Citation: Pluschke, J.; Faßlrinner, K.;
Hadrich, F.; Loukil, S.; Chamkha, M.;
Geißen, S.-U.; Sayadi, S. Anaerobic
Digestion of Olive Mill Wastewater
and Process Derivatives—Biomethane
Potential, Operation of a Continuous
Fixed Bed Digester, and Germination
Index. Appl. Sci. 2023,13, 9613.
https://doi.org/10.3390/app13179613
Academic Editors: Krzysztof Pilarski
and Agnieszka Pilarska
Received: 20 June 2023
Revised: 18 August 2023
Accepted: 19 August 2023
Published: 25 August 2023
Copyright: © 2023 by the authors.
Licensee MDPI, Basel, Switzerland.
This article is an open access article
distributed under the terms and
conditions of the Creative Commons
Attribution (CC BY) license (https://
creativecommons.org/licenses/by/
4.0/).
applied
sciences
Article
Anaerobic Digestion of Olive Mill Wastewater and Process
Derivatives—Biomethane Potential, Operation of a Continuous
Fixed Bed Digester, and Germination Index
Jonas Pluschke 1,* , Katharina Faßlrinner 1, Fatma Hadrich 2, Slim Loukil 2, Mohamed Chamkha 2,
Sven-Uwe Geißen 1and Sami Sayadi 3
1Environmental Process Engineering, Technische Universität Berlin (TUB), 10623 Berlin, Germany;
[email protected] (K.F.)
2
Laboratory of Environmental Bioprocesses, Centre of Biotechnology of Sfax, P.O. Box 1177, Sfax 3018, Tunisia;
[email protected] (M.C.)
3
Biotechnology Program, Center for Sustainable Development, College of Arts and Sciences, Qatar University,
Doha 2713, Qatar
*Correspondence: [email protected]
Abstract:
Olive mill wastewater (OMW) management is an economic and environmental challenge
for olive oil-producing countries. The recovery of components with high added value, such as
antioxidants, is a highly researched approach that could help refinance performant wastewater
treatment systems. Anaerobic (co-)digestion is a suitable process to valorize the energetic and
nutritional content of OMW and OMW-derived waste streams from resource recovery processes.
Issues of process stability, operation, and yields discourage industrial application. Deepening the
understanding of biomethane potential, continuous anaerobic digester operational parameters, and
co-substrates is key to large-scale implementation. The biomethane potential of different OMW-
derived samples and organic solid market waste as co-substrate was 106–350 NL methane per kg
volatile solids (VS). The highest yields were obtained with the co-substrate and depolyphenolized
OMW mixed with retentate from an ultrafiltration pretreatment. Over 150 days, an anaerobic
fixed-bed 300 L digester was operated with different OMW-derived substrates, including OMW
with selectively reduced polyphenol concentrations. Different combinations of organic loading rate
and hydraulic retention time were set. The biogas yields ranged from 0.97 to 0.99 L of biogas per
g of volatile solids (VS) eliminated, with an average methane content in the produced biogas of
64%. Potential inhibition of the process due to high polyphenol concentrations or over-acidification
through volatile fatty acids was avoided in the continuous process through process and substrate
manipulation. High concentrations of potassium and low concentrations of nitrogen and phosphate
end up in the digestate. Sulfate reduction results in high H
2
S concentrations in the biogas. The
digestate was tested for phytotoxic properties via the germination index. Diluted digestate samples
improved germination by up to 50%.
Keywords:
olive mill wastewater; biomethane potential; fixed bed biogas digester polyphenols;
germination index
1. Introduction
Olive mill wastewater (OMW) is a highly relevant agricultural waste stream in the
Mediterranean area. More than 30 million m
3
arise each season worldwide. Tunisia has a
share of about 8% [
1
]. The challenges related to the management of OMW were one of the
drivers for the conversion of olive mills to more efficient 2-phase decanters that separate
the oil from a wet pomace instead of OMW and dry solids. However, millions of cubic
meters of OMW arise every season in olive oil-producing countries. They are responsible
Appl. Sci. 2023,13, 9613. https://doi.org/10.3390/app13179613 https://www.mdpi.com/journal/applsci
Appl. Sci. 2023,13, 9613 2 of 14
for vast amounts of GHG emissions, contamination of surface and groundwater, and smelly
nuances [2–4].
The anaerobic (co-)digestion of OMW has been researched since the 1980s, however
with limited industrial applications [
5
–
7
]. Much like in the case of cow and swine manure
in Central Europe, anaerobic digestion is a suitable valorization path for this important
waste stream. The technology is fully developed and optimized on an industrial scale.
There are several reasons why, with the exception of a few large-scale plants in Italy,
Spain, and Greece, there is no large-scale implementation of anaerobic technology for
the valorization of OMW as the main or co-substrate in agricultural biogas digesters:
(1) The seasonal and uneven occurrence of OMW over the year; (2) the weather dependent
properties of the substrate; (3) the potential inhibition of the biodegradation by high
molecular weight polyphenols or potassium and with its high organic load (COD can
exceed 100 kg
·
m
−3
); and (4) the risk of over-acidification due to the low initial pH. The
general feasibility of the process is well-researched and documented. To be a viable
substrate and energy source, the challenges of process stability, yield, co-fermentation, and
digestate utilization need further investigation [
8
]. Only an in-depth understanding of
inhibition effects, optimal operating parameters, maximum biogas potentials, and holistic
digestate concepts can give plant operators and planners the necessary certainty that
large-scale plants will continue to operate stably when OMW is added.
OMW carries enormous potential regarding nutrients, water, and energetic valoriza-
tion. Cow slurry is now an incremental part of the nutrient supply for agriculture in
Germany. Around 3000 biogas plants produced 4.0 TWh of electricity in 2016 [
9
]. A sim-
ilar scenario with OMW in the Mediterranean is conceivable if the process control and
inhibition issues are well understood and managed.
The effect of a newly developed polyphenol extraction process for selective removal
of low molecular weight polyphenols inhibiting anaerobic degradation was investigated
in biomethane potential batches and an anaerobic continuous fixed bed digester. All
OMW-derived waste streams of the process (sediment, ultrafiltration retentate, swim layer,
flushing water, and depolyphenolized OMW), as well as a slurry of organic market waste,
were investigated. The phytotoxic properties of the resulting digestate were quantified
using the germination index.
2. Materials and Methods
Olive mill wastewater:
The olive mill wastewater samples were all derived from four
different three-phase or traditional mills in Sfax, Tunisia, in the season ‘22/’23. OMW 1
was collected from the same olive mill on two different dates within one month. Numerous
olive kinds were mixed from many groves, but the most common is Chemlali [
10
]. The
samples for analysis were taken and stored at 4
◦
C. The substrates for feeding the biogas
reactor were stored outdoors under the sun and rain shelter for several weeks, depending
on the feeding schedule of the biogas reactor.
Depolyphenolized OMW samples were subjected to mechanical pretreatment, ul-
trafiltration, and a selective polyphenol extraction process by adsorption. The extracted
polyphenols were further purified for valorization in industrial applications, such as feed
additives or cosmetics [
11
]. The residue from the ultrafiltration process was reduced to
roughly 40% of the feed volume. All OMW (derived) samples used for the experiments are
characterized in Table 1.
Appl. Sci. 2023,13, 9613 3 of 14
Table 1. Composition and timetable of the substrates of the anaerobic bioreactor.
OMW Experiment aTotal Polyphenols
b/Hydroxytyrosol c
TOC/
DOC TS/VS COD SO42−K+PO4−2Total
Nitrogen Treatment and Mixture
Unit Experiment
(Days) g·L−1g·L−1g·L−1g·L−1g·L−1g·L−1g·L−1g·L−1-
OMW 1 raw BMP, GI, BOD 3.36/-
37.6/24.0
74.1/60.6 90.3 - - 0.45 0.60 OMW 1 Permeate after adsorption
(to recover polyphenols)
OMW 1retentate
BMP, BOD 2.64/-
59.8/25.0
100.5/86.3 193.3 - - 0.50 1.26 OMW 1 sieved + filtered with
ceramic ultrafiltration membranes
OMW 1 treated I AD: (40),
GI, BOD, BMP 1.4–2.4/0.18–0.54
17.9/16.8
39.1/27.6 49.1 1.3–1.7 4.8 0.31–0.41 0.18
100% 3-phase OMW after membrane
filtration and adsorption
OMW 2_1
diluted II AD: (16) 1.32/-
12.1/10.9
25.0/19.6 40.0 0.8 2.7 0.15 0.11 43% sieved OMW 2 (traditional
method), 57% water
OMW 2_2
diluted III AD: (22) 1.66
15.2/13.6
31.4/24.6 50.2 1.0 3.4 0.19 0.14 53% sieved OMW 2, 47% water
OMW 3treated V AD: (43) 1.56/0.57 18.8/11.9 39.5/29.0 56.6 2.1 3.3 0.27 0.37 75% 3-phase OMW after membrane
filtration and adsorption, 25%
retentate from the membrane
filtration treating OMW
OMW 4treated VI AD: (26) 1.56/0.98 12.2/11.5 24.5/17.7 33.9 0.4 3.0 0.28 0.16
Co-Substrate BMP - - 89.2 d/81.8 d85.0 - - - - Solid organic food-market waste
Inoculum BMP -
12.37/1.86
28.6/17.5 - 0.01 1.76 Digestate from an anaerobic reactor
that is fed with market waste
Digestateday 37 GI 0.68
2.34/2.00
22.3/11.4 8.79 0.19 4.79 0.08 0.14 Digestate of the fixed bed reactor
used for the continuous experiment
a
Experiment: BOD: biological oxygen demand; BMP: biomethane potential; AD: anaerobic digester; GI: germination index.
b
: expressed in gallic acid equivalents.
c
Hydroxytyrosol is
the strongest antioxidant of polyphenols (generally in nature). dg/kg.
Appl. Sci. 2023,13, 9613 4 of 14
Biomethane potential:
An adapted method based on Hollinger et al. [
12
] and VDI
4630 (2016) was applied to determine the biomethane potential of the treated and untreated
olive mill wastewater. Duplicates of five different samples were measured in 1 L Schott
glass bottles, filled 2/3 (666 mL) with an inoculum-substrate ratio of 1:1. The digestate
of an anaerobic biodigester treating market waste was used as an inoculum and mixed
with three substrates derived from the same OMW sample, as characterized in Table 2. All
samples are flushed with nitrogen prior to the experiment, sealed, and incubated at 37
◦
C.
The produced biogas was measured using the liquid replacement method, utilizing NaOH
to remove CO2.
Table 2. Composition of the BMP samples (all OMW samples derive from OMW 1).
1 Inoculum 2 Raw 3 Depolyphenolized OMW 4 Co-Substrate 5 Retentate
Volume VS Volume VS Volume VS Volume VS Volume VS
Sample Name L g L g L g L g L g
Inoculum 0.35 6.11 0.35 6.11 0.35 6.11 0.35 6.11 0.35 6.11
OMW 0.10 6.11 0.07 4.28
Depolyphenolized
OMW 0.21 6.11 0.10 3.06
Co-Substrate 0.02 1.83
Retentate 0.04 3.06
Water 0.32 0.22 0.11 0.22 0.18
Total 0.67 6.11 0.67 12.23 0.67 12.23 0.67 12.23 0.67 12.23
Anaerobic digester:
The digester used for the upscaled experiments [
13
] is a 1.95 m
high, double-jacketed, thermostated stainless-steel column with an internal diameter of
0.45 m, resulting in an active fixed bed volume of around 270 L. It is filled with about
70 kg of carriers for biomass retention (Hiflow PVC rings—size 38-1), resulting in a specific
surface of around 200 m
2·
m
−3
and a gap degree of over 92%. The temperature was kept
at 37
◦
C with a thermostat. The feed was dosed with a BG 600 FJ-S peristaltic pump at
a flow rate of 0.7 L
·
min
−1
(November–January) and 0.8 L
·
min
−1
(February). The inflow
pH was adjusted with a 5 mol L
−1
-NaOH solution to pH 6. Biogas and digestate samples
were taken irregularly to determine the methane content by gas chromatography. The
feed substrates and durations are depicted in Table 1. The effects of operating parameters
such as hydraulic retention times and organic loading rates on degradation efficiency and
biomethane production were observed and determined over 150 days.
Germination Index:
The method is based on a modified Zucconi test and DIN EN
16086-2: Soil improvers and growing media—Determination of plant response—Part 2.
Triplicates of 20 seeds are placed into Petri dishes with filter paper in the dish and in the lid.
Lettuce Romaine seeds are used (Variety: NADER, Brand: Enza Zaden, Batch No. 6.121.702,
Germination and Purity: 99%, Origin: South Africa). A total of 5 mL of sample is added per
Petri dish, and 1 mL of distilled water is put on the filter paper in the lid of the Petri dish.
For the control, 5 mL of distilled water was added to the seeds instead of the sample. The
closed Petri dish is kept in a dark place at room temperature until day 5. Every day, the
number of germinated seeds is counted. On the fifth day, the root length of all germinated
seeds was measured. The Germination Index is calculated with the Formula (1):
GI (%) = (NGS·ARLS·NGC
−1×ARLC
−1)·100 (1)
GI: germination index; NG: number of germinated seeds; ARL: average root length; S
refers to the sample; and C refers to the control.
Analytical methods:
The Analytik Jena TOC analyzer multi N/C 3100 (Jena, Ger-
many) was used to determine total organic carbon (TOC), dissolved organic carbon (DOC),
and total nitrogen (TN). For DOC measurements, the sample was filtered with a Whatman
0.45 µm membrane filter (Kent, UK). The chemical oxygen demand (COD) was measured
Appl. Sci. 2023,13, 9613 5 of 14
based on the thermal disintegration of the samples at 1200
◦
C using the QuickCODlab-
03D0318 analyzer and autosampler from LAR Process Analysers AG. The pH and con-
ductivity were measured using an OHAUS Starter 2100 and a Consort C651 sensor. The
Folin–Ciocalteau method was used to determine the polyphenol concentration in gallic
acid equivalents. The following protocol, which was optimized at the Technical University
of Berlin (TUB), was used to prepare 96-well plates: (1) add 90
µ
L ultrapure water; (2) add
20
µ
L of gallic acid standard or sample diluted to the calibrated concentration; (3) add
10
µ
L Folin–Ciocalteau reagent; and (4) add 100
µ
L Na
2
CO
3
(10.75%). The reaction time
is 30 min in the dark (first 15 min shaking at 100 rpm). The light absorption at 620 nm is
measured. The blank sample was subtracted, and gallic acid equivalents were calculated
based on a linear calibration curve (gallic acid: 800, 400, 200, 100, 50, and 25 mg
·
L
−1
). The
dry matter (DM) was determined in accordance with DIN 12,880 by drying the sample
for 24 h and weighing the mass difference. The dried samples were oxidized at 600
◦
C
for 6 h to remove all organic components and re-weighted to determine the organic dry
matter (VS). To quantify the methane content in the biogas, the sample vials are flushed
for 5 min with nitrogen gas. The vial is then flushed with the produced biogas for at least
5 min and afterward analyzed in a gas chromatography system (Agilent Technologies
7890A GC System with a Bora bond q column and Agilent Technologies G188, Network
Headspace Sampler). Based on the Nordmann method and a titration test adapted by the
German Federal Agricultural Research Center (FAL), the ratio between the volatile fatty
acids and the total alkalic carbonates (FOS/TAC) was measured. A total of 20 mL of sample
is placed on a magnetic stirrer and homogenized consistently. Using the SCHOTT TitroLine
Easy, 0.1 N H
2
SO
4
(=0.05 mol
·
L
−1
) was titrated until the sample reached pH 5. The time
and amount of acid needed are recorded. The titration is then continued until pH 4.4 is
reached, and the needed time and amount of acid are recorded again. FOS and TAC are
then calculated with Formulas (2) and (3):
TAC = H2SO4-Volume added from start to pH 5 in mL ×250 (2)
FOS = (H2SO4-Volume added from pH 5 to pH 4.4 in mL ×1.66 −0.15) ×50 (3)
Ion concentrations were determined via ion chromatography by Metrohm using a
Metrosep A Supp 17—150/4.0 column for anions and a Metrosep C 4—150/4.0 column
for cations. All samples were filtered and diluted to the calibrated concentrations of
20–100 ppm
. The determination of the biological oxygen demand 30 (BOD
30
) was carried
out in accordance with DIN EN 1899-2 using Oxi Top Control of WTW for four samples, all
deriving from different treating steps of the OMW. The test was carried out in triplicate
with two different dilutions for each sample. The incubation period was 30 days at a
temperature of 20 ◦C.
3. Results
3.1. Biological Oxygen Demand
For the substrates used in the biomethane potential experiments, the biological oxygen
demand was determined to determine the easily and slowly degradable components
(Figure 1). For all substrates except digestate, an increase in oxygen demand is observed
after day 2, indicating that most readily degradable organics are degraded. At the end
of the measurements, after 30 days, the raw OMW and the retentate curves were still
slightly increasing, indicating that further degradation of poorly degradable organics
was continuing. Membrane filtration and adsorption improve the BOD
5
to COD ratio
from 1:3.2 (raw) to 1:2.2 (depolyphenolized OMW). In terms of slow-degrading substrates
(BOD
30
:COD ratio), the ratio for raw OMW was 1:1.6, and for depolyphenolized OMW, it
was 1:1.3. This indicated slow degradation kinetics for many organics in the wastewater.
The retentate has a BOD
5
to COD ratio of 1:6, with a BOD
30
to COD ratio of 1:2, which leads
to the conclusion that long retention times or dilution are necessary for the degradation.
Appl. Sci. 2023,13, 9613 6 of 14
As for the digestate, the BOD
30
to COD ratio is 1:2, indicating that the remaining organics
require more adapted biomass and longer retention times for further degradation [14].
Appl. Sci. 2023, 13, x FOR PEER REVIEW 5 of 14
Network Headspace Sampler). Based on the Nordmann method and a titration test
adapted by the German Federal Agricultural Research Center (FAL), the ratio between the
volatile fatty acids and the total alkalic carbonates (FOS/TAC) was measured. A total of 20
mL of sample is placed on a magnetic stirrer and homogenized consistently. Using the
SCHOTT TitroLine Easy, 0.1 N H2SO4 (=0.05 mol·L−1) was titrated until the sample reached
pH 5. The time and amount of acid needed are recorded. The titration is then continued
until pH 4.4 is reached, and the needed time and amount of acid are recorded again. FOS
and TAC are then calculated with Formulas (2) and (3):
TAC = H2SO4-Volume added from start to pH 5 in mL × 250 (2)
FOS = (H2SO4-Volume added from pH 5 to pH 4.4 in mL × 1.66 − 0.15) × 50 (3)
Ion concentrations were determined via ion chromatography by Metrohm using a
Metrosep A Supp 17—150/4.0 column for anions and a Metrosep C 4—150/4.0 column for
cations. All samples were filtered and diluted to the calibrated concentrations of 20–100
ppm. The determination of the biological oxygen demand 30 (BOD30) was carried out in
accordance with DIN EN 1899-2 using Oxi Top Control of WTW for four samples, all de-
riving from different treating steps of the OMW. The test was carried out in triplicate with
two different dilutions for each sample. The incubation period was 30 days at a tempera-
ture of 20 °C.
3. Results
3.1. Biological Oxygen Demand
For the substrates used in the biomethane potential experiments, the biological oxy-
gen demand was determined to determine the easily and slowly degradable components
(Figure 1). For all substrates except digestate, an increase in oxygen demand is observed
after day 2, indicating that most readily degradable organics are degraded. At the end of
the measurements, after 30 days, the raw OMW and the retentate curves were still slightly
increasing, indicating that further degradation of poorly degradable organics was contin-
uing. Membrane filtration and adsorption improve the BOD5 to COD ratio from 1:3.2 (raw)
to 1:2.2 (depolyphenolized OMW). In terms of slow-degrading substrates (BOD30:COD
ratio), the ratio for raw OMW was 1:1.6, and for depolyphenolized OMW, it was 1:1.3. This
indicated slow degradation kinetics for many organics in the wastewater. The retentate
has a BOD5 to COD ratio of 1:6, with a BOD30 to COD ratio of 1:2, which leads to the
conclusion that long retention times or dilution are necessary for the degradation. As for
the digestate, the BOD30 to COD ratio is 1:2, indicating that the remaining organics require
more adapted biomass and longer retention times for further degradation [14].
Figure 1. Biological oxygen demand over 30 days of OMW-derived substrates.
Figure 1. Biological oxygen demand over 30 days of OMW-derived substrates.
3.2. Biomethane Potential
The BMP batches were incubated for 105 days, showing the generally slow kinetics of
the anaerobic degradation. The biogas yield is shown in Figure 2, compared to the inoculum
baseline. Due to different technical issues, three samples were not quantified. The baseline
of the graph is the methane yield of the inoculum at 731
±
60 mL after 105 days. The
variation in the inoculum BMP results in a margin of error of approximately 16%, which
affects all results in addition to the variations in the BMP samples. Due to differences
in the obtained yields, both batches containing co-substrate are depicted separately. The
highest yields were achieved by mixing the OMW with a slurry of organic market waste
and by depolyphenolized OMW mixed with retentate, both reaching 350 NL methane per
kg of organic dry matter. The volatile solids content was reduced by 6.4 g and 7.8 g VS,
respectively. Initial inhibition was observed for depolyphenolized OMW and raw OMW
with co-substrate, with lower biomethane production rates than the inoculum for 20 and
65 days, respectively. This is unexpected and likely due to the higher-than-expected and
fluctuating biogas production of the inoculum, combined with the error margin of the
measurement method. Raw OMW, raw OMW with co-substrate, and depolyphenolyzed
OMW with retentate showed retarded biogas production, with a second steep increase in
methane production between days 30 and 45. This is likely linked to an adapted microbiome
in the samples after extensive incubation [
15
]. Using digestate from an anaerobic digester
that is fed with olive mill wastewater is an option to reduce this lag phase. Micoli et al.
indicated that adding biochar is a viable option to stabilize the incubation phase [
16
]. By
reducing the effect of the degradation of the inoculum on the overall result, increasing the
VS ratio between the inoculum and substrate can increase the accuracy of the experiment.
On day 6, the incubation temperature for all samples was 8 degrees higher than during
the rest of the period due to a technical problem. It is noticeable that on this day, there is a
decrease in methane production for most substrates, which is likely connected to the higher
pressure in the vessel due to the higher temperature. The gas yield was adapted to normal
conditions (273 K and 1.013 bar).
Appl. Sci. 2023,13, 9613 7 of 14
Appl. Sci. 2023, 13, x FOR PEER REVIEW 6 of 14
3.2. Biomethane Potential
The BMP batches were incubated for 105 days, showing the generally slow kinetics
of the anaerobic degradation. The biogas yield is shown in Figure 2, compared to the in-
oculum baseline. Due to different technical issues, three samples were not quantified. The
baseline of the graph is the methane yield of the inoculum at 731 ± 60 mL after 105 days.
The variation in the inoculum BMP results in a margin of error of approximately 16%,
which affects all results in addition to the variations in the BMP samples. Due to differ-
ences in the obtained yields, both batches containing co-substrate are depicted separately.
The highest yields were achieved by mixing the OMW with a slurry of organic market
waste and by depolyphenolized OMW mixed with retentate, both reaching 350 NL me-
thane per kg of organic dry matter. The volatile solids content was reduced by 6.4 g and
7.8 g VS, respectively. Initial inhibition was observed for depolyphenolized OMW and
raw OMW with co-substrate, with lower biomethane production rates than the inoculum
for 20 and 65 days, respectively. This is unexpected and likely due to the higher-than-
expected and fluctuating biogas production of the inoculum, combined with the error
margin of the measurement method. Raw OMW, raw OMW with co-substrate, and de-
polyphenolyzed OMW with retentate showed retarded biogas production, with a second
steep increase in methane production between days 30 and 45. This is likely linked to an
adapted microbiome in the samples after extensive incubation [15]. Using digestate from
an anaerobic digester that is fed with olive mill wastewater is an option to reduce this lag
phase. Micoli et al. indicated that adding biochar is a viable option to stabilize the incuba-
tion phase [16]. By reducing the effect of the degradation of the inoculum on the overall
result, increasing the VS ratio between the inoculum and substrate can increase the accu-
racy of the experiment.
On day 6, the incubation temperature for all samples was 8 degrees higher than dur-
ing the rest of the period due to a technical problem. It is noticeable that on this day, there
is a decrease in methane production for most substrates, which is likely connected to the
higher pressure in the vessel due to the higher temperature. The gas yield was adapted to
normal conditions (273 K and 1.013 bar).
Figure 2. Biomethane potential with the inoculum as a baseline.
Figure 2. Biomethane potential with the inoculum as a baseline.
3.3. Continuous Anaerobic Digestion of Raw and Derived OMW
The fixed-bed biogas reactor was operated over 150 days, utilizing different OMW-
derived substrates (Table 1). To investigate the effects on the control of process stability
and degradation efficiency, the organic loading rates (OLR) and hydraulic retention times
(HRT) were varied (Figure 3). The OLR varied between 1.8 and 5.8 kg COD
·
m
−3·
d
−1
and
the HRT between 10 and 27 days. (Figure 3).
Appl. Sci. 2023, 13, x FOR PEER REVIEW 7 of 14
3.3. Continuous Anaerobic Digestion of Raw and Derived OMW
The fixed-bed biogas reactor was operated over 150 days, utilizing different OMW-
derived substrates (Table 1). To investigate the effects on the control of process stability
and degradation efficiency, the organic loading rates (OLR) and hydraulic retention times
(HRT) were varied (Figure 3). The OLR varied between 1.8 and 5.8 kg COD·m−3·d−1 and
the HRT between 10 and 27 days. (Figure 3).
Figure 3. Chronological overview of OLR, HRT, and used substrates time periods of the substrates:
I: OMW 1, II: OMW 2_1, III: OMW 2_2, IV: OMW 2_3, V + VI + VII: OMW 3.
Three phases can be distinguished in the substrate: The first phase lasted 40 days,
and exclusively depolyphenolized OMW was fed. In those 40 days, the organic loading
rate doubled from 2 to 4 kg COD·m−3·d−1 in two steps after 2 weeks of stable operation.
From days 41 to 78, diluted OMW was used, with an average OLR of 3.1 kg COD m−3 d−1.
Tap water was added to decrease the viscosity and concentration of potentially inhibiting
monomeric polyphenols. The third and longest phase lasted from days 79 to 148 (phases
V–VII, with substrates derived from OMW3 in the depolyphenolization process). The mix-
ing ratio of the different OMW substrates is the same as that produced during polyphenol
extraction (25–45% retentate and 55–75% depolyphenolized OMW).
Figure 4 shows the daily biogas production and the measured methane content. The
horizontal lines indicate the average biogas production for different OLRs, displaying a
clear correlation. An increase in the produced gas volume is visible with increasing OLR.
The performance of the reactor was stable between days 77 and 86, but the biogas produc-
tion was not recorded due to a technical issue with the biogas meter. The measured me-
thane content varies between 51 and 78%, with an average of 64%. The obtained yields
vary between 0.97 and 0.99 L biogas·(g VSelim.)−1 or 0.44–0.5 L biogas·(g CODelim.)−1 (0.4–
0.46 L biogas ·(g CODelim.)−1 at standard conditions). The methane yield is 0.29–0.33 L
CH4·(g CODelim.)−1 (0.26–0.30 L CH4·(g CODelim.)−1 at standard conditions). This corre-
sponds to 76–86% of the theoretical methane maximum that can be obtained (0.38 L·g COD
at 25 °C [17]). The yields for the period with the inflow derived from OMW 3 (0.33–0.34 L
CH4·(g CODelim.)−1) cannot be considered due to the inhomogeneous substrate. In the first
days, the reactor effluent still contained digestate from the previous influent, which had
lower COD and VS values. This leads to an overestimation of the yield obtained in the
first days, which is not considered in the evaluation.
VII
Figure 3.
Chronological overview of OLR, HRT, and used substrates time periods of the substrates: I:
OMW 1, II: OMW 2_1, III: OMW 2_2, IV: OMW 2_3, V + VI + VII: OMW 3.
Three phases can be distinguished in the substrate: The first phase lasted 40 days,
and exclusively depolyphenolized OMW was fed. In those 40 days, the organic loading
rate doubled from 2 to 4 kg COD
·
m
−3·
d
−1
in two steps after 2 weeks of stable operation.
From days 41 to 78, diluted OMW was used, with an average OLR of
3.1 kg COD m−3d−1
.
Tap water was added to decrease the viscosity and concentration of potentially inhibit-
ing monomeric polyphenols. The third and longest phase lasted from days 79 to 148
(
phases V–VII
, with substrates derived from OMW3 in the depolyphenolization process).
The mixing ratio of the different OMW substrates is the same as that produced during
polyphenol extraction (25–45% retentate and 55–75% depolyphenolized OMW).
Figure 4shows the daily biogas production and the measured methane content. The
horizontal lines indicate the average biogas production for different OLRs, displaying
a clear correlation. An increase in the produced gas volume is visible with increasing
Appl. Sci. 2023,13, 9613 8 of 14
OLR. The performance of the reactor was stable between days 77 and 86, but the bio-
gas production was not recorded due to a technical issue with the biogas meter. The
measured methane content varies between 51 and 78%, with an average of 64%. The
obtained yields vary between 0.97 and 0.99 L biogas
·
(g VS
elim
.)
−1
or 0.44–0.5 L biogas
·
(g
COD
elim
.)
−1
(0.4–0.46 L biogas
·
(g COD
elim
.)
−1
at standard conditions). The methane yield
is
0.29–0.33 L CH4·(g CODelim.)−1
(0.26–0.30 L CH
4·
(g COD
elim
.)
−1
at standard conditions).
This corresponds to 76–86% of the theoretical methane maximum that can be obtained
(0.38 L
·
g COD at 25
◦
C [
17
]). The yields for the period with the inflow derived from
OMW 3 (0.33–0.34 L CH
4·
(g COD
elim
.)
−1
) cannot be considered due to the inhomogeneous
substrate. In the first days, the reactor effluent still contained digestate from the previous
influent, which had lower COD and VS values. This leads to an overestimation of the yield
obtained in the first days, which is not considered in the evaluation.
Appl. Sci. 2023, 13, x FOR PEER REVIEW 8 of 14
Figure 4. Daily biogas production, methane content, and average daily biogas production for each
OLR phase are depicted in Figure 3.
The FOS/TAC ratio is a practical indicator that can be determined with simple labor-
atory equipment and is used by many operators of biogas digesters to determine the bio-
chemical state of the digesters. The optimum is between 0.3 and 0.4. The pH of the sub-
strate was adjusted to 6 for the first 70 days of the experiment using a 20% NaOH solution
(5 mol L−1) to prevent over-acidification. After the pH adjustment of the feedstock was
terminated, the FOS/TAC increased. The data were generated only until day 96 of the ex-
periment, with a value of 0.38, slightly over the optimum. The microbiome was stable and
able to treat the acidic OMW without pH adjustment, producing a digestate with a pH
between 7.0 and 7.8 (Figure 5). Lower HRT and higher OLR resulted in higher hydrolysis
and acidification. The stable pH at the outflow indicates that higher OLRs are likely feasi-
ble without overacidification [18,19].
Figure 5. FOS, TAC, FOS/TAC, and pH feed and outflow. The grey bar indicates an ideal FOS/TAC
value between 0.2 and 0.3.
Figure 6 shows the VS feed and outflow concentrations together with the resulting
degradation efficiencies. The average removal of VS was 71%. A set of outliers with deg-
radation rates below 60% are partly due to hardware issues and are also due to imperfect
sampling and analytical errors. Generally, a decrease in reaction velocity is possible due
to the inhibitory character of raw OMW that was fed in the first 41 days. The DM/VS ratio
Figure 4.
Daily biogas production, methane content, and average daily biogas production for each
OLR phase are depicted in Figure 3.
The FOS/TAC ratio is a practical indicator that can be determined with simple lab-
oratory equipment and is used by many operators of biogas digesters to determine the
biochemical state of the digesters. The optimum is between 0.3 and 0.4. The pH of the
substrate was adjusted to 6 for the first 70 days of the experiment using a 20% NaOH
solution (5 mol L
−1
) to prevent over-acidification. After the pH adjustment of the feedstock
was terminated, the FOS/TAC increased. The data were generated only until day 96 of the
experiment, with a value of 0.38, slightly over the optimum. The microbiome was stable
and able to treat the acidic OMW without pH adjustment, producing a digestate with a pH
between 7.0 and 7.8 (Figure 5). Lower HRT and higher OLR resulted in higher hydrolysis
and acidification. The stable pH at the outflow indicates that higher OLRs are likely feasible
without overacidification [18,19].
Figure 6shows the VS feed and outflow concentrations together with the resulting
degradation efficiencies. The average removal of VS was 71%. A set of outliers with
degradation rates below 60% are partly due to hardware issues and are also due to imperfect
sampling and analytical errors. Generally, a decrease in reaction velocity is possible due
to the inhibitory character of raw OMW that was fed in the first 41 days. The DM/VS
ratio of 57% in the digestate indicates advanced mineralization of organic carbon. The
ratio TOC:VS:COD of the feed averaged 2:3:6. After the anaerobic digester, this changed to
1:3:4, indicating that the COD is only partially related to organic carbon and likely to the
non-carbon portion of the VS.
Appl. Sci. 2023,13, 9613 9 of 14
Appl. Sci. 2023, 13, x FOR PEER REVIEW 8 of 14
Figure 4. Daily biogas production, methane content, and average daily biogas production for each
OLR phase are depicted in Figure 3.
The FOS/TAC ratio is a practical indicator that can be determined with simple labor-
atory equipment and is used by many operators of biogas digesters to determine the bio-
chemical state of the digesters. The optimum is between 0.3 and 0.4. The pH of the sub-
strate was adjusted to 6 for the first 70 days of the experiment using a 20% NaOH solution
(5 mol L−1) to prevent over-acidification. After the pH adjustment of the feedstock was
terminated, the FOS/TAC increased. The data were generated only until day 96 of the ex-
periment, with a value of 0.38, slightly over the optimum. The microbiome was stable and
able to treat the acidic OMW without pH adjustment, producing a digestate with a pH
between 7.0 and 7.8 (Figure 5). Lower HRT and higher OLR resulted in higher hydrolysis
and acidification. The stable pH at the outflow indicates that higher OLRs are likely feasi-
ble without overacidification [18,19].
Figure 5. FOS, TAC, FOS/TAC, and pH feed and outflow. The grey bar indicates an ideal FOS/TAC
value between 0.2 and 0.3.
Figure 6 shows the VS feed and outflow concentrations together with the resulting
degradation efficiencies. The average removal of VS was 71%. A set of outliers with deg-
radation rates below 60% are partly due to hardware issues and are also due to imperfect
sampling and analytical errors. Generally, a decrease in reaction velocity is possible due
to the inhibitory character of raw OMW that was fed in the first 41 days. The DM/VS ratio
Figure 5.
FOS, TAC, FOS/TAC, and pH feed and outflow. The grey bar indicates an ideal FOS/TAC
value between 0.2 and 0.3.
Appl. Sci. 2023, 13, x FOR PEER REVIEW 9 of 14
of 57% in the digestate indicates advanced mineralization of organic carbon. The ratio
TOC:VS:COD of the feed averaged 2:3:6. After the anaerobic digester, this changed to
1:3:4, indicating that the COD is only partially related to organic carbon and likely to the
non-carbon portion of the VS.
Figure 6. VS concentrations of the inflow and outflow with the resulting degradation efficiencies.
The dotted line represents the average VS removal rate over the course of 100 days.
With the TOC to COD ratio, the oxidation state of the inflow can be calculated, which
allows an indication of its main components and an estimation of the methane content in
the produced biogas [20,21]. The inflow derived from OMW 1 and OMW 4 has a COD to
TOC ratio of 2.7, leading to an oxidation state of −0.12 and −0.17 [20]. The COD to TOC
ratio for OMW 2 is 3.31 and 3.01 for OMW 3, which corresponds to an oxidation state of
−0.52 and −0.96. A lower oxidation state leads to a higher methane content in the produced
biogas [21], which is consistent with the measured increase in methane content (68–78%)
during the feed period of OMW 3. Calculating the estimated methane content proposed
by Henze et al. [21] % CH4 = COD/TOC·18.75, the estimated methane content is 52–62%,
which is 10% lower than the measured methane values for the corresponding period.
The feed COD concentration ranged from 35 to 58 g·L−1 in the first 105 days of oper-
ation of the continuous anaerobic digester. The COD degradation averaged 71%, with a
residual COD of 11 g L−1. Most of this COD in the digestate is not caused by organic car-
bon, as the TOC:COD ratio is low at 1:4. The biological oxygen demand was not deter-
mined for this sample. However, it is likely that the digestate is stabilized and suitable for
soil application.
The inflow has a low nitrogen content, with an average ratio of COD:TN:P of
170:0.7:1, typical for OMW. Considering the ideal ratio of 300:5:1 for the anaerobic degra-
dation of carbohydrates, the carbon-to-nitrogen ratio is not optimal. A mixture of the sub-
strate or digestate with nitrogen- and phosphate-rich biomass, like manure, will provide
sufficient nutrients.
3.4. Germination Index
The results of the germination tests in Figure 7 showed a decrease in phytotoxicity
with increasing dilution. Treatment of OMW by membrane filtration and adsorption, par-
ticularly the subsequent anaerobic digestion, reduces phytotoxicity. However, undiluted
digestate showed high phytotoxicity with a GI of 6%. The addition of 1 and 6.5% digestate
to distilled water improved germination by 50 and 23%, respectively. Figure 7 depicts the
Figure 6.
VS concentrations of the inflow and outflow with the resulting degradation efficiencies.
The dotted line represents the average VS removal rate over the course of 100 days.
With the TOC to COD ratio, the oxidation state of the inflow can be calculated, which
allows an indication of its main components and an estimation of the methane content in the
produced biogas [
20
,
21
]. The inflow derived from OMW 1 and OMW 4 has a COD to TOC
ratio of 2.7, leading to an oxidation state of
−
0.12 and
−
0.17 [
20
]. The COD to TOC ratio for
OMW 2 is 3.31 and 3.01 for OMW 3, which corresponds to an oxidation state of
−
0.52 and
−
0.96. A lower oxidation state leads to a higher methane content in the produced biogas [
21
],
which is consistent with the measured increase in methane content (68–78%) during the feed
period of OMW 3. Calculating the estimated methane content proposed by Henze et al. [
21
]
% CH
4
= COD/TOC
·
18.75, the estimated methane content is 52–62%, which is 10% lower
than the measured methane values for the corresponding period.
The feed COD concentration ranged from 35 to 58 g
·
L
−1
in the first 105 days of
operation of the continuous anaerobic digester. The COD degradation averaged 71%,
with a residual COD of 11 g L
−1
. Most of this COD in the digestate is not caused by
organic carbon, as the TOC:COD ratio is low at 1:4. The biological oxygen demand was
Appl. Sci. 2023,13, 9613 10 of 14
not determined for this sample. However, it is likely that the digestate is stabilized and
suitable for soil application.
The inflow has a low nitrogen content, with an average ratio of COD:TN:P of 170:0.7:1,
typical for OMW. Considering the ideal ratio of 300:5:1 for the anaerobic degradation of carbo-
hydrates, the carbon-to-nitrogen ratio is not optimal. A mixture of the substrate or digestate
with nitrogen- and phosphate-rich biomass, like manure, will provide sufficient nutrients.
3.4. Germination Index
The results of the germination tests in Figure 7showed a decrease in phytotoxicity with
increasing dilution. Treatment of OMW by membrane filtration and adsorption, particularly
the subsequent anaerobic digestion, reduces phytotoxicity. However, undiluted digestate
showed high phytotoxicity with a GI of 6%. The addition of 1 and 6.5% digestate to distilled
water improved germination by 50 and 23%, respectively. Figure 7depicts the results of the
germination test for the digestate after 5 days. After germination, there was an increase in
the growth rate of the seedlings and roots, but this was not quantified. Further research is
needed on the fertilizing effect on adult plants and trees.
Appl. Sci. 2023, 13, x FOR PEER REVIEW 10 of 14
results of the germination test for the digestate after 5 days. After germination, there was
an increase in the growth rate of the seedlings and roots, but this was not quantified. Fur-
ther research is needed on the fertilizing effect on adult plants and trees.
Figure 7. The picture depicts the digestate sample (day 37) in different dilutions (100%, 50%, 25%,
and 13%) and distilled water on the 5th day of the GI experiment. The bar graph depicts the per-
centage of germinated seeds compared to distilled water, clearly indicating positive effects for
highly diluted digestate. The fertilizing effects cannot be quantified by this experimental setup.
4. Discussion
The BMP value for untreated OMW of 276 NL CH4· (kg VS)−1 is comparable to the
result of Calabro et al. [15], who obtained in a mesophilic BMP-test of raw OMW a me-
thane yield of 243 NL CH4·(kg VS)−1 at a total polyphenol concentration of 1 g·L−1.
The removal of polyphenols did not show a positive effect on the methane yield, as
the methane yield of the OMW after adsorption is 62% lower in comparison to the un-
treated OMW. Besides the polyphenol content, the main difference is the amount of solids.
Blika et al. [15] studied the effect of pretreatment steps on the anaerobic digestion of OMW
in a mesophilic 3-L CSTR. The authors emphasized the presence of solids as a crucial fac-
tor for process stability. After a thermal pretreatment step and sedimentation to remove
solids, stability and methane production rates decreased compared to the anaerobic di-
gestion of raw OMW.
Afif and Pfeifer [22] investigated the biomethane potential of 3-phase olive mill solid
waste under mesophilic and thermophilic conditions. The result for the cumulative me-
thane yield obtained after 60 days of digestion at mesophilic conditions was 139 NL
CH4·(kg VS)−1. For thermophilic conditions at 55 °C, a higher methane yield of 239 NL
CH4·(kg VS)−1 was achieved.
Karray et al. [13] used the same fixed bed reactor with diluted OMW mixed with 10%
liquid poultry manure and produced a maximum biogas production of 0.507 L·(g COD-
introduced)−1.
Numerous approaches to improving process stability and biogas yields have been
investigated. Micoli et al. [16] have found a positive effect of biochar addition to the di-
gestion mixture regarding methanogenesis inhibition and digestate phytotoxicity.
Figure 7.
The picture depicts the digestate sample (day 37) in different dilutions (100%, 50%, 25%, and
13%) and distilled water on the 5th day of the GI experiment. The bar graph depicts the percentage of
germinated seeds compared to distilled water, clearly indicating positive effects for highly diluted
digestate. The fertilizing effects cannot be quantified by this experimental setup.
4. Discussion
The BMP value for untreated OMW of 276 NL CH
4·
(kg VS)
−1
is comparable to the
result of Calabro et al. [
15
], who obtained in a mesophilic BMP-test of raw OMW a methane
yield of 243 NL CH4·(kg VS)−1at a total polyphenol concentration of 1 g·L−1.
The removal of polyphenols did not show a positive effect on the methane yield,
as the methane yield of the OMW after adsorption is 62% lower in comparison to the
untreated OMW. Besides the polyphenol content, the main difference is the amount of
solids.
Blika et al. [15]
studied the effect of pretreatment steps on the anaerobic digestion
of OMW in a mesophilic 3-L CSTR. The authors emphasized the presence of solids as a
crucial factor for process stability. After a thermal pretreatment step and sedimentation to
Appl. Sci. 2023,13, 9613 11 of 14
remove solids, stability and methane production rates decreased compared to the anaerobic
digestion of raw OMW.
Afif and Pfeifer [
22
] investigated the biomethane potential of 3-phase olive mill solid waste
under mesophilic and thermophilic conditions. The result for the cumulative methane yield
obtained after 60 days of digestion at mesophilic conditions was 139 NL CH
4·
(kg VS)
−1
. For
thermophilic conditions at 55
◦
C, a higher methane yield of 239 NL CH
4·
(kg VS)
−1
was achieved.
Karray et al. [
13
] used the same fixed bed reactor with diluted OMW mixed with
10% liquid poultry manure and produced a maximum biogas production of 0.507 L
·
(g
CODintroduced)−1.
Numerous approaches to improving process stability and biogas yields have been investi-
gated. Micoli et al. [
16
] have found a positive effect of biochar addition to the digestion mixture
regarding methanogenesis inhibition and digestate phytotoxicity.
Gonçalves et al. [23]
have
investigated an anaerobic hybrid reactor to treat a mixture of piggery effluent and OMW. The
reactor proved stable, with biogas production rates of 3.16 m
3
m
−3
d
−1
at an organic loading
rate of 7.1 kg m
−3
d
−1
. Partially substituting the feedstock of an anaerobic digester for OMW
in a relatively short period of time is a key challenge to the treatment of the seasonally arising
OMW. Azbar et al. investigated cheese whey and laying hen litter as co-substrates for the
anaerobic digestion of OMW, resulting in a strong increase in BMP [
24
]. Aerobic pretreatment,
partial chemical oxidation, flocculation, ultrasound, and others have been investigated to
increase process stability [
7
,
25
–
27
]. Bioaugmentation and co-digestion optimization in the
mainstream are two options to increase the biomethane yield. Bioaugmentation can be an
economical option when dealing with recalcitrant feedstocks or disturbances to inhibitory
compounds [28].
The sulfate concentrations between 0.4 and 2.2 g
·
L
−1
in the OMW are reduced to H
2
S
in the biogas, demanding proper desulfurization for biogas valorization.
The high potassium concentration and, to a lesser extent, phosphate content in the
digestate make them highly suitable for fertilizing. The concentrations varied between
0.1 and 0.5 g phosphate and 2.7 and 4.8 g potassium per liter of digestate. To produce a full
fertilizer, nitrogen-rich substrates like manure should be added.
The increase in the GI with higher dilution is consistent with the observations of
Karray et al. [13]
. The germination index was determined using cress seeds and a diges-
tate obtained after anaerobic treatment of diluted OMW mixed with 10% liquid poultry
manure. The GI was analyzed for the digestate diluted with water at concentrations of 100%,
50%, 20%, and 10%. The undiluted digestate did not show germination, and inhibition of
germination was observed at a concentration of 50%. The maximum GI of 154% was obtained
at a 20% digestate concentration. Komilis et al. [
29
] investigated the effects of different pretreat-
ment techniques of OMW on the germination of tomato and chicory seeds using a modified
Zucconi test. They concluded that the strongest effect on reducing the phytotoxicity of OMW
was the dilution with water, especially at a high dilution ratio of 1:10. Mekki et al. proposed
other microbiotests to assess the toxicity of the untreated and treated olive mill wastewaters.
They concluded that V. fischeri remained the most sensitive strain for monitoring the toxicity
of such effluent, which proves its utilization as a standard measure of toxicity again [
30
]. The
fertilizing effects, especially when mixed with nitrogen-rich co-substrates, need to be further
investigated and quantified to calculate the economics.
5. Conclusions
OMW is a suitable co-substrate in agricultural biogas digesters. As a single substrate,
it is inapplicable due to the seasonal character of the biomass stream and the potential
inhibition by polyphenols. Selective polyphenol recovery can reverse the inhibitory effects
and add further value to the waste stream [31].
The biodegradability of OMW, indicated by the BOD
5
:COD ratio, can be improved by
selectively removing polyphenols. Mixing raw OMW with a co-substrate or mixing the
two waste streams of the polyphenol recovery process, depolyphenolized OMW and UF
retentate, produces high biomethane potentials of around 350 NmL/g VS
eliminated
at very
Appl. Sci. 2023,13, 9613 12 of 14
long retention times of over 45 days. The methane content in the produced biogas varies
between 61 and 72%. The anaerobic digester was able to continuously degrade an average of
71% with 19 days of HRT. Increasing the HRT from 9 to 29 days did not significantly increase
the degradation. The organic loading rate was increased up to
5 kg VS m−3d−1
without
signs of over-acidification. The FOS/TAC indicated a stable biochemical equilibrium inside
the reactor, even after terminating the pH adjustment of the feedstock after 70 days.
The digestate needs to be applied as fertilizer to valorize the very high content of
fertilizing minerals and humus buildup. Stabilizing the digestate further in an aerobic
process (e.g., composting) is not necessary, as the VS can be reduced by up to 80%. A
biogas yield of around 320 NL
·
(kg VS)
−1
is sufficient for an economic digester operation.
The energetic and nutritional valorization of OMW in biodigesters is a feasible economic
approach. Three parameters are decisive for the economic feasibility of biogas production
from OMW:
•Biomethane yields are comparable to those of renewable raw materials
•Process stability
•
A suitable long-year co-substrate plan with alternative biomass for anaerobic digestion
between March and November
Germination tests showed that undiluted digestate and OMW have phytotoxic prop-
erties for seeds. However, diluted samples increased germination compared to water.
Full-grown plants with established root systems showed significantly increased growth
compared to non-fertilized plants.
One policy that helped increase the number of small and medium-sized biogas plants in
Germany for local renewable energy production was part of the Erneuerbaren Energie Gesetz,
which provided a degressive payment for small manure biogas plants up to 100 kW
el
. In this
way, a local valorization that helps reduce the negative impact of the waste stream on the
climate and environment and generates renewable energy is economically feasible. In addition,
regions where OMW management is an issue can implement regulations to incentivize or
require biogas plant operators to accept a certain amount of OMW as a co-substrate that is
diluted enough to have a minimal impact on biogas yields or process stability.
Anaerobic digestion of OMW as a co-substrate in industrial-scale biogas digesters is
the most realistic solution for long-term sustainable OMW management. Further research
on co-substrates, process stability, and kinetic optimization can reduce business risks for
industrial implementation.
Author Contributions:
Conceptualization, J.P., K.F., S.S., S.L., F.H. and S.-U.G.; methodology, J.P.,
K.F., F.H. and S.L.; software, J.P.; validation, J.P. and K.F.; formal analysis, J.P. and K.F.; investigation,
J.P. and K.F.; resources, J.P., S.S., S.-U.G., S.L. and M.C.; data curation, J.P., K.F., S.L. and F.H.;
writing—original draft preparation, J.P. and K.F.; writing—review and editing, J.P., K.F., S.-U.G. and
S.S.; visualization, J.P. and K.F.; supervision, M.C. and S.-U.G.; project administration, J.P. and F.H.;
funding acquisition, S.S., S.-U.G. and J.P. All authors have read and agreed to the published version
of the manuscript.
Funding:
The InnoVa research project (2nd German-African Innovation Promotion Prize: Prof. Sami
Sayadi, Prof. Sven Geißen) was funded by the Bundesministerium für Bildung und Forschung, grant
number 01DG20005, and managed by the Deutsche Luft-und Raumfahrtzentrum—Projektträger. This
research was supported by the Ministry of Higher Education and Scientific Research-Tunisia under a
contract program for the Laboratory of Environmental Bioprocesses (LR01CBS2015). We acknowledge
support by the German Research Foundation and the Open Access Publication Fund of TU Berlin.
Institutional Review Board Statement: Not applicable.
Informed Consent Statement: Not applicable.
Data Availability Statement:
The data presented in this study are available on request from the
corresponding author. The data are not publicly available due to third party liability.
Acknowledgments: Many thanks to CBS and TUB laboratory and technical personnel.
Appl. Sci. 2023,13, 9613 13 of 14
Conflicts of Interest: The authors declare no conflict of interest.
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