supplementary data r€¦ · table v. model parameters for pure substrates mono- and co-digestion...
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SUPPLEMENTARY DATA
Table I. Characterisation of the pure substrates mono- and co-digestion BMP assays
BMP composition
(mixture in VS-basis)
Mixture in
wet-basis (%)
(Ch/Pr/Li)
Mixture in
TS-basis (%)
(Ch/Pr/Li)
Mixture in
COD-basis (%)
(Ch/Pr/Li)
Initial TS conc.
(g TS L-1)
Initial VS conc.
(g VS L-1)
Initial COD conc.
(g CODt L-1)
Cellulose (Ch) 100/0/0 100/0/0 100/0/0 4.8 4.8 5.2
Casein (Pr) 0/100/0 0/100/0 0/100/0 4.9 4.8 7.4
Olive oil (Li) 0/0/100 0/0/100 0/0/100 4.8 4.8 13.9
50%Ch-50%Pr 50/50/0 50/50/0 41/59/0 4.9 4.8 6.2
50%Pr-50%Li 0/52/48 0/52/48 0/37/63 4.9 4.8 10.7
50%Ch-50%Li 52/0/48 52/0/48 29/0/71 4.8 4.8 9.5
33%Ch-33%Pr-33%Li 34/34/32 34/34/32 20/29/51 4.9 4.8 8.9
66%Ch-17%Pr-17%Li 67/17/16 67/17/16 51/18/31 4.8 4.8 7.5
17%Ch-66%Pr-17%Li 17/67/16 17/67/16 11/62/27 4.9 4.8 8.2
17%Ch-17%Pr-66%Li 18/18/64 18/18/64 8/12/80 4.8 4.8 11.5
Table II. Characterisation of the slaughterhouse waste mono- and co-digestion BMP assays
BMP composition
(mixture in VS-basis)
Mixture in
wet-basis (%)
(Ch/Pr/Li)
Mixture in
TS-basis (%)
(Ch/Pr/Li)
Mixture in
COD-basis (%)
(Ch/Pr/Li)
Initial TS
conc. (g TS L-1)
Initial VS conc.
(g VS L-1)
Initial COD conc.
(g CODt L-1)
Cellulose (Ch) 100/0/0 100/0/0 100/0/0 6.3 5.7 5.7
Casein (Pr) 0/100/0 0/100/0 0/100/0 6.2 5.9 8.7
Olive oil (Li) 0/0/100 0/0/100 0/0/100 6.0 5.9 17.7
50%Ch-50%Pr 63/37/0 51/49/0 40/60/0 6.3 5.8 7.3
50%Pr-50%Li 0/67/33 0/51/49 0/33/67 6.1 5.9 13.2
50%Ch-50%Li 77/0/33 52/0/48 25/0/75 6.4 5.9 12.0
33%Ch-33%Pr-33%Li 53/31/16 35/33/32 18/27/55 6.2 5.8 10.7
66%Ch-17%Pr-17%Li 82/12/6 68/16/16 47/18/35 6.1 5.8 8.0
17%Ch-66%Pr-17%Li 27/65/8 17/67/16 10/60/30 6.1 5.8 9.6
17%Ch-17%Pr-66%Li 36/21/43 18/17/65 7/10/83 5.9 5.8 13.6
Table III. Characterisation of the pure substrates
Parameter Units Cellulose Casein Olive oil
TS g kg-1 918 946 1000
VS g kg-1 915 913 1000
CODt g O2 kg-1 976 1401 2890
Table IV. Characterisation of the slaughterhouse wastes
Parameter Units Paunch Blood DAF sludge
TS g kg-1 117 187 360
VS g kg-1 106 178 353
CODt g O2 kg-1 106 266 1053
CODs g O2 kg-1 2.5 253 3.7
VFA g kg-1 0.64 1.86 0.52
- Acetic acid g kg-1 0.36 1.47 0.22
- Propionic acid g kg-1 0.18 0.19 0.27
- Butyric acid g kg-1 0.08 0.15 0.01
- Valeric acid g kg-1 0.03 0.05 0.02
Ethanol g kg-1 0.02 0.14 0.06
Oil and grease g kg-1 4.5 1.5 265
Total proteins g kg-1 10.2 129.5 11.8
Soluble proteins g kg-1 1.7 128.2 0.4
Total carbohydrates g kg-1 55.5 3.7 0.6
Soluble carbohydrates g kg-1 1.6 0.1 0.4
TKN g kg-1 0.60 26.7 1.2
TKP g kg-1 0.21 0.20 0.29
Chloride mg kg-1 147 2617 84
Ammonium mg N kg-1 143 391 49
Nitrite mg N kg-1 0.2 1.1 0.5
Nitrate mg N kg-1 0.05 0.97 0.01
Phosphate mg P kg-1 161 164 162
Sulphate mg S kg-1 9.3 38 19
Aluminium mg g-1 TS 0.86 n.d.* n.d.
Calcium mg g-1 TS 4.09 n.d. 7.48
Iron mg g-1 TS 0.84 0.25 0.29
Lead mg g-1 TS 0.003 0.004 0.011
Magnesium mg g-1 TS 0.46 n.d. n.d.
Phosphor mg g-1 TS 2.13 0.13 2.53
Potassium mg g-1 TS 1.39 n.d. 0.19
Silicium mg g-1 TS 0.24 0.001 0.20
Zinc mg g-1 TS 0.02 n.d. 0.01
*n.d. non-detected (< 0.001 mg g-1 TS)
Table V. Model parameters for pure substrates mono- and co-digestion (experimental versus simulation results at Fig. II and III of supplementary data)
fch* fpr
** fli*** khyd,ch khyd,pr khyd,li KI,li tdelay BMP composition
- - - day-1 day-1 day-1 g VS L-1 day
Single set of parameters for all BMPs
0.91±0.04 0.80±0.01 0.86±0.02 0.23±0.04 0.60±0.08 0.64±0.11 1.17±0.23 0.88±0.16
Parameters when each BMP had a different KI li and tdelay
0.90±0.02 0.81±0.01 0.85±0.01 0.23±0.02 0.44±0.05 0.61±0.06 ˅ ˅ < Common values
- 1.59±0.11 Cellulose (Ch)
- 0.95±0.11 Casein (Pr)
1.93±0.17 4.08±0.10 Olive oil (Li)
- 0.43±0.11 50%Ch-50%Pr
1.10±0.16 0.24±0.09 50%Pr-50%Li
1.17±0.16 1.00±0.11 50%Ch-50%Li
1.46±0.17 0.45±0.10 33%Ch-33%Pr-33%Li
2.56±0.15 1.09±0.10 66%Ch-17%Pr-17%Li
1.66±0.17 0.49±0.10 17%Ch-66%Pr-17%Li
1.33±0.16 1.23±0.11 17%Ch-17%Pr-66%Li
* Cellulose B0/f conversion factor is 373 mL CH4 g-1 VS
** Casein B0/f conversion factor is 537 mL CH4 g-1 VS
*** Olive oil B0/f conversion factor is 1012 mL CH4 g-1 VS
Table VI. Model parameters for slaughterhouse waste mono- and co-digestion (experimental versus simulation results at Fig. IV and V of supplementary data)
fch fpr fli khyd,ch khyd,pr khyd,li KI,li tdelay BMP composition
- - - day-1 day-1 day-1 g VS L-1 day
Single set of parameters for all BMPs
0.71 ± 0.07 0.76 ± 0.02 0.91 ± 0.02 0.11 ± 0.04 0.70 ± 0.10 0.80 ± 0.20 1.27 ± 0.34 0.66 ± 0.19
Parameters when each BMP had a different fch, fli, KI li and tdelay
0.77 ± 0.01 0.12 ± 0.02 0.35 ± 0.06 1.04 ± 0.12 ˅ ˅ < Common values
0.63 ± 0.04 - - 1.91 ± 0.09 Paunch (Ch)
- - - 0.45 ± 0.09 Blood (Pr)
- 0.82 ± 0.01 1.27 ± 0.18 4.37 ± 0.09 DAF sludge (Li)
0.71 ± 0.04 - - 0.21 ± 0.08 50%Ch-50%Pr
- 0.83 ± 0.01 1.58 ± 0.20 0.86 ± 0.09 50%Pr-50%Li
0.59 ± 0.03 0.99 ± 0.01 1.33 ± 0.19 1.99 ± 0.08 50%Ch-50%Li
0.71 ± 0.04 0.82 ± 0.01 1.19 ± 0.19 0.49 ± 0.09 33%Ch-33%Pr-33%Li
0.59 ± 0.03 0.99 ± 0.01 0.74 ± 0.20 0.39 ± 0.09 66%Ch-17%Pr-17%Li
0.70 ± 0.04 0.99 ± 0.01 1.07 ± 0.19 0.32 ± 0.09 17%Ch-66%Pr-17%Li
0.62 ± 0.04 0.99 ± 0.01 1.46 ± 0.19 1.39 ± 0.09 17%Ch-17%Pr-66%Li
* Paunch B0/f conversion factor is 350 mL CH4 g-1 VS
** Blood B0/f conversion factor is 523 mL CH4 g-1 VS
*** DAF sludge B0/f conversion factor is 1050 mL CH4 g-1 VS
Fig. I. Comparative of the cumulative methane production of pure and slaughterhouse substrate mono-digestion assays; cellulose (■), casein (●), olive oil (▲), paunch (□), blood (○), and DAF sludge (∆)
Cellulose Casein
Olive oil 50% Ch - 50% Pr
50% Pr - 50% Li 50% Ch - 50% Li
33% Ch – 33% Pr - 33% Li 66% Ch – 17% Pr - 17% Li
17% Ch – 66% Pr - 17% Li 17% Ch – 17% Pr - 66% Li
Fig. II. Cumulative methane production in the course of time of pure substrates when the 10 BMPs were simulated with a single set of parameters: cellulose (■), casein (▲), olive oil (●) and mixtures (×) and modelled profile of the mixture (solid line).
Cellulose Casein
Olive oil 50% Ch - 50% Pr
50% Pr - 50% Li 50% Ch - 50% Li
33% Ch – 33% Pr - 33% Li 66% Ch – 17% Pr - 17% Li
17% Ch – 66% Pr - 17% Li 17% Ch – 17% Pr - 66% Li
Fig. III. Cumulative methane production in the course of time of pure substrates when some variables (KI,li and tdelay) were different for each BMP: cellulose (■), casein (▲), olive oil (●) and mixtures (×) and modelled profile of the mixture (solid line).
Paunch Blood
DAF sludge 50% Ch - 50% Pr
50% Pr - 50% Li 50% Ch - 50% Li
33% Ch – 33% Pr - 33% Li 66% Ch – 17% Pr - 17% Li
17% Ch – 66% Pr - 17% Li 17% Ch – 17% Pr - 66% Li
Fig. IV. Cumulative methane production in the course of time of SHW when the 10 BMPs were simulated with a single set of parameters: paunch (□), blood (∆), DAF sludge (○) and mixtures (×) and modelled profile of the mixture (solid line).
Paunch Blood
DAF sludge 50% Ch - 50% Pr
50% Pr - 50% Li 50% Ch - 50% Li
33% Ch – 33% Pr - 33% Li 66% Ch – 17% Pr - 17% Li
17% Ch – 66% Pr - 17% Li 17% Ch – 17% Pr - 66% Li
Fig. V. Cumulative methane production in the course of time of when some variables (fch, fli
KI,li and tdelay) were different for each BMP: paunch (□), blood (∆), DAF sludge (○) and mixtures (×) and modelled profile of the mixture (solid line).