudry et al. (1986)

Page 55: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Prediction of TBR performance for gas-limited reactions demonstrated Given: -Slurry kinetic data -Effectiveness factor on particles to be used (basket reactor) -Correlation for wetting efficiency -Correlations for gas-liquid-solid mass transfer -Reactor model that accounts for partially wetted particles Model predictability demonstrated by -Changing catalyst activity (0.05%Pd, 2.5%Pd, 5%Pd all on alumina) -Changing solvent (hexane, cyclohexane, etc.) -Changing reaction system (e.g. hydrogenation of α-methyl styrene and of maleic acid) Models based on first principles have the predictive ability for determination of reactor performance Importance of partial wetting in trickle beds illustrated.

Page 56: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

TRICKLE BED REACTOR PACKED BUBBLE COLUMN

Gas Liquid

Gas

Liquid

Liquid

Gas

Gas

Liquid

Partial wetting Complete wetting

Page 57: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

FLOW REGIMES AND CATALYST WETTING EFFECTS

DOWNFLOW (TRICKLE BED REACTOR) UPFLOW (PACKED BUBBLE COLUMN)

100

1000

10000

10 100 1000

Re(

Gas

)

Re (Liquid)

BUBBLE (I)

PULSE

BUBBLE (II)

CHURN

PSEUDOSPRAY

PSEUDOPULSE

10

100

1000

10000

1 10 100 1000

Re(

Gas

)

Re (Liquid)

TRICKLE PULSE

DISP .BUBBLE

WAVYSPRAY

PARTIAL WETTING COMPLETE WETTING

CATALYSTLIQUIDGAS

(Trickle Flow Regime) (Bubble Flow Regime)

CREL

Page 58: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

Downflow and Upflow Experimental Results under Gas and Liquid Limited Conditions without Fines

00.10.20.30.40.50.60.70.80.9

1

0 100 200 300 400

Con

vers

ion(

X)

Space time , s

UPFLOW

DOWNFLOW

CBi=7.8%v/v, P=30psig

Gas Limited γ=8.8

CREL

00.10.20.30.40.50.60.70.80.9

1

0 50 100 150 200

Con

vers

ion(

X)

Space time, s

DOWNFLOW

UPFLOW

CBi=3.1(v/v)%,P=200psigLiquid Limited γ=0.8

Downflow outperforms upflow due to partial external wetting and improved gas reactant access to particles

Upflow outperforms downflow due to more complete external wetting and better transport of liquid reactant to the catalyst

γ = DeL CB / DeG CA

Khadilkar (1998), Khadilkar et al. (1999)

Page 59: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

ABOUT EQUAL PERFORMANCE DUE TO COMPLETE WETTING

00.10.20.30.40.50.60.70.80.9

1

0 50 100 150 200

Con

vers

ion(

X)

Space time,s

DOWNFLOW

UPFLOW

CBi=6.7 %(v/v), P=30 psigγ=7.5

Fines Packing Procedure: Vol. of Fines ~Void volume (Al-Dahhan et al. 1995)

CREL

Downflow and Upflow Experimental Results under Gas and Liquid Limited Conditions with Fines

00.10.20.30.40.50.60.70.80.9

1

0 50 100 150 200

Con

vers

ion(

X)

Space time,s

DOWNFLOW

UPFLOW

CBi=3.18%(v/v), P=200 psig.γ=0.8

Page 60: Lecture 6: Trickle Beds · 2018-03-20 · Packed catalyst beds with two phase flow are used in many heterogeneous catalytic processes. Models evolved from empirical with experimental

CHEMICAL REACTION ENGINEERING LABORATORYCHEMICAL REACTION ENGINEERING LABORATORY

Conclusions: Knowledge of flow regime, limiting reactant and degree of liquid volatilization is important in scale-up Constant LHSV is conservative scale-up strategy for liquid limited reactions For gas limited reactions only constancy of both LHSV and reactor length guarantee conservative scale-up Adsorbing and non adsorbing tracers can provide information on: particle scale incomplete contacting liquid mal-distribution

Use of fines separates kinetics from hydrodynamics and reduces the differences between up-flow and down-flow Model based prediction of performance of trickle beds is possible and highly advisable