CPD nr. 3312
Conceptual Process Design
Process Systems Engineering
DelftChemTech - Faculty of Applied Sciences
Delft University of Technology
Appendix
Design of an integrated
fermentation-crystallization process
applied to the production of DOIP
Authors
Study nr. Telephone nr.
Sjoerd Blokker
Marcel Dabkowski
Willem Groendijk
Dirk Renckens
Jeroen de Rond
1013807
1013882
9279761
9686621
1014099
06 – 18812808
06 – 27106515
06 – 11340028
06 – 24897042
06 – 18086546
Keywords
Fermentation, crystallization, ISPR, in situ product removal,
Levodione production, (6R)-dihydro-oxoisophorone, DOIP
Assignment issued: 21-09-2004
Report issued:
20-12-2004
Table of contents
Appendix 1 Extra designed unit operations ... 1
Appendix 1.1 Adsorber ... 1
Appendix 1.2 Dialysis ... 2
Appendix 2 Process, Options and Selection ... 5
Appendix 2.1 Process flow sheets Base case ... 5
Appendix 3 Basis of Design ... 6
Appendix 3.1 List of Pure components ... 6
Appendix 3.2 Battery limit ... 7
Appendix 3.3 Costs of immobilization ... 15
Appendix 3.4 Economic Margin ... 16
Appendix 4 Thermodynamic Properties ... 19
Appendix 4.1 Method of Anderson, Beyer and Watson ... 19
Appendix 4.2 Lydersen’s method ... 20
Appendix 4.3 Critical compressibility factor and acentric factor ... 21
Appendix 4.4 Yen and Woods correlation ... 22
Appendix 4.5 Method of Chueh and Swanson ... 23
Appendix 4.6 Method of Rihani and Doraiswamy ... 24
Appendix 4.7 Vapour pressure relation ... 25
Appendix 4.8 Solubility experiments of DOIP ... 26
Appendix 4.9 Solubility and melting enthalpy ... 29
Appendix 4.10 Distribution coefficients ... 31
Appendix 4.11 Diffusion coefficients in water ... 32
Appendix 4.12 Base case reaction kinetics ... 33
Appendix 5 Process Structure & Description ... 34
Appendix 5.1 Process Flow Schemes Base case ... 34
Appendix 5.1.1 Main Process Flow Scheme Base case ... 35
Appendix 5.1.2 Batch Operations Base case ... 35
Appendix 5.2 Batch Cycle Diagrams Base case ... 45
Appendix 5.3 Process Stream Summary Base case... 50
Appendix 5.4 Utilities Base case ... 56
Appendix 5.5 Process Flow Scheme ISPR ... 57
Appendix 5.5.1 Main Process Flow Scheme ISPR case ... 58
Appendix 5.5.2 Batch Operations ISPR case ... 58
Appendix 5.6 Batch Cycle Diagrams ISPR ... 62
Appendix 5.7 Process Stream Summary ISPR ... 64
Appendix 5.8 Utilities Base ISPR ... 70
Appendix 6 Overview batch operations Base case ... 71
Appendix 7 Mass and Heat balances ... 74
Appendix 7.1 Mass and Heat balances fermentation section Base case ... 74
Appendix 7.2 Mass and Heat balances downstream section Base case ... 74
Appendix 7.3 Component balance for the Base case ... 74
Appendix 7.4 Mass and Heat balances for streams per cycle in the ISPR case . 774 Appendix 7.5 Component balance ISPR case ... 74
Appendix 8 Process and Equipment Design ... 79
Appendix 8.1 Characterization biomass Base case ... 79
Appendix 8.1.1 Mass transfer limitations ... 79
Appendix 8.2 Fermentor Design Base case ... 82
Appendix 8.2.1 Modelling of the kinetics for the large scale ... 82
Appendix 8.2.2 Characterization of the Base case fermentor ... 84
Appendix 8.3.1 Extractor design ... 87
Appendix 8.3.2 Evaporation design ... 90
Appendix 8.4 Fermentor modelling ISPR case ... 92
Appendix 8.4.1 Balances for the ISPR modelling ... 92
Appendix 8.4.2 Results of the Matlab® ISPR model ... 96
Appendix 8.5 Scale-up of fermentor ISPR case ... 99
Appendix 8.6 Equipment Summary Sheet Base case ... 106
Appendix 8.7 Equipment Summary Sheet ISPR case ... 110
Appendix 8.8 Equipment specification sheets Base case ... 114
Appendix 8.9 Equipment specification sheets ISPR case ... 114
Appendix 9 Wastes ... 133
Appendix 9.1 Wastes Base case ... 134
Appendix 9.2 Wastes ISPR case ... 134
Appendix 10 Process safety ... 136
Appendix 10.1 DOW F&EI of Base case ... 136
Appendix 10.2 HAZOP study Base case ... 139
Appendix 10.3 DOW F&EI of ISPR case ... 140
Appendix 10.4 HAZOP study ISPR case ... 143
Appendix 11 Economy ... 144
Appendix 11.1 Base case ... 144
Appendix 11.1.1 Investment Base case ... 144
Appendix 11.1.2 Operating Costs Base case ... 147
Appendix 11.1.3 Economic criteria Base case ... 149
Appendix 11.2 Economics ISPR ... 151
Appendix 11.2.1 Investment ISPR ... 151
Appendix 11.2.2 Operating Costs ISPR ... 154
Appendix 11.2.3 Economic criteria ISPR ... 156
Appendix 11.3 Changes made ... 158
Appendix 11.4 Final Economic Figures ... 160
Appendix 12 Creativity and Group Process Tools ... 162
Appendix 12.1 Group activities ... 162
Appendix 12.2 First Brainstorm: ideas of improvement ... 163
Appendix 12.3 Possible improvements after first brainstorm, d.d. 29-9-2004 .. 167
Appendix 12.4 Component imagination session. ... 169
Appendix 12.5 Process concepts visual brainstorm session ... 172
Appendix 12.6 Rating process concepts visual brainstorm ... 174
Appendix 12.7 Plant visit DSM Venlo ... 175
Appendix 13 Contents of CD-ROM CPD3312 ... 177
Appendix 13.1 Base Case ... 177
Appendix 13.2 ISPR ... 178
Appendix 1 Extra designed unit operations
Appendix 1.1
Adsorber
The adsorber unit described for the Base case patent EP1074630 [10], uses sepabeads SP-850, a hydrophobic adsorption resin, which is made from
styrene-divinylbenzene polymer by Mitsubishi Chemical Company. The chemical structure1 of
the polymer can be seen in Figure A1.1.
Figure A1.1: schematic drawing of Sepabead SP-850 structure3.
This resin has good adsorption and desorption (up to 100%) characteristics as some
researchers have reported1.
Below some characteristics of the adsorber resin are given. Table A1.1: Characteristics of adsorber resin Sepabead SP-850
Parameter Value
Density2 670 kg/m3
Specific surface area2 1000 m2/g
Pore volume2 1.2 mL/g
Swelling tendency3 1.3
Mean particle diameter2 0.5 mm
Pore radius4 38 * 10-10 m
The costs of an adsorber would consist of a column and the resin itself. The adsorber, described in the patent, would have a price of around 6,5 k€:
From [1, p 23] the price for the smallest column (V= 3.8 m3) was around 20 k€. A
cylindrical tank of 0.8 m3 was around 5 k€. The latter has been taken as the base
price for a column of 200 L.
The price for the resin is typically 12,5 k€/m3 [5], thus 0.15 m3 of resin, as is
described in the patent, would cost around 1.5 k€.
1http://www.iwaponline.com/ws/00401/ws004010119.htm 2 http://www.mitsubishichemical.com/Sepabeads_Main/Sepabeads_Main_R_E.htm 3http://www.ixresin.com/tech/data20.html 4http://www.mitsubishichemical.com/Sepabeads_Tables/Sepabeads_Table_R_E.htm
Appendix 1.2
Dialysis
In this chapter the dialysis option will be evaluated to separate the DOIP from the fermentor stream in the ISPR case. The area of the dialysis unit will be the determining factor for the feasibility of the dialysis unit.
The area of the dialysis unit is calculated with
(A1.1)
with being the flow through the membrane, the overall mass-transfer
coeffienct a DOIP DOIP lm DOIP DOIP n A K c n K , , ,
nd the log mean driving force.
can be calculated with:
1 1 1 (A1.2)
where both are mass transf lm DOIP m DOIP i f M i i p i c K l K k P k
k er coefficients for the feed side and the permeate side
boundary layer and is the wet thickness (thickness of membrane if wetted).lm
PM,i is the solute permeability and is equal to the effective internal diffusion (De,i),
which can be calculated with [22, p 728]:
, , (A1.3)
with the porosity of the membrane, the ordinary molecular diffusion coefficient of solute i e i r i i D D K D , 4 ,
in the solution, the tortuosity and the restrictive factor:
1 (A1.4)
with the molecul
r i m r i p m i K d K d
d ar diameter and the pore diameter.dp
Equation A1.4 of the restrictive factor can only be used if dm/dp exceeds 0.01.
The molecular diameter is determined with Chemsketch to be 10*10-10 m.
For the other items of the formulas above the following assumptions have been made, all reasonable values when cellophane is used [22, p 748]:
- Porosity = 0.35
- Tortuosity = 4
- Pore diameter = 40*10-10 m
Table A1.2: Calculation of lm/Pm,i Quantity value dm/dp 0.25 Kr 0.316 m/s De,i 3.4*10-11 m2/s. lm/Pm,i 1.8*106 s/m
The mass transfer coefficients for both the feed side and the permeate side are assumed to be equal and can be estimated with the empirical film-model correlation [22, p 745]: 0.33 Re (A1.5) d b i h h i k d d Sh a Sc D L
with Sh the Sherwood number, dh the hydraulic diameter of the membrane, Re the
Reynolds number, Sc the Schmidt number and L the length of the channel of the membrane. The expressions of Re en Sc are given below.
10 2 and Re
where is the viscosity of the solute.
With the solute being water, 0.001 and 1000 kg/h and
the diffusivity of DOIP in water 8.5 10 m / , this gives Sc = 1176
h i i v d Sc D Pa s D s
The ki’s have been calculated for 2 regimes, turbulent (Re = 10000) and laminar (Re
= 200) flow in the tube. This has been done to see if these mass transfer coefficient have an influence on the diffusivity.
Typical values for hollow fibre membranes are L = 1 m and dh=0.005 m [22, p 722].
For the different regimes the values of a, b and d differ. With all the values given
above and the values of a, b and d from [22, p 746], the ki is calculated for circular
tubes and given in the table below.
Table A1.3: values for constants a, b, d and ki
Flow regime Re a b d ki (m/s) 1/ki (s/m)
Turbulent 10000 0.023 0.8 0 6.4*10-5 1.6*104
Laminar 200 1.86 0.33 0.33 3.3*10-6 3.0*105
As can be seen in Table A1.3 the values for 1/ki are much smaller than the obtained
Table A1.2), so in both regimes they can be neglected in the calculation of the
overall mass transfer coefficient, KDOIP, which then becomes 5.6*10-7 m/s.
With the resistance over the membrane now known the flow (nDOIP) and driving force
(∆clm) have to be estimated.
To have a production of 2000 kg a flow over the dialysis unit should be 1.8 mmol/s according to:
W,DOIP
Total DOIP Production (A1.6)
M Total Production Time
2000 kg 1000 0.0018 / 154.19 2000 h 3600 sec/h DOIP DOIP n n mol s
The driving force over the unit can be described by the log mean driving force:
, , , , , , , , ln f in c out f out c in lm f in c out f out c in C C C C c C C C CThe concentration of DOIP (Cf, in) from the fermentor into the dialysis unit is the
maximal solubility of DOIP in water at 30 oC, 57 mmol/l. The concentration of DOIP
Cc,in coming from the crystallizer is the maximal solubility of DOIP in water at 5 oC,
25 mmol/l. With the assumption that the minimal concentration difference over the membrane is 5 mmol/s, this gives a concentration of DOIP going out of the dialysis
unit at the crystallizer side (Cc,out) out 50 mmol/l.
With Cf,out having a guessed value of 40 mmol/l, this gives
clm 9.1 mmol/s
With all these numbers a total membrane area of 353 m2 is obtained. The membrane
area would be smaller if a solvent on the crystallizer side would be used, because of the higher solubility of DOIP in a solvent. This has however a significant backlash of removing also OIP from the fermentor, which would make it impossible to operate the system.
Cf, out
Cc, in Cc, out
Appendix 2 Process, Options and Selection
Appendix 2.1
Process flow sheets Base case
Here simplified flow sheets of the Base case production process are given. First the flow sheet of the process as described in a patent is shown and shortly explained. Afterwards our designed process is shown. All flows except the airflow are non-continuous.
Figure A2.1: Simplified Block Scheme of DOIP production process as mentioned in patent EP1074630 [10] OIP 2.6 t/a (1.24 t/t) Glucose 7.9 t/a (3.8 t/t) Water 421.6 t/a (200.8 (t/t) Air 59.4 t/a (28.3 t/t) Solvent 38.7 t/a (18.4 t/t) Reactor T = 30oC P = 1 bar pH = 4.5 Yield = 80% Extractor T = 20oC P = 1 bar Yield = 98% Crystallizer T = 5oC P = 0.03 - 1 bar Yield = 94%
Reaction Separation Product recovery
Solvent 65.3 t/a Air 59.4 t/a (28.3 t/t) 69.5 t/a To waste To waste 3.9 t/a (0.19 t/t) DOIP crystals 2.1 t/a (1.0 t/t) 432.1 t/a 466.6 t/a (222.2 t/t) Filter T = 20oC P = 1 bar Yield = 0.999% 16.8 t/a Filtrate 12.6 t/a Washing water 1.8 t/a (0.86 t/t)
Purification
Total in 532 t/a Total out 532 t/a
OIP 2.6 t/a (1.24 t/t) Glucose 7.9 t/a (3.8 t/t) Water 421.6 t/a (200.8 (t/t) Air 59.4 t/a (28.3 t/t) Solvent 38.7 t/a (18.4 t/t) Reactor T = 30oC P = 1 bar pH = 4.5 Yield = 80% Extractor T = 20oC P = 1 bar Yield = 98% Crystallizer T = 5oC P = 0.03 - 1 bar Yield = 94%
Reaction Separation Product recovery
Solvent 65.3 t/a Air 59.4 t/a (28.3 t/t) 69.5 t/a To waste To waste 3.9 t/a (0.19 t/t) DOIP crystals 2.1 t/a (1.0 t/t) 432.1 t/a 466.6 t/a (222.2 t/t) Filter T = 20oC P = 1 bar Yield = 0.999% 16.8 t/a Filtrate 12.6 t/a Washing water 1.8 t/a (0.86 t/t)
Purification
Total in 532 t/a Total out 532 t/a
Figure A2.2: Simplified Block Scheme of Base case DOIP production process
The thicker lines show the flow of product. The numbers shown in this figure are flows per annum, where in this case an annum is 2000 hours. The downstream of the patented production process is not used in the further design, so no mass streams are given in the particular block scheme.
Reactor T = 30oC P= 1 bar pH= 4.5 Reactor T = 30oC P= 1 bar pH= 4.5 T = 70oC P = 1 bar T = 5-70oC P < 1.1 bar
Reaction
Separation
Purification
OIP Glucose water air air methanol methanol methanol DOIP crystals air Water to waste OIP Glucose water air Reactor T = 30oC P= 1 bar pH= 4.5 Reactor T = 30oC P= 1 bar pH= 4.5 T = 70oC P = 1 bar T = 5-70oC P < 1.1 bar
Reaction
Separation
Purification
OIP Glucose water air air methanol methanol methanol DOIP crystals air Water to waste OIP Glucose water air
Appendix 3 Basis of Design
Appendix 3.1
List of Pure components
APART INVOEREN EXCEL SHEET Table A3.1: List of pure components
Appendix 3.2
Battery limit
In this appendix the materials entering and leaving the battery limit are presented in tables with their additional information.
Table A3.2: Ingoing baker’s yeast
Name: Ingoing baker’s yeast (Saccharomyces cerevisiae)
Comp. Units Specification Case: ISPR
Available Design Notes Additional Information
Baker’s yeast %wt 97.5 97.5 (1) (1) The baker’s yeast has to be
handled aseptically in order
Water 2.5 2.5 to prevent contamination
with harmful organisms for the
fermentation.
Total 100.0 (2) This price is an indication given by
Process Conditions and Price DSM Bakery Ingredients.
Temp. N/A5 ambient Acquisition of larger amounts
might reduce the price per kg.
Press. Bara 1
Phase V/L/S S
Price €/kg 1.40 (2)
Table A3.3: Ingoing immobilized biomass
Name: Ingoing immobilized biomass (Saccharomyces rouxii)
Comp. Units Specification Case: Base
Available Design Notes Additional Information
Ionized water %wt 41.6 41.6 (1) (1) See Table A3.23
Modified yeast cells 2.2 2.2
Resin 55.5 55.5
Calcium alginate 0.4 0.4
2-hydroxy-2-methylpropiophenone 0.1 0.1
Total 100.0
Process Conditions and Price
Temp. N/A ambient
Press. Bara 1
Phase V/L/S S
Price €/kg 15.45 (1)
Table A3.4: Ingoing OIP
Name: Ingoing OIP
Comp. Units Specification Case: Base, ISPR
Available Design Notes Additional Information
OIP %wt >98 >98 (1) (1) The OIP will be provided by Fluka
Impurities <2 <2 Chemie AG. For now, there is
insufficient information present
about the impurities.
(2) OIP is supposed to be liquid
Total 100.0
Process Conditions and Price (3) This price is an indication given
Temp. oC 30 (2) by the market price for OIP
Press. Bara 1 (5kg, purity of ≥98 %wt)
Phase V/L/S L divided by factor 36
Price €/kg 100 (3)
Table A3.5: Ingoing glucose
Name: Ingoing glucose (aq)
Comp. Units Specification Case: Base, ISPR
Available Design Notes Additional Information
Glucose %wt 80 80.0 (1) (1) The glucose is dissolved in
Water 20 20.0 water and added to the
Total 100.0 fermentation as the C-source for
the biomass.
Process Conditions and Price (2) Taken from [12, p 340]
Temp. N/A ambient
Press. Bara 1
Phase V/L/S L
Price €/kg 0.3 (2)
Table A3.6: Ingoing filtered air
Name: Ingoing filtered air
Comp. Units Specification Case: Base, ISPR
Available Design Notes Additional Information
Nitrogen %vol 78.1 78.1 (1) Price indication is obtained
from [23, p 263].
Oxygen 21.0 21.0
Other 0.9 0.9
Total 100.0
Process Conditions and Price
Temp. N/A ambient
Press. Bara 2
Phase V/L/S V
Table A3.7: Ingoing sterilised process water
Name: Ingoing sterilised process water
Comp. Units Specification Case: Base
Available Design Notes Additional Information
Water %wt 100 100 (1) (1) Sterilised process water is used
for the fermentation and other purposes in the design.
Total 100.0
Process Conditions and Price
Temp. N/A ambient
Press. Bara 1 (2) Price is twice the price for
process water from [23, p 263].
Phase V/L/S L
Price €/t 0.34 (2)
Table A3.8: Ingoing activation liquid (buffer)
Name: Ingoing activation liquid (buffer)
Comp. Units Specification Case: Base, ISPR
Available Design Notes Additional Information
NaxHyPO4 %wt 0.52 (1) (1) The buffer is used for the
activation of the biomass and as fermentor liquid in ISPR.
MgSO4 0.06
Water 99.42
Total 100.00 (2) The price is taken from the
market price of sodium phosphate and magnesium sulphate from [12, p 340]. The price of water is taken from [23, p 263].
Process Conditions and Price
Temp. N/A Ambient
Press. Bara 1
Phase V/L/S L
Price €/kg 0.008 (2)
Table A3.9: Ingoing acid N.N.F.
Name: Ingoing sulfuric acid (H2SO4)
Comp. Units Specification Case: Base, ISPR
Available Design Notes Additional Information
H2SO4 (aq) %wt 95-98 96 (1) (1) This acid is the cheapest
Water 2-5 4 option and is technically pure,
which is sufficient for its purpose.
Total 100.0
Process Conditions and Price (2) This price is an indication given
Temp. N/A ambient by the market price7 for
Press. Bara 1 H2SO4 (aq) for laboratory
Phase V/L/S L purposes divided by factor 10.
Price €/L 0.14 (2)
7 http://www.fd.tudelft.nl/pics/PDF/Cataloguscmcjan2003.pdf, visited in November
Table A3.10: Ingoing base
Name: Ingoing sodium hydroxide (NaOH)
Comp. Units Specification Case: Base, ISPR
Available Design Notes Additional Information
NaOH (aq) %wt 33 33 (1) (1) This base is the cheapest
Water 67 67 option and is technically pure,
which is sufficient enough for
Total 100.0 its purpose.
Process Conditions and Price (2) This price is an indication given
Temp. N/A ambient by the market price8 for
Press. Bara 1 NaOH (aq) for laboratory
Phase V/L/S L purposes divided by factor 10.
Price €/kg 0.07 (2)
Table A3.11: Ingoing nitrogen
Name: Ingoing nitrogen
Comp. Units Specification Case: Base, ISPR
Available Design Notes Additional Information
Nitrogen %vol N/A N/A (1) (1) Nitrogen is needed for drying of
the crystals as is common practice in the industry.
Oxygen N/A N/A
Other N/A N/A
Total 100.0
Process Conditions and Price (2) Price indication is obtained from
FD, TU Delft and is dived by 5 for industrial use
Temp. N/A ambient
Press. Bara 2
Phase V/L/S V
Price €/kg 0.4 (2)
Table A3.12: Ingoing anti-foaming agent
Name: Ingoing anti foaming agent
Comp. Units Specification Case: Base, ISPR
Available Design Notes Additional Information
Struktol
solution J-673 %wt 100 100
Total 100.0 (1) This price is an indication9.
Process Conditions and Price The price is based on pure anti-
Temp. N/A ambient foaming agent. For its application
Press. Bara 1 it should be dissolved in water.
Phase V/L/S L
Price €/kg 4.00 (1)
Table A3.13: Ingoing solvent
Name: Ingoing solvent
Comp. Units Specification Case: Base
Available Design Notes Additional Information
Ethyl acetate %wt 100.0 100 (1) (1) The ethyl acetate is chemically
pure, which is sufficient for its
Total 100.0 purpose.
Process Conditions and Price (2) The price is obtained from
Temp. oC ambient SuperPro Designer® v5.1
Press. Bara 1
Phase V/L/S L
Price €/L 1.19 (2)
Table A3.14: Outgoing spent biomass
Name: Outgoing spent baker’s yeast
Comp. Units Specification Case: ISPR
Available Design Notes Additional Information
Bakers’ yeast %wt N/A 80 (1) (1) For now it is assumed that this
Water N/A 20 will be the composition of
spent biomass. Further investigation of required
Total 100.0 specifications for discarding
Process Conditions and Price biomass should be done.
Temp. N/A ambient
Press. Bara 1
Phase V/L/S S
Price €/kg N/A
Table A3.15: Outgoing spent biomass
Name: Outgoing spent immobilized biomass
Comp. Units Specification Case: Base
Available Design Notes Additional Information
Ionized water %wt 41.6 41.6 (1) (1) For now it is assumed that this
will be the composition of spent biomass. Further investigation of required specifications for
discarding biomass should be done. Modified yeast cells 2.2 2.2 Resin 55.5 55.5 Calcium alginate 0.4 0.4 2-hydroxy-2-methylpropiophen one 0.1 0.1 Total 100.0
Process Conditions and Price (2) Estimated price for treatment,
with the help of [12].
Temp. N/A ambient
Press. Bara 1
Phase V/L/S S
Table A3.16: Outgoing DOIP
Name: Outgoing DOIP
Comp. Units Specification Case: Base, ISPR
Available Design Notes Additional Information
DOIP %wt N/A 99.5 (1) (1) Values taken in consultation
OIP N/A <0.5 with the principal.
ACT N/A <0.5 (2) Calculated with at ratio DOIP/OIP
of 4.
Total 100.0
Process Conditions and Price
Temp. N/A ambient
Press. Bara 1
Phase V/L/S S
Price €/kg 400 (2)
Table A3.17: Outgoing spent air
Name: Outgoing spent air
Comp. Units Specification Case: Base, ISPR
Available Design Notes Additional Information
Nitrogen %vol N/A 78.1 (1) No water is present since the gas
Oxygen N/A <21.0 exit passes a condenser.
CO2 N/A >0
Water N/A <<1 (1)
OIP N/A <<0.1
DOIP N/A <<0.1
Total 100.0
Process Conditions and Price
Temp. N/A ambient
Press. Bara 1
Phase V/L/S V
Price €/kg N/A
Table A3.18: Outgoing spent process water
Name: Outgoing spent process water
Comp. Units Specification Case: Base, ISPR
Available Design Notes Additional Information
Water %wt N/A N/A (1) (1) The fermentation water may
Contaminations N/A N/A contain DOIP, OIP, ACT,
fermentation chemicals and in the Base Case also ethyl acetate.
Total 100.0
Process Conditions and Price
Temp. N/A ambient (2) Cost for treatment in waste water
facility from [12, p 341]
Press. Bara 1
Table A3.19: Outgoing spent solvent
Name: Outgoing spent solvent
Comp. Units Specification Case: Base
Available Design Notes Additional Information
Ethyl acetate %wt N/A <100 (1) (1) When solvent is used for
DOIP/OIP/ACT >0 extraction of product or
Total 100.0 crystallization there will also
Process Conditions and Price move OIP and ACT into the
Temp. oC 5 solvent. An amount DOIP will also
Press. Bara 1 remain in the solvent.
Phase V/L/S L
Price €/kg 4.00 (2) (2) Estimated price for treatment
[12, p 341]
Table A3.20: Cooling medium (T=-10oC)
Name: Cooling medium (T=-10oC)
Comp. Units Specification Case: Base, ISPR
Available Design Notes Additional Information
Heat transfer oil %wt 100 100 (1) (1) Heat transfer oil available at the
MPP will be desired as an utility for cooling the crystallizer, condensers and heat exchangers. For the design the properties of
Total 100.0 Brine were taken into account.
Process Conditions and Price (2) This is the inlet temperature of
Temp. oC -10 (2) Brine according to Super Pro
Press. Bara 1 Designer® v5.1.
Phase V/L/S L (3) Price based on database Super
Price €/kWh 0.021 (3) Pro Designer® v5.1.
Table A3.21: Cooling medium (T=20oC)
Name: Cooling medium (T=20oC)
Comp. Units Specification Case: Base, ISPR
Available Design Notes Additional Information
Water %wt 100 100 (1) (1) It is assumed that cooling water
will be desired as an utility for cooling the fermentor.
Total 100.0 (2) This is the inlet temperature
Process Conditions and Price according to Super Pro
Temp. oC 20 (2) Designer® v5.1.
Press. Bara 1 (3) Price based on database Super
Phase V/L/S L Pro Designer® v5.1.
Table A3.22: Heating medium (T=50oC)
Name: Heating medium (T=50oC)
Comp. Units Specification Case: Base
Available Design Notes Additional Information
Heat transfer oil %wt 100 100 (1) (1) Heat transfer oil from the MPP is
used for heating the fermentation solution. For the design of this
Total 100.0 heat exchanger the properties of
Process Conditions and Price water were taken into account.
Temp. oC 50
Press. Bara 1 (2) Price based on database Super
Phase V/L/S L Pro Designer® v5.1.
Appendix 3.3
Costs of immobilization
The costs of immobilization have been calculated by multiplying the raw material costs by a production factor. After consultation with several people from the biotechnology department of TU Delft this factor has been set to 3. Below an overview of the raw material costs can be found.
Table A3.23: Raw material costs immobilized biomass as described in [10, p 6] Component of immobilized
yeast particle %wt Weight (kg) Price (€/kg)
Total costs/kg immobilized biomass (€) Costs per kg biomass cell (€) Ionized water 41.6 0.416 0.00017 0.00 0.00
Modified yeast cells 2.2 0.022 54 1.20 54.00
Resin 55.5 0.555 7 3.89 175.00
Calcium alginate 0.4 0.004 9.86 0.04 1.77
2-hydroxy-2-methylpropiophenone 0.1 0.001 30 0.03 1.35
Total Raw Materials 5.15 232.12
Total Production 15.45
The resin is a combination of polyethylene glycol (PEG, molecular weight 3500) and polypropylene glycol (PPG, molecular weight 4000). The costs of the resin, calcium alginate and the 2-hydroxy-2-methylpropiophenone are taken as 1/10 of the price
given by Fluka. The price for the Saccharomyces rouxii cells is taken from Deutsche
Sammlung von Mikroorganismen und Zellkulturen GmbH (DSMZ)10. Finally the price
for ionized water has been taken to be the same as for sterilized water.
As can be seen in Table A3.23 the cost of producing 1 kg of immobilized biomass is 15.45 €, mostly due to the costs for the resin with 55% of the total mass. If costs here can be reduced, this will affect the price for immobilizing a lot.
Appendix 3.4
Economic Margin
The economic margin is calculated by subtracting the costs of the raw materials and waste streams from the revenues of the products. The amounts are taken from the calculations in the process streams and the prices are taken from Appendix 3.2. The results can be found in the two tables below. For the revenues two options for DOIP pricing have been used. The produced ACT and the spent biomass and ethyl acetate are assumed to have zero value here. In fact in the end they need to be processed in some wastewater treatment plant facility (WWTP).
For calculation of the costs of waste treatment the following assumption are made:
- 1 kg of COD costs €0.3011
- The cost of the outgoing air is considered to be zero.
Table A3.24: Total costs and revenues Base case for 2000 hours price/unit
[€/unit] Unit Quantity [kg] Costs [€]
Costs
Raw materials
OIP 100.00 kg 2600 260,000
Glucose solution 0.30 kg 9875 2,963
Immobilised Biomass 15.45 kg 345 5,300
Sterilised process water 0.34 ton 216 73
Fermentation buffer 8.30 ton 204 1,693
Ethyl acetate 1.19 kg 39750 47,303
NaOH 0.07 kg 2112 148
Filtered air 4.31 ton 72 309
Subtotal Raw materials (A) 317,789
Waste Water/COD 0.30 kg 76800 23,040 Ethyl acetate 4.00 kg 2200 8,800 Immobilised biomass 8.00 kg 345 2,760 Air - m3 51000 -Subtotal waste (B) 34,600
Total Costs (A+B) 352,389
Revenues
DOIP 400.00 kg 2074 829,600
Total Revenues (C) 829,600
With the NCF, the maximum investment can be calculated, also called the Net Present Value. (NPV).
The discounted cash-flow rate of return (DCFRR, r’) is a measure of the maximum rate that the project could pay and still break even by the end of the project life. The DCFRR is also known as Internal Rate of Return or Earning Power.
The maximum allowed investment can be calculated by taking the DCFRR as the interest rate for calculating the total Net Present Value for the plant
The actual Net Present Value (NPV) of year n is calculated with:
, A3.1 1 ' Year n Now year n n NFV NPV r with r’ the DCFRR and NFV the expected income of year n.
The NPV is the present value of all income of future years taking into consideration the interest rate.
The total NPV then is
1 A3.2 1 ' n t Year n Now n n NFV NPV r
With a total economic life of 15 years and a given r’ of 10%, the total NPV can be calculated. One example is given below, for the DOIP pricing of 400€/kg for the base case. The NCF is considered to be constant.
Table A3.25: Total Net Present Value Base case End of year NCF (€) 1/(1+r’)^n sum(1/(1+r’)^n) NPV (€) 1 1,440,000 0.9091 0.9091 1,309,091 2 1,440,000 0.8264 1.7355 1,190,083 3 1,440,000 0.7513 2.4869 1,081,893 4 1,440,000 0.6830 3.1699 983,539 5 1,440,000 0.6209 3.7908 894,127 6 1,440,000 0.5645 4.3553 812,842 7 1,440,000 0.5132 4.8684 738,948 8 1,440,000 0.4665 5.3349 671,771 9 1,440,000 0.4241 5.7590 610,701 10 1,440,000 0.3855 6.1446 555,182 11 1,440,000 0.3505 6.4951 504,711 12 1,440,000 0.3186 6.8137 458,828 13 1,440,000 0.2897 7.1034 417,117 14 1,440,000 0.2633 7.3667 379,197 15 1,440,000 0.2394 7.6061 344,725 Total 10,952,754
The same procedure has been done for the ISPR case, generating: Table A3.26: Total costs and revenues ISPR for 2000 hours
price/unit
[€/unit] Unit Quantity [kg] Costs [€]
Costs
Raw materials
OIP 100.00 kg 2300 230,000
Glucose solution 0.30 kg 11398 3,419
Biomass 1.4 kg 677 947
Fermentation buffer 8.30 ton 21 172
NaOH 0.07 kg 5584 391
Filtered air 4.31 ton 115 494
Nitrogen 0.40 kg 3000 1,200
Subtotal Raw materials (A) 236,623
Waste
Water/COD 0.30 kg 1200 360
Air/Nitrogen - ton 118
-Subtotal waste (B) 360
Total Costs (A+B) 236,983
Revenues
DOIP 400.00 kg 2131 852,400
Total Revenues (C) 852,400
Net Cash Flow (C - A - B) 615,417
The revenues for the ISPR are the same as for the Base case since the same amount of DOIP is produced. With these figures an NPV of 14,000,000 € is obtained.
Appendix 4 Thermodynamic Properties
Appendix 4.1
Method of Anderson, Beyer and Watson
In the method of Anderson, Beyer and Watson a compound is considered to be composed of a base group, which is modified by the substitution of other groups. These base groups are, for example, methane, cyclopentane, cyclohexane, benzene and methylamine. The first substitution of a methyl group on the base group is termed a primary methyl substitution. Except in the case of the base groups benzene, naphthalene and cyclopentane, any further substitution of methyl groups in the base group is called a secondary substitution. The increment in this case depends upon the type of adjacent carbon atoms. The letter A designates the carbon atom where the substitution is made and the letter B the highest type number carbon adjacent to A. The type numbers are reported in Table A4.1. The values for the different starting groups and contributions can be found in [21, p 267-270]. When these are added up an estimate for the enthalpy and entropy is found.
Table A4.1: Type numbers of carbon atoms
Type 1 2 3 4 5
CH3 CH2 CH C C*
C* is on a benzene or naphthalene ring
Table A4.2: Enthalpy and entropy of formation of OIP
Contribution ∆Hf (kcal/mol) ∆Sf (cal/(mol.K))
Base = cyclohexane -29.43 71.28 Primary CH3 substitution -7.56 10.78 A B Secondary CH3 substitution (1) -7.00 3 2 -7.00 3.87 Secondary CH3 substitution (2) -7.00 2 4 -3.83 7.46 Secondary CH3 substitution (3) -7.00 2 3 -5.25 6.53 Secondary CH3 substitution (4) -7.00 2 2 -6.33 7.15
Substitution CH3 for O (ketone) -13.2 -2.40
Substitution CH3 for O (ketone) -13.2 -2.40
C1 C2
Double bond 2 3 26.72 -0.28
Total -73.8812 104.39
Appendix 4.2
Lydersen’s method
The relations used in Lydersen’s method are as follows:2 1 2 [0.567 ( ) ] A4.1 (0.34 ) A4.2 40 c b T T c W P c V T T P M V
A4.3The units are Kelvin, atmospheres13 and cubic centimetres per gram mole. The ∆
quantities are evaluated by summing the contributions of various atoms or groups of
atoms. Only the normal boiling point (K) and molecular weight MW (g/mole) are
needed. In Table A4.3 the ∆ quantities for OIP are given. The C-atom dealt with is represented in the first column; all single bonds with other C-atoms are left out. So, for example, the first atom given in the table has four single bonds to other C-atoms.
Table A4.3: ∆ quantities for OIP
C-atom ∆T ∆P ∆V C -0.007 0.154 31.0 CH3 0.020 0.227 55.0 CH3 0.020 0.227 55.0 C=O (ring) 0.033 0.200 50.0 CH2 0.020 0.227 55.0 =C 0.011 0.154 36.0 =CH 0.011 0.154 37.0 C=O (ring) 0.033 0.200 50.0 CH2 0.013 0.184 44.5 Total 0.154 1.727 413.5
Appendix 4.3 Critical compressibility factor and acentric factor
The critical compressibility factor is calculated with the following equation [21, p 17]:3
A4.4 in which
critical compressibility factor critical pressure (Pa)
critical volume (m /mo
c c c c c c c P V Z RT Z P V le) critical temperature (K) gasconstant (8.3145 J/(mol.K)) c T R
The acentric factor (omega) is calculated with equation A4.5 [21, p 20]. 3 log 1 A4.5 7 1 in which acentric factor boiling temperature (K) critical temperature (K) critical pressure (at
Pc Tb Tc Pc m)
Appendix 4.4
Yen and Woods correlation
The correlation uses the critical density, temperature and compressibility factor for the calculation of the saturated molar liquid density [21, p 62]. The correlation used is the following: 4 3 1 (1 ) A4.6 1 2 3 17.4425 214.578 989.625 1522.06 A4.7 1 3.28257 1 2 j l K Tr j j c where K Zc Zc Zc K 3.6377 107.4844 2 384.211 3 if 0.26 A4.8 2 3 60.2091 402.063 501.0 641.0 if 0.26 A4.9 2 0 3 Zc Zc Zc Zc K Zc Zc Zc Zc K A4.10 0.93 A4.11 4 2 in which liquid density (g/l) critical density (g K K l c /l) reduced temperature (-) critical temperature (K)
critical compressibility factor
T Tr Tc Tc Zc
When this correlation is plotted over a small temperature range it is approximately linear. In Figure A4.1 this is done for OIP and it is subsequently approximated with the following equation:
( / ) . ( ) A4.12 in which liquid density (g/l) temperature (K) l l g l A B T K T
Liquid density of OIP vs. temperature
y = -0.6849x + 1181.5 R2 = 0.9998 950 960 970 980 990 1000 1010 1020 250 270 290 310 330 Temperature (K) Liquid density (g/l)Figure A4.1: Liquid density of OIP against temperature
As seen in Figure A4.1 A is 1181.5 and B is –0.6849; looking at R2, which is a
measure of the ‘goodness of fit’, shows that over a small temperature range a linear approximation is justified.
Appendix 4.5
Method of Chueh and Swanson
The molar liquid heat capacity is estimated with the help of the method of Chueh and Swanson as reported [21, p 151]. In Table A4.4 the results of the different contributions for OIP are given. As with Lydersen’s method (see Appendix 4.1) the single bonds of the C-atoms to other C-atoms are not shown in this table.
Table A4.4: Liquid molar heat capacity of OIP at 20 0C
Contribution Value CH3 8.8 CH3 8.8 C (ring) 2.9 C=O 12.7 =C (ring) 2.9 CH3 8.8 =CH (ring) 5.3 C=O 12.7 CH2 6.2 Cp (cal/(mol.K)) 69.1 Cp (J/(mol.K)) 289.9
Appendix 4.6
Method of Rihani and Doraiswamy
The method of Rihani and Doraiswamy [21, p 234] is used. The relation given is the following:
0 2 3
0
A4.13 in which
ideal-gas heat capacity (cal/(mol.K)) temperature (K) p i i i i i i i i i i i i p C n a n bT n c T n d T C T
The constants A, B, C and D are calculated as shown Table A4.5. Again the single bonds of the C-atoms to other C-atoms are not shown in the table.
Table A4.5: Constants for the calculation of the ideal-gas heat capacity of OIP
Contribution A B (x10^2) C (x10^4) D (x10^6) CH3 0.609 2.143 -0.085 0.00114 CH3 0.609 2.143 -0.085 0.00114 C -5.831 4.454 -0.421 0.01263 C=0 1.002 2.076 -0.164 0.00449 C=CH -1.471 3.384 -0.237 0.00606 CH3 0.609 2.143 -0.085 0.00114 C=O 1.002 2.076 -0.164 0.00449 CH2 0.395 2.136 -0.120 0.00260
Hexane ring formation -13.392 2.139 -0.043 -0.00187
Cp0 (cal/(mol.K)) -16.468 22.694 -1.404 0.03182
Appendix 4.7
Vapour pressure relation
To determine the constants in the Antoine equation the critical point, boiling point at
normal pressure and the saturated vapour pressure at 25 oC are used. These three
points are fitted to the Antoine equation in Mathcad® in the file
Vapour_pressure_calculations.mcd. In Figure A4.2 the three points and the Antoine equation, with the calculated constants, are plotted to verify the constants.
Log(Pressure (mm Hg)) vs. Temperature
-4
-3
-2
-1
0
1
2
3
4
5
250
350
450
550
650
Temperature (K) Log(P (mm Hg)) Vapour pressure (T = 25 degrees C) Boiling point Critical temperature Antoine equationFigure A4.3: Plot of the Antoine equation and the three points used for the determination of the constants for OIP
Appendix 4.8
Solubility experiments of DOIP
Goal:
Determination of solubility of DOIP in certain solvents Solvents needed:
The solubilities in the following solvents are measured.
Methanol (mentioned in patent EP 1074630, [10])
Ethyl acetate (Leuenberger, [17])
1-Octanol (because K
wvalue is known)
The first two solvents are chosen, because they are mentioned in literature as suitable solvents for the purification of DOIP. The solubility in 1-octanol is also measured. This is done because the equilibrium constants between water and 1-octanol are given in literature, so it will give a good reference value.
Experiments:
T= 9oC
1. Fill the Eppendorff with the desired amount of DOIP. 2. Add 1 ml of the solvent to the Eppendorff.
3. Close the Eppendorff.
4. Put the Eppendorff in the refrigerator.
5. Repeat this sequence with the various amounts of DOIP needed. 6. Shake the Eppendorff every once and a while.
T= 30 oC/50 oC
1. Set the water bath to 30oC/50oC
2. Fill the Eppendorff with the desired amount of DOIP. 3. Add 1 ml of the solvent to the Eppendorff.
4. Close the Eppendorff.
5. Put the Eppendorff in the refrigerator.
6. Repeat this sequence with the various amounts of DOIP needed. 7. Shake the Eppendorff every once and a while.
8. Wait 20-30 minutes to get equilibrium. 9. Judge by eye if it is dissolved or not. Results and discussion:
The experimental data are given on the CD-ROM14. From the experiments
approximate values for the maximum solubilities were determined. These are shown in Table A4.6 and Table A4.7.
Table A4.6: Solubility in the solvents at different temperatures
Solvent Concentration
(g/l) at T = 9 0C Concentration (g/l) at T = 32 0C Concentration (g/l) at T = 52 0C
Methanol 70 - 80 210 650 - 707
Ethyl acetate 147 - 159 250 - 258 609 - 652
1-Octanol 11 - 21 11 - 21 49 - 109
During the experiments a significant increase in volume in the Eppendorffs was seen,
especially in the experiments at 52 oC. This is due to the considerable amount of
DOIP added to the solvent. To account for this increase in volume the concentrations are divided by the sum of the volume solvent added and the amount of DOIP added to the solvent. The density of DOIP is about 1000 g/l so the amount of DOIP added in grams is equal to millilitres.
E.g.: if 762 mg DOIP added = 762/1000 = 0.762 ml. Revised concentration = 762/(1+0.762)=432 g/l When this is done values in and Table A4.7 are found.
Table A4.7: Solubility in the solvents at different temperatures revised
Solvent Concentration
(g/l) at T = 9 0C Concentration (g/l) at T = 32 0C Concentration (g/l) at T = 52 0C
Methanol 65 - 74 173 394 - 432
Ethyl acetate 128 - 137 200 - 205 378 - 395
1-Octanol 11 - 21 11 - 21 47 - 98
The solubility of 1-octanol is neglected in further calculations, because the experimental errors are large and it is of little interest. The solubilities (in g/l) for methanol and ethyl acetate are plotted against the reciprocal of the temperature (1/K). The results are shown in Figure A4.4 and Figure A4.5. For these plots the average values of the range given in Table A4.7 are taken.
Solubility of DOIP in Ethyl acetate
y = 3.62E+05e
-2.25E+03xR
2= 9.61E-01
0 50 100 150 200 250 300 350 400 450 0.003 0.0031 0.0032 0.0033 0.0034 0.0035 0.0036 0.0037 1/Temperature (1/K) S o lubility (g/l)Figure A4.4: Solubility of DOIP in ethyl acetate
Solubility of DOIP in methanol
y = 4E+07e
-3751xR
2= 0.9955
0 50 100 150 200 250 300 350 400 450 0.003 0.0031 0.0032 0.0033 0.0034 0.0035 0.0036 0.0037 1/Termperature (1/K) Solubility (g/l)Looking at the two graphs one can see that the trendline for methanol fits very well,
but the trendline for ethyl acetate fits much less. When the solubility at 9 0C is
lowered to about 100 g/l the trendline fits much better as can be seen when looking
at the R2-value. This can be seen in Figure A4.6 The justification for this is found in
the way the experiments were done. Tube EA3 was first kept at room temperature, at which all DOIP could dissolve, after which it was put in the refrigerator to cool it to
9 0C. At this temperature no DOIP crystallized, but the solution was probably
supersaturated. Therefore, as concluded before, the maximum solubility is lower that the 150 g/l derived from the experiments.
Solubility of DOIP in Ethyl acetate
y = 3E+06e
-2871.6xR
2= 0.9969
0 50 100 150 200 250 300 350 400 450 0.003 0.0031 0.0032 0.0033 0.0034 0.0035 0.0036 0.0037 1/Temperature (1/K) Solubility (g/l)Figure A4.6: Solubility of DOIP in ethyl acetate revised
Appendix 4.9
Solubility and melting enthalpy
Solubility
The relations that are found experimentally are showed below: Solubility of OIP in water:
13905 3
Solubility(mol) 27200 e RT A4.14
m
Solubility of DOIP in water: 22970 3
Solubility(mol) 527600 e RT A4.15
m
Solubility of ACT in water: 4710 3
Solubility(mol) 2160 e RT A4.16
m
Melting enthalpy
The melting enthalpy of the components is determined by measurements of the solubility of DOIP in ethyl acetate. The Regular-Solution Theory, introduced by Scatchard and Hildebrand [21, p 326] describes the activity coefficients in binary mixtures of non-polar molecules as follows:
L 2 1 1 2 11 22 12 L 2 2 2 L L 1 1 2 2 i ii L i 1 / 2 12 11 22 12 RT ln( ) V (c c 2c ) A4.17 with : x V x V x V U c V c (c c ) (1 )
This theory is combined with the theory for Solubilities of Solids in Liquids in order to estimate the enthalpy of fusion. This latter theory is described as follows:
i i m i i m H T ln( x ) 1 A4.18 RT T
Rearrangement of the equations resulted in the melting enthalpy of DOIP. A second theory of Dannenfalser and Yalkowsky [14] for melt enthalpy estimation is used of DOIP, OIP and ACT. The theory describes the total entropy change of melting, which subsequentially yields the melting enthalpy.
tot m S 50 R ln( ) R ln( ) A4.19 with : 2.345 SP3 SP2 0.5 RING 1
Multiplication of the total melt entropy by the melting temperature resulted in the melt enthalpy of each particular component. The obtained values were in the same range, which is explained by the fact that the components have a more or less similar molecular structure. However, the result for the melt enthalpy of DOIP deviated from the estimated value from the solubility in ethyl acetate. The first result is considered to be more reliable, since it is calculated straightforward from the solubility of DOIP. For the melt enthalpy of OIP and ACT a proportional factor with respect to DOIP is determined from the theory of Dannenfalser and Yalkowsky. With these factors the melt enthalpy of these components is estimated from the obtained value for DOIP with the Regular-Solution theory and the theory for Solubilities of Solids in Liquids. An overview of the results is given below in Table A4.8. The
Table A4.8: Estimation melt enthalpy
Method 1 Method 2 Estimation
Component Hmi (104 J/mol) Hmi (104 J/mol) Hmi (104 J/mol)
DOIP 2.717 1.831 2.717
OIP N/A 1.501 2.227
ACT N/A 1.591 2.361
Appendix 4.10
Distribution coefficients
In order to obtain distribution coefficients for the components over ethyl acetate and water, the activity coefficients of the components in these solvents need to be investigated.
Ethyl acetate
Rearrangement of equations A4.17 and A4.18 gives the activity coefficient at maximum solubility and the accompanying maximum dissolved fraction of the particular component. This fixed point is used to estimate the parameters of the Wilson equations, which describe the activity coefficients for binary mixtures [21, p 300] as follows: i 12 21 1 1 12 2 2 1 12 2 21 1 2 12 21 2 2 21 1 1 1 12 2 21 1 2 L j ij ii ij L i ij ji ii v ln( ) ln(x x ) x A4.20 x x x x ln( ) ln(x x ) x A4.21 x x x x with : V exp RT V ( H RT) 2 for component 2 h z L 2 L 1
aving the smaller volume V
2 for component 1 having the larger volume
z V
With these given parameters a relation is obtained for the activity coefficient of a solute as a function of its fraction in the solvent. The activity coefficient at half the solubility is chosen as a point of departure for the distribution coefficient calculation. The results of these mathematical operations are presented in Table A4.9.
Table A4.9: Fraction and Activity coefficient solutes in ethyl acetate
Component Maximum solubility 50 % solubility
xmax (-) EAmax (-) x (-) EA (-)
DOIP 0.096 1.134 0.048 1.174
OIP 0.059 13.783 0.029 23.278
Water
For the estimation of the activity coefficients of the solutes in water, the experimental solubility relations (see Appendix 4.9) are combined with equation A1.18. This resulted in the activity coefficients at maximum solubility in water of the particular components. Subsequentially this fixed point is used to calculate the parameters of the Wilson equations, which finally resulted in a relation of the activity coefficients as a function of the dissolved fraction. Also in this case, the activity coefficient at half the solubility is chosen as the point of departure for the distribution coefficient calculation. The results are presented below.
Table A4.10: Fraction and activity coefficient solutes in water
Maximum solubility 50 % solubility
Component xmax (-) Wmax (-) x (-) W (-)
DOIP 7.705 x 10-4 140.614 3.853 x 10-4 146.511
OIP 1.638 x 10-3 493.415 8.189 x 10-4 765.467
ACT 5.656 x 10-3 82.592 2.828 x 10-3 101.375
The distribution of a solute over water and ethyl acetate is described as follows:
i W i D EA i K A4.22
The distribution coefficient can also be described as a ratio of the solute fractions in both solvents, which can be rewritten into a distribution coefficient based on mass
(mDi). The results of the distribution coefficient calculations are given below:
Table A4.11: Distribution coefficients Component KDi (-) mDi (-)
DOIP 124.805 23.471
OIP 32.884 7.017
ACT 45.093 9.291
The calculations were performed with Mathcad® and can be reviewed in the file
Calculation_distribution_coefficients.mcd on the CD-ROM.
Appendix 4.11
Diffusion coefficients in water
The infinite dilution diffusion coefficients of non-electrolytes in water can be estimated with the Hayduk-Laudie correlation [21]:
1.14 0.589 5 , 13.26 10 A4.23 i w m i D V
where w is the viscosity of water (cP) and Vm,i the molal volume of the substance at
normal boiling point (cm3/mol). Division of the molar weight by the density can
obtain the molar volume. The viscosity of water at 30 oC is 0.80 cP [15, p 108]. The
exact calculation of these values can be found in the Mathcad® file
Appendix 4.12
Base case reaction kinetics
In Table A4.12 a comparison is made between the productivity of baker’s yeast and Saccharomyces rouxii, both in immobilized form: the productivity of Saccharomyces
rouxii is a factor 7.07 higher than baker’s yeast. Therefore qDOIPmax is taken to be
7.07 *qDOIPmax (ISPR case) = 13.79 mmol/gdw/h. Subsequently KM,OIP is changed to
increase the goodness of fit of the predicted OIP concentration to the experimental values. In Table A4.12 the goodness of fit can be seen.
Table A4.12: Comparison of productivity [10]
Productivity (g/kg yeast cells/h)
Free-cell Immobilized
Baker’s yeast 8.8 0.69
Saccharomyces rouxii 25.7 4.88
Figure A4.7: Experimental data from [10] and the predicted concentrations from the kinetic model
When qDOIPmax and KM,OIP are known, k1 and k2 can be determined by trial and error.
The values for k1 and k2 are 0.0031 and 0.1 L2/mmol/gd/h respectively, the final
result can be seen in Figure A4.7. In Table A4.13 the kinetic parameter of both cases are compared. The difference in parameters cannot be explained theoretically.
Table A4.13: Comparison kinetics ISPR and Base case
Parameter ISPR Base case Unit
qDOIPmax 1.95 13.79 mmol/gdw/h
Km 860 86 mM
k1 3.1*10-6 0.0031 L2/mmol/gdw/h
Appendix 5 Process Structure & Description
Appendix 5.1
Process Flow Schemes Base case
In this appendix the process flow schemes of the Base case are presented. In Appendix 5.1.1 the fermentation and the downstream section are presented. The succeeding smaller process flow schemes (see Appendix 5.1.2) represent the batch operations. Tabulated data in Appendix 6 is added as a support for these process flow schemes.
Appendix 5.1.1
Main Process Flow Scheme Base case
Appendix 5.1.2
Batch Operations Base case
Appendix 5.2
Batch Cycle Diagrams Base case
A general Batch Cycle Diagram for all the process steps in the Bas case is presented in Figure A5.1. In the succeeding figures detailed Batch Cycle Diagrams are given for each process step. Tabulated data in Appendix 6 is enclosed as a support for the detailed Batch Cycle Diagrams.
Figure A5.2: Detailed Batch Cycle Diagram for fermentation Base case
Figure A5.3: Detailed Batch Cycle Diagram Transfer Aqueous Solution to downstream Base case
Detailed Batch Cycle Diagram Transfer Aqueous Solution To Downstream Base Case
0.5 1.5 2.5 3.5 4.5 5.5 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 1.1 time [hours]
BO 1.7: V102: Transfer aqueous solution to downstream section
BO 1.7: V204: Loading with filtrated aqueous solution BO 1.7: P104: Pumping aqueous
BO 1.7: S101: Filtering the aqueous solution while transferred
BO 1.7: E103: Cooling aqueous solution
Detailed Batch Cycle Diagram for fermentation base case
0.5 1.5 2.5 3.5 4.5 5.5 6.5 7.5 8.5 9.5 10.5 11.5 12.5 13.5 14.5 15.5 16.5 17.5 0 1 2 3 4 5 6 7 8 9 10 time [hours]
BO 1.1: R101: Filling with fermentation solution from T103 BO 1.2: R101: Fermentation in bubble column (and aeration) BO 1.3: R101: Emptying fermentor
BO 1.6: R101: Emptying fermentor
BO 1.4: R101: Filling with washing water for washing BO 1.5: R101: Washing with aeration
BO 1.1: P102: Pumping fermentation solution from T103 to R101 BO 1.4: P102: Pumping washing water from T104 to R101 BO 1.3: P103: Pumping finished fermentation liquid from R101 to V102 BO 1.6: P103: Pumping washing water from R101 to V102 BO 1.3: V102: Loading with finished fermentation liquid from R101 BO 1.6: V102: Loading with washing water
BO 1.2: E102: Heat exchanging with gas exit of bubble column during fermentation BO 1.1: E101: Heating fermentation solution
BO 1.2: P101: Pumping aqueous sodium hydroxide from T101 to R101
BO 1.4: E101: Heating washing water
Figure A5.4: Detailed Batch Cycle Diagram Reactivation Base case Detailed Batch Cycle Diagram Extraction 1 Base Case
0.5 1.5 2.5 3.5 4.5 5.5 6.5 7.5 8.5 9.5 10.5 11.5 12.5 13.5 14.5 15.5 16.5 0 10 20 30 40 50 60 70 80 90 100 110 120 time [min]
BO 2.2: S201: Filling with aqueous solution from V204
BO 2.3: S201: Filling with EA make up from T201 BO 2.4: S201: Filling with EA medium from V201
BO 2.5: S201: Transfer raffinate 1 to V204 S201: Mixing of content
S201: Settling content
BO 2.3: P201: Pumping EA make up from T201 to S201 BO 2.4: P201: Pumping EA medium from V201 to S201 BO 2.5: P202: Pumping raffinate 1 from S201 to V204
BO 2.2: P203: Pumping aqueous solution from V204 to S201 BO 2.4: V201: Transfer medium EA to S201
BO 2.6: V205: Loading with extract 1
BO 2.2: V204: Transfer aqueous solution to S201 BO 2.6: S201: Transfer extract 1 to V205
BO 2.6: P202: Pumping extract 1 from S201 to V205
BO 2.5: V204: Loading with raffinate 1
Each 8th fermentor batch the raffinate is stored in V204 and the 1st extract remains in S201. At this the content of V205 is transferred to S201 and the evaporative crystallization starts. After the crystallization the stored raffinate of the 8th fermentor batch undergoes the 2nd and 3rd extraction (see General Batch Cycle Diagram of Base Case). Detailed Batch Cycle Diagram Activation base case
0.5 1.5 2.5 3.5 4.5 5.5 6.5 7.5 8.5 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 time [hours]
BO 1.8: R101: Filling fermentor with reactivation solution
BO 1.9: P101: Pump aqueous sodium hydroxide to R101 during reactivation BO 1.9: R101: Reactivation with aeration
BO 1.10: Emptying fermentor after reactivation
BO 1.8: P102: Pump reactivation solution from T105 to R101
BO 1.10: P103: Pump off reactivation solution to WWTP
BO 1.8: E101: Heating reactivation solution
Figure A5.6: Detailed Batch Cycle Diagram Extraction 2 Base case
Figure A5.7: Detailed Batch Cycle Diagram Extraction 3 Base case Detailed Batch Cycle Diagram Extraction 2 Base Case
0.5 1.5 2.5 3.5 4.5 5.5 6.5 7.5 8.5 9.5 10.5 11.5 12.5 13.5 14.5 0 10 20 30 40 50 60 70 80 90 100 110 120 time [min]
BO 2.7: S201: Filling with raffinate 1 from V204
BO 2.8: S201: Filling with EA low from V202
BO 2.9: S201: Transfer raffinate 2 to V204 S201: Mixing of content
S201: Settling content
BO 2.8: P201: Pumping EA low from V202 to S201 BO 2.9: P202: Pumping raffinate 2 from S201 to V204
BO 2.7: P203: Pumping raffinate 1 from V204
t S201
BO 2.10: V201: Loading with extract 2 from S201
BO 2.9: V204: Loading with raffinate 1 BO 2.8: V202: Transfer EA low BO 2.10: S201: Transfer extract 2 to V201
BO 2.10: P202: Pumping extract 2 from S201 to V201
BO 2.7: V204: Transfer raffinate 1 to S201
Detailed Batch Cycle Diagram Extraction 3 Base Case
0.5 1.5 2.5 3.5 4.5 5.5 6.5 7.5 8.5 9.5 10.5 11.5 12.5 13.5 0 10 20 30 40 50 60 70 80 90 100 110 120 time [min]
BO 2.11: S201: Filling with raffinate 2 from V204
BO 2.12: S201: Filling with EA clean from V203
BO 2.13: S201: Transfer raffinate 3 to WWTP S201: Mixing of content
S201: Settling content
BO 2.12: P201: Pumping EA clean from V203 to S201
BO 2.13: P202: Pumping raffinate 3 from S201 to WWTP
BO 2.11: P203: Pumping raffinate 2 from V204 to S201 BO 2.14: V202: Loading with extract 3 from S201
BO 2.12: V203: Transfer EA clean to S201 BO 2.14: S201: Transfer extract 3 to V202
BO 2.14: P202: Pumping extract 3 from S201 to V202
Figure A5.8: Detailed Batch Cycle Diagram evaporative crystallization Base case Detailed Batch Cycle Diagram Crystallization Base Case
0.5 1.5 2.5 3.5 4.5 5.5 6.5 7.5 8.5 9.5 10.5 11.5 12.5 13.5 0 1 2 3 4 5 6 7 8 9 10 11 12 13 time [hours]
BO 2.15: S201: Filling with loaded EA from V205 BO 2.16: S201: Evaporation of EA
BO 2.15: V205: Transfer loaded EA to S201 S201: Further crystallization
BO 2.15: P204: Pumping loaded EA from V205 to S201
BO 2.16: V203: Loading with recoverd EA from V206 BO 2.16: P205: Pumping recoverd EA from V206 to V203
BO 2.16: K201: Operating vacuumpump
BO 2.16: V206: Operating condensor
BO 2.16: E201: Operating condensor
BO 2.17: S201: Transfer crystal slurry from S201 to S202
BO 2.17: S202: Loading with crystal slurry
BO 2.17: P202: Pumping crystal slurry from S201 to S202
Detailed Batch Cycle Diagram Solid Handling Base Case
0.5 1.5 2.5 3.5 4.5 5.5 6.5 7.5 0 1 2 3 4 5 6 7 8 9 10 11 time [hours]
BO 2.18: S202: Filter crystal suspension
BO 2.18: P206: Pumping filtrate to V205 and purge BO 2.19: S202: Wash crystals
BO 2.20: S202: Drying
BO 2.21: S202: Recovery crystals and packaging
BO 2.18: V205: Loading of V205 with filtrate BO 2.19: P206: Pumping spent wash water
Appendix 5.3
Process Stream Summary Base case
APART UITPRINTEN en invoegenAppendix 5.4
Utilities Base case
APART UITPRINTENAppendix 5.5
Process Flow Scheme ISPR
In this appendix the process flow schemes of the ISPR case are presented. The first scheme (see Appendix 5.5.1) presents the overall set up of the design. The following small schemes in Appendix 5.5.2 represent the successive batch operations.
Appendix 5.5.1
Main Process Flow Scheme ISPR case
Appendix 5.5.2
Batch Operations ISPR case
Appendix 5.6
Batch Cycle Diagrams ISPR
Below a general Batch Cycle Diagram of the ISPR case is presented for one year of production. In Figure A5.11 a Batch Cycle Diagram is given in which each procedure is presented in more detail.
Figure A5.10: Batch process cycle diagram ISPR one year of production
0
0 168 336 504 672 840 1008 1176 1344 1512 1680 1848 2016
time [weeks (hours)]
1. BO1/BO2 Filling of fermentor and start of aeration and glucose feeding, start using R101
2. BO3/BO4 Period of feeding of OIP to ISPR, start using S101 and S102
3. BO5 Closedown period, feeding of OIP stopped
4. BO11 Cleaning of ISPR system