2. internal mass transfer effects a. general derivation ... · s = diffusion coefficient of s in...

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2. Internal Mass Transfer Effects Enzymes are immobilized to a porous support having large internal surface areas. a. General Derivation Assumptions: Immobilized enzyme is distributed uniformly; reaction involves no change in pH and electrostatic effects are negligible

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Page 1: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

2. Internal Mass Transfer Effects

• Enzymes are immobilized to a poroussupport having large internal surface areas.

a. General Derivation

Assumptions: Immobilized enzyme is distributed uniformly; reaction involves no change in pH and electrostatic effects are negligible

Page 2: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

Substrate (S) material balance onrepresentative shell:

Rate of accum Rate of Rate of Rate ofof S S in S out S generation

rr+ r

= - +

At steady-state….

Page 3: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

Rate of accum Rate of Rate of Rate ofof S S in S out S generation

= - +

0 = (AS)|r - (AS)|r+r - v·VSHELL

S is consumed

A = surface area of shell = 4r2

v = rate of reaction (moles/time·volume)VSHELL = volume of shell = 4r2rS = flux of S (moles/time·area)

So, 0 = (4r2S)|r - (4r2S)|r+r - v·4r2r

Divide by 4r and take limit as r 0 ….

Page 4: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

dr_______0 = - vr2- d(r2S)

From Fick’s Law:

dr____S = -DeffdS

S = f(r) only

Deff = effective diffusion coefficient

S = - cDeff XS + XS∑i∆

ALL i

Result of material balance

Page 5: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

For constant Deff:

dr___vr2 = Deff ( )d r2

drdS___

dr___Note: ( ) = r2 + 2rd r2

drdS___

drdS___

dr2d2S____

So, v = Deff + drdS___

dr2d2S____

r2__( )

This equation is general, and we now can define the system kinetics

Page 6: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

Deff = DS HP___

DS = Diffusion coefficient of S in bulk fluid

P = Particle porosity(some of a particle’s cross section is occupied bysolid matrix and hence is not available for diffusion)

= Tortuosity (range is 1.4 – 7)(pore network is complex and entangled so diffusion occurs only in certain allowed directions)

H = Hindrance factor(pores have small diameter – same scale as sizeof molecules – and this hinders diffusion)

Page 7: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

H = (1-)2(1-2.104+2.093-0.955)

solute radius/pore radius

Renkin Equation (good for 0.4

Mass transfer rates often depend on surface chemistry and charge! Can be quite complicated!

[E. M. Renkin, J. Gen. Physiol. 38 (1954) 225-243]

Page 8: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

If local reaction kinetics follows Michaelis-Menten kinetics, then:

________VMAX′′S

KM + Sv =

VMAX′′ = max. reaction rate per unit volume support

So,

= Deff + drdS___

dr2d2S____

r2__( )________VMAX′′S

KM + S

I’ll discuss later what happens if reaction follows first order kinetics

b. Michaelis-Menten Kinetics

Page 9: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

= Deff + drdS___

dr2d2S____

r2__( )________VMAX′′S

KM + S

Boundary Conditions:

A) = 0drdS___

No concentration gradient at center of catalyst

B) S = SSURF

Concentration at surface of particle is known

@ r = 0

@ r = R

Page 10: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

Assign Dimensionless Variables:

x = SSURF

S______ Fractional concentration (S in book*)_

=KM

Fractional Michaelis Constant (1/ in book*)SSURF______

= Rr__ Fractional radius (r in book*)-

* Shuler, Kargi, Bioprocess Engineering, 1st edition, p. 87

Page 11: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

Make Differential Equation Dimensionless:

= Deff + drdS___

dr2d2S____

r2__( )________VMAX′′S

KM + S

= Deff + R2___( )______________VMAX′′xSSURF

SSURF/ + xSSURF R2 d2d2x________SSURF

R ddx_______SSURF

( )= Deff + 2____________VMAX′′x

1 + x d2

d2x____R2

SSURF_____ddx___

= + 2__________x

1 + x d2

d2x____R2 VMAX′′

DeffSSURF_________ddx___( )

Page 12: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

= + 2__________9x

1 + x d2

d2x____R2 VMAX′′9DeffSSURF_________

ddx___( )

= + 2__________9x

1 + x d2

d2x____R2 VMAX′′9DeffKM_________

ddx___( )

Let _________9DeffKM

R2 VMAX′′

Or ___3R ______

DeffKM

VMAX′′Dimensionless Group“Thiele Modulus” for Michaelis-Menten Kinetics

√_________

Page 13: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

Boundary Conditions Become:

A) = 0ddx___

B) x = 1

2 = + 2__________9x

1 + x d2

d2x____ddx___

Equation Becomes (Note book is slightly different, p. 87):

@ = 0

@ = 1

Solution of this Differential Equation (numerically) yields the concentration of x (or real variable S) as a function of (or r)

Page 14: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

For example, for =1:

Blanch, Clark, Biochemical Engineering, (1997) p. 131

Page 15: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

At steady-state:

Rate of substrate Rate of substrateconsumed inside sphere entering sphere=

vACTUALVSPHERE = ASPHERE (-S|r=R)

VSPHERE = Volume of sphere

-S|r=R = Flux of S at surface(Note: S is defined as flux in the r direction; we want flux into sphere)

ASPHERE = Surface area of sphere

vACTUAL = Actual, observed reaction rate(moles/volume·time)

Page 16: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

dr____S = -DeffdS

Recall:

Or:

dr____S = -Deff dS

____

_r=R____

r=R

So:

vACTUAL =ASPHEREVSPHERE

_______dr

____Deff dS

____

_r=R

vMAX =__________VMAX′′SSURF

KM + SSURF

The actual moles S reacted per volume sphere per time

The maximum reaction rate, assuming S=SSURFthroughout sphere

Page 17: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

Internal Effectiveness Factor = I

I = _______vACTUAL

vMAX

_______________________Observed Reaction RateMaximum Reaction RateI =

I = ASPHEREVSPHERE

_______ ___________________VMAX′′SSURF/(KM + SSURF)

dr____Deff dS

____

_r=R

( )

Page 18: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

I = ASPHEREVSPHERE

_______ ___________________VMAX′′SSURF/(KM + SSURF)

dr____Deff dS

____

_

r=R( )

= ASPHEREVSPHERE

_______ 3R

___

Using dimensionless variables, this equation becomes:

I = _______________3 2 [1/(1 + )]

d____dx

____

_

=1 = f(, )

The result is….

Page 19: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

Blanch, Clark, Biochemical Engineering, (1997) p. 132

slabs

spheres

Page 20: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

As 0 (SSURF<<KM) the effectiveness factor approaches…

I = _____ 11 3

________1tanh(3[ ]_

Special Cases

I = 1

(slow reaction, fast diffusion)As 0 (VMAX′′ small, Deff large) …

In this case, the substrate diffuses far into the pore structure before being consumed. Concentration of substrate is nearly uniform throughout catalyst

Page 21: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

I is greater for greater values of (when SSURF is higher relative to KM).

(fast reaction, slow diffusion)As ∞ (VMAX′′ large, Deff small) …

In this case, the substrate is consumed before it diffuses very far. Reaction is limited to a thin region near periphery of particle.

I is close to 1 if SSURF is really large, in which case reaction rate is close to VMAX′′everywhere in particle.

Page 22: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

and must be known to calculate I !

However, in order to calculate and we must knowVMAX′′ and KM. These parameters are not readily obtained from a diffusion-disguised reaction. Also, these values for an immobilized enzyme may be different than the values for the free enzyme.

Difficulty…

We therefore define an observable modulus, OBS:

Let obs ___________

9DeffSSURF

R2 Vobs notice that obs is not squared

Page 23: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

Blanch, Clark, Biochemical Engineering, (1997) p. 135

Note that obs is not as strong a function of as

obs

Reaction Limited RegimeI ~ 1

Mass Transfer Limited RegimeI ~ 1/obs

Page 24: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

Chymotrypsin is immobilized in a spherical porous support. In preliminary studies of the immobilized enzyme’s activity, reaction rates were measured using the substrate N-acetyl-L-tyrosine ethyl ether (ATEE):

Enzyme Loading: 1.27 mg/g particleSSURF: 1 mmol ATEE/LDeff: 3.8 ×10-6 cm2/sR: 60 mPART: 0.41 g particle/cm3 particleVobs: 498 mol ATEE/mg enzyme·min

Example:

1) Find I2) What particle size is necessary to ensure kinetic

properties of system will be studied under reaction-limited conditions?

Page 25: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

Vobs (498 mol ATEE/mgE·min)(1.27 mgE/g Part)(0.41 g Part/cm3 Part)

Vobs = 259.3 mol ATEE/cm3 Part·min

SSURF = (1 mmol/L)(1000 mol/mmol)(L/1000 cm3)

SSURF = 1 mol/cm3

Deff = (3.8 × 10-6 cm2/s)(60 s/min)

Deff = 2.28 × 10-4 cm2/min

1) Find I

Page 26: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

obs ___________

9DeffSSURF

R2 Vobs

obs ________________________________________

9(2.28 × 10-4 cm2/min)(1 mol/cm3)(60 × 10-4 cm)2(259.3 mol ATEE/cm3 Part·min)

obs 4.5

Fairly large value of obs indicates reaction rate is diffusion limited. is unknown. Also, since the system is diffusion-limited, we cannot find KM in the conventional manner. However, we know that 0 ≤ ≤ ∞, so we can obtain a range for from figure.

Must be dimensionless!

Page 27: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

We know that obs is 4.5

obs

So, we know that 0.17 ≤ I ≤ 0.35.Soluble enzyme has KM = 0.73 mM; = 1.4; I = 0.29.

Page 28: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

2) What particle size is necessary to ensure kinetic properties of system will be studied under reaction-limited conditions?

obs ___________

9DeffSSURF

R2 Vobs

0.3 _______________________________9(2.28 × 10-4 cm2/min)(1 mol/cm3)R2(259.3 mol ATEE/cm3 Part·min)

R 0.00154 cm = 15.4 m

Effectiveness factor I is ~1 when obs < 0.3…

Page 29: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

If local reaction kinetics follows first order kinetics, then:

So,

kS = Deff + drdS___

dr2d2S____

r2__( )

b. First Order Kinetics

v = kSRemember we included the negative sign in the original material balance

Page 30: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

Same Boundary Conditions:

A) = 0drdS___

No concentration gradient at center of catalyst

B) S = SSURF

Concentration at surface of particle is known

@ r = 0

@ r = R

kS = Deff + drdS___

dr2d2S____

r2__( )

Page 31: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

Same Dimensionless Variables:

x = SSURF

S______ Fractional concentration

= Rr__ Fractional radius

(Don’t define a since we don’t have a two-parameter kinetic equation)

Thiele Modulus:

______9Deff

R2 k ___

3R ____

Deff

k√______

Page 32: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

Differential Equation Becomes:

= + 2___92x

d2

d2x____ddx___

And the solution is:

__________x = 0 sinh (3)sinh (0)

S = f(, )

__________x = sinh (3)sinh (3) Note at center ( = 0):

__________x = sinh (3)1

Page 33: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

I = _____ 11 3

________1tanh(3[ ]_

I = _______vACTUAL

vMAX

I = ASPHEREVSPHERE

_______ ___________________kSSURF

dr____Deff dS

____

_

r=R( )

And from definition of Internal Effectiveness factor:

Page 34: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

S B by a first order reaction in a porous catalyst. The following data are available:

SSURF: 2 mmol/LDeff: 5.1 ×10-6 cm2/sR: 100 mk: 125 /min

Problem

1) Find S at R = 50 m2) Find I

Page 35: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

___3R ____

Deff

k√______

____________3

100 × 10-4 cm ___________________5.1 × 10-6 cm2/s

(125 /min)(min/60 s)√___________________

2.1

Page 36: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

= 10050___

1) Find S at R = 50 m

= Rr__

x = __________ sinh (3)sinh (3)

x = _______________0.5 sinh (3 × 2.1)

sinh (3 × 2.1 × 0.5)

= 0.5

= 0.086

S = xSSURF = (0.086)*(2 mmol/L) = 0.172 mmol/L

Page 37: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

2) Find I

I = _____ 11 3

________1tanh(3)[ ]_

I = ___________ 112.1 3 × 2.1

___________1tanh(3 × 2.1)[ ]_

I = 0.40

Page 38: 2. Internal Mass Transfer Effects a. General Derivation ... · S = Diffusion coefficient of S in bulk fluid P = Particle porosity (some of a particle’s cross section is occupied

A complex problem

4. Simultaneous External & Internal Mass Transfer Resistance

SSURF is not equal to SBULK

Biot Number is key dimensionless group:

If Bi>100 then external resistance is negligible

Bi _____Deff

kSR _______________________External Mass Transfer RateInternal Diffusion Rate=

kS is the mass transfer coefficient