Jurnal
Teknologi
Full Paper
IMPROVEMENT OF BIOGAS UPGRADING PROCESS
USING CHEMICAL ABSORPTION AT AMBIENT
CONDITIONS
Fouad R. H. Abdeena, Maizirwan Mela*, Mohammed Saedi Jamia,
Sany Izan Ihsanb, Ahmad Faris Ismailb
aDepartment
of Biotechnology Engineering, International Islamic
University Malaysia, Kuala Lumpur, Malaysia
bDepartment of Mechanical Engineering, International Islamic
University Malaysia, Kuala Lumpur, Malaysia
Graphical abstract
Comparison between 3
solvents
Improving absorption using
the selected solvent
Producing upgraded
biogas containing more
than 95 % methane
Article history
Received
18 January 2017
Received in revised form
10 August 2017
Accepted
1 November 2017
*Corresponding author
maizirwan@iium.edu.my
Abstract
Biogas major components are methane, carbon dioxide and traces of hydrogen sulfide,
ammonia and nitrogen. Biogas upgrading process is the process by which carbon dioxide
(composing 40 % of the biogas) is removed. In this study chemical absorption process using
three different solvents (10 – 30 % monoethanolamine, 4 – 12 % sodium hydroxide and 5 –
15 % aqueous ammonia) was performed to produce methane-enriched biogas. A
laboratory-scale packed-column apparatus containing efficient and cheap packing
material (plastic bioball) was used to perform the experimental work in this study. Initial
absorption runs were performed to select the best solvent type and concentration.
Monoethanolamine (MEA) was proven to have the highest ability in producing upgraded
biogas using a single absorption column apparatus at ambient conditions. The liquid to
gas flow ratio was investigated using 30 % MEA solution. Optimum liquid to gas flow ratio
for biogas upgrading process was determined to be about 18 (on mass basis). Biogas with
methane content up to 96.1 v/v% was produced with CO2 loading capacity up to 0.24
mole-CO2 per mole-MEA.
Keywords: CO2 Removal, Biogas Upgrading, Chemical Scrubbing, Chemical Absorption,
Alkaline Scrubbing
© 2018 Penerbit UTM Press. All rights reserved
1.0 INTRODUCTION
Biogas is a product of anaerobic digestion that is
composed of 50 – 65 % methane, 35 – 50% carbon
dioxide and traces of hydrogen sulfide, ammonia and
nitrogen [1]. Biogas production and upgrading
processes are considered as waste treatment
processes that yield energy with a low environmental
pollution impact. The two main components to be
removed prior to biogas utilization are CO2 and H2S [2].
Although it is flammable, H2S is usually removed from
biogas prior to any utilization as a fuel due to its toxicity
and corrosive nature. The process by which H2S is
usually removed is called biogas purification.
CO2 removal is considered the most important step in
increasing the methane content in biogas and
therefore increasing its heating value [3, 4]. The
process of CO2 removal is usually called biogas
upgrading.
Several methods have been employed for the
purpose of purifying and upgrading biogas including
physical solvent scrubbing (such as water scrubbing)
[5], pressure swing adsorption [6], biological treatment
[7], chemical absorption [8–12] and cryogenic
separations [9]. However, chemical absorption is
believed to have a great potential in upgrading
biogas since the absorption process can be applied
at ambient or near ambient temperature and
pressure [13]. Recent researches have shown that
biogas upgrading by removing the combustion-inert
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carbon dioxide is an important step for the safe and
efficient use of the biogas as a fuel [14].
Chemical absorption of carbon dioxide can be
performed using different types of contactors. The
selection between packing, plate and membrane
contactor is usually performed based on the scale
and budget. While structured packing is believed to
be more suitable for small scale due to its high cost,
random packing are reported to be suitable for small
and large column sizes if the packing material is
chosen carefully [15].
When chemical absorption is performed using
packed column apparatus, the most important
features to be decided and selected are:
The solvent to be used as an absorber for CO2.
The packed column properties including: height,
diameter and packing material.
The different process conditions including
temperature, pressure, solvent concentration, gas
flow rate and solvent flow rate.
The best solvent for the carbon dioxide removal
from biogas has to be selected based on a number of
considerations such as; the minimum required
concentration, low consumption of absorbing
material (i.e. high load, easy regeneration, chemical
and thermal stability), no environmental impact and
availability and low price [1]. Several solvents were
proven to comply with the aforementioned
considerations including sodium and potassium
hydroxides
[9,
10],
amines,
such
as
momoethanolamine and diethanolamine [8, 16], and
aqueous ammonia [12, 17].
Several methods were followed in similar previous
studies for choosing the packed column geometrical
features. However, in this study a simplified model of
packed column apparatus is used as a CO2 scrubber.
The apparatus was designed in accordance with the
considerations reported in our previous work [18].
The main objective of this study is to produce
upgraded biogas with methane content above 95 %
using feed biogas that contains 60 % methane and
40 % CO2. A packed column absorber apparatus was
used in order to facilitate varying the different
parameters of the absorption process. Three different
solutions (MEA, sodium hydroxide, and aqueous
ammonia) are prepared and verified for their ability to
absorb carbon dioxide. The absorption process is
performed to upgrade biogas at ambient
temperature and pressure which is important for
energy-cost reduction.
2.0 METHODOLOGY
2.1 Apparatus and Materials Preparation
A packed column apparatus was used in this study to
verify the chemical absorption of CO2 for biogas
upgrading in the lab scale. The key characteristics of
the packed column, including column height,
diameter and packing material properties are shown
in Table 1. The different properties were decided
based on several recommendations from literature
which was discussed in our previous study [18]. As
listed in Table 1, the apparatus used in this study
contained a 0.1 m in diameter and 2 m in height
packed column. The column was packed with the
commercially available packing material called
plastic bioballs which was verified to be efficient as
packing material for biogas upgrading [19].
Table 1 Characteristics of the packed column
Parameters
Column diameter
Column Height
Packing surface
Void fraction εp
Pressure drop at 70 - 80 % flooding
Minimum liquid load
Maximum liquid load
Values
0.1 m
2m
350 m2 m−3
0.85
2 mbar/m
0.2 m3/m2h
200 m3/m2h
The method used for determining the packing
height is independent of the mass transfer coefficient
and rather depends on the initial and final solute gas
concentration. The method is explained by the
following equations as reported by [20].
𝑍 = 𝑁𝑂𝐺 × 𝐻𝑂𝐺 × 𝑆𝐹
(1)
𝑌1
(2)
𝑌2
where, NOG is the number of theoretical plates, HOG is
the height of transfer unit, and SF is the safety factor.
While NOG is calculated as shown by the above
equation, HOG is determined from a table based on
the packing type and size. Table 2 shows the height of
transfer units in feet based on the packing size and
type as was recommended by [20].
The HOG corresponding to the plastic packing with 1
inch diameter (25 mm) is 1 feet, as listed in Table 2. The
composition of biogas used as feed in this absorption
process is 60 % methane and 40 % CO2. The objective
of this study is to produce biogas with CO2 content less
than 5 mol/mol % (in the range 0.5 – 5 %). Therefore,
the values of the mole fractions y1 and y2 of equation
2 are 0.4 and 0.005 respectively. Considering a safety
factor of 1.5, the height of the column is calculated to
be 2 m.
𝑁𝑂𝐺 = ln
Table 2 HOG based on packing size and type [20]
Packing Diameter (in)
1.0
1.5
2.0
3.0
3.5
Plastic Packing HOG (ft)
1.0
1.25
1.5
2.25
2.75
A schematic diagram of the experimental
apparatus is shown in Figure 1. The figure shows the
different items of the apparatus including the gas
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liquid containers, the packed column, pumps, valves
and flow meters. The packed column and all the
piping and fittings were fabricated from PVC. The
packing material were the aforementioned plastic
bioball. Gas cylinders holding gas slightly above
atmospheric pressure were used to supply the feed
biogas to the absorption column. The top of the
absorption column is made of a liquid distributor with
a drip-point density of 2000 points/m2.
Upgraded
Biogas
Liquid
Distributor
Valve
Packing
Material
Flow Meter
Pump
Gas Flow
Liquid Flow
Raw Biogas
Figure 2 Material balance diagram for a counter current
absorption column
Rich
Liquid
Fresh
Solvent
A modified form of Equation 4 can be formed as
shown by Equation 5.
Figure 1 Schematic diagram of absorber column apparatus
The biogas used in the experiments was obtained
from a biogas plant (Cenergi SEA Sdn Bhd) that uses
palm oil mill effluent as the feedstock. The biogas was
previously treated for the removal of some impurities
such as H2S. The biogas characterization shown that it
is composed of 40.1 v/v% CO2, 59.8 v/v% CH4 and
traces of H2S, NH3, N2 and O2. The solutions of the three
different solvents, monoethanol amine, sodium
hydroxide and aqueous ammonia, were prepared in
the concentrations listed in Tables 4 – 6 shown in the
results and discussion section.
2.2 Mass Balance and Flow Rates Calculation
Typical material balance analysis for a counter current
absorption column can be performed as shown in
Figure 2. As shown in the figure, the biogas enters the
packed column at molar flow of Gm1 and exiting at
Gm2 while the scrubbing liquid is entering the packed
column at Lm2 and exiting at Lm1.
From Figure 2, for a component i, the mole balance
is
Gm1 × yi1 + Lm2 × xi2 = Gm2 × yi2 + Lm1 × xi1
(3)
Lm2 × xi2 - Lm1 × xi1 = Gm2 × yi2 - Gm1 × yi1
(4)
where Gm is gas molar flow, Lm is liquid molar flow, xi is
mole fraction of solute in liquid and yi is mole fraction
of solute in gas.
Gmˈ (Yi – Yi2) = Lmˈ (Xi – Xi2)
(𝑌𝑖 – 𝑌𝑖2)
𝐿𝑚ˈ
=
𝐺𝑚ˈ 𝑚𝑖𝑛 (𝑋𝑖 – 𝑋𝑖2)
(5)
(6)
where, Gmˈ is the solute-free gas flow rate, Lmˈ is the
solute-free liquid flow rate, Xi is the mole ratio of solute
i in liquid such that Xi = x/(1-x), and Yi is the mole ratio
of solute i in gas such that Yi = y/(1-y).
In the current study, biogas containing 40.1 % CO2 is
to be upgraded to a methane-rich gas containing less
than 5 % CO2. The upgrading process is performed
using chemical absorption by a fresh solvent.
However, the following assumptions are made to
simplify the calculation process.
1.
The upgraded biogas exits the column with
CO2 content in the range 0.5 – 5 mol/mol %. Hence,
the CO2 mole fraction in the exiting biogas (y i2) is in the
range 0.005 – 0.05.
2.
The fresh solvent used is free from CO2.
Therefore, CO2 mole fraction in entering liquid (x i2) is
zero.
3.
The exiting liquid reaches equilibrium
composition and therefore the CO2 mole fraction is
equal to the maximum loading capacity.
4.
30 % MEA solution is used as a basis for flow
rates calculations.
A solution containing 30 w/w% MEA was reported to
have a maximum capacity of 2.9 mole of CO2 per litre
of the solution [16]. Using this number, the maximum
CO2 mole fraction in exiting 30 % MEA solution is 0.0612.
The liquid flow rate range is determined first by
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calculating the minimum liquid flow rate in the
method explained by equations 3 – 6.
Using equation 6, the ratio of the liquid molar flow
rate to the gas molar flow rate (Gmˈ) can be
calculated. To calculate the actual minimum flow
rate ratio it is a common practice to multiply the result
obtained using (Lmˈ) equation 6 by a factor of 1.2 [20].
The mole fractions and mole ratio involved in
equation 6 are shown in Table 3
Table 3 CO2 mole fraction and mole ration in entering and
exiting streams
Stream
Gas in
Gas out
Liquid in
Liquid out
CO2 mole fraction
0.4
0.005
0.0
0.0612
CO2 mole ratio
0.6667
0.005
0.0
0.0652
Substituting the values of Table 3 in equation 6 gives
a value for the solute-free liquid to gas molar flow ratio
(Lmˈ/ Gmˈ) of 10.1. Assuming that Lmˈ = Lm and that Gmˈ
= 0.6 × Gm, the liquid to gas molar flow ratio (Lm/ Gm) is
calculated as 6.1, where Lm and Gm are the molar flow
of liquid and gas, respectively. Multiplying the ratio by
the factor of 1.2 the ratio will be equal to 7.3. Using this
value, the recommended liquid to gas mass flow ratio
when using 30 % MEA will be approximately 6.
Considering minimum liquid to gas molar flow ratio
is 7.5, the liquid to gas mass flow ratio should be
approximately 6. In fact, the liquid to gas flow rate
ratio calculated above is based on the 30 % MEA
solution absorption capacity of CO2. However, in this
study, aqueous solutions of 10 – 30 % MEA, 4 – 12 %
NaOH and 5 – 15 % ammonia were used. Thus, the
liquid to gas flow rate ratio is varied in a higher value
to allow for the opportunity for full removal of carbon
dioxide using all solvents used and at different
concentrations.
Following the minimum liquid to gas molar or mass
flow determination, the operating liquid and gas mass
flow rates are calculated so as to avoid flooding at the
pressure drop of the designed column. The method
explained by [15] for flooding percentage calculation
is followed. Using the values of density and viscosity of
the various solutions used in this study, the percentage
flooding was calculated for a liquid flow of 72 kg/h
and gas flow of 6 kg/h (ratio of liquid to gas mass flow
is equal to 12). The calculated percentage flooding
using the different solutions did not exceed 40 %.
2.3 Experimental Procedure
The absorption process was performed in a counter
current mode by feeding the gas and liquid to the
column at ambient temperature of approximately
25 ˚C. Each experimental run started by preparing the
solvent in the required concentration. The liquid flow
rate was controlled using the peristaltic pump speed.
The gas flow rate was regulated using a gauge
pressure regulator. Manual verification of the biogas
flow was performed by collecting the gas flowing
using intermediate container and measuring its
volume for a period of time to calculate its volumetric
flow rate in natural cubic meter per hour (Nm3/h). The
volumetric gas flow is then converted to mass flow
(kg/h) based on the gas composition and its
anticipated density at the working conditions. Each
absorption run started by feeding the raw biogas to
the bottom of the packed column and spraying the
absorbing solvent from top of the column, in a
countercurrent flow mode. The upgraded biogas is
collected from top of the packed column while the
rich solvent leaves at the bottom. All experiments were
performed at least three times and average values
were considered as the verified results. Each run was
performed until the upgraded biogas approaches
constant composition. Infrared gas analyzer
(Combimass GA-m) manufactured by Binder Group
(Germany) was used to measure the gas composition
before and after the absorption process is performed.
Experiments performed were divided to two phases. In
the first phase, the three different solvents were used
at three different concentration while keeping the
liquid to gas flow ratio constant for all of them (Lmˈ/
Gmˈ = 12). Then in the second phase, the solvent that
yielded highest biogas purity (lowest CO2 Mole
fraction) was used to perform several absorption runs
for the purpose of finding the optimum liquid to gas
flow ratio.
3.0 RESULTS AND DISCUSSION
Several runs were initially performed to compare
between MEA, sodium hydroxide and aqueous
ammonia as scrubbing solvents for the biogas
upgrading process. The comparison was made based
on the molar composition for the upgraded biogas. All
runs were performed using the packed column
apparatus shown in Figure 1, at 25 ˚C, atmospheric
pressure and at liquid flow of 72 kg/h and gas flow of
6 kg/h. The results obtained are shown in Tables 4, 5
and 6.
Table 4 shows the molar percentage of each
component in the biogas after scrubbing with 10 %, 20
% and 30 % MEA solution. The table shows that using
30 % MEA solution, the scrubbed gas was composed
of 92.3 % methane, 4.7 % carbon dioxide and 3.0 %
water. If the gas is dehydrated and the water is fully
removed, biogas of methane content higher than 95
% can be obtained.
Table 4 Gas molar composition after scrubbing with MEA
Concentration
10
20
30
CH4
77.8
88.3
92.3
CO2
18.6
8.4
4.7
H2O
3.6
3.3
3.0
The results listed in Table 4 show that the change in
CO2
concentration
decreases
at
higher
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concentrations of MEA. That is clear when comparing
the decrease of 9.8 % in CO2 content when increasing
MEA concentration from 10 to 20 % and the decrease
of 3.7 % when increasing MEA concentration from 20
to 30 %. Therefore, it is anticipated that increasing MEA
concentration above 30 % will lead to slight decrease
in CO2 content. This is explained by the fast
instantaneous equilibrium reached between CO2
molecules and amine molecules at higher
concentrations when compared to the slow
equilibrium obtained at low concentration of MEA.
For this, it is believed that the increase in the corrosive
nature of MEA solvent at concentration higher than 30
% outweigh the corresponding slight increase in
biogas quality. This conclusion is in line with results
concluded by previous studies [14].
Table 5 shows the molar composition of the biogas
after scrubbing with 4 %, 8 % and 12 % sodium
hydroxide. The minimum carbon dioxide content was
obtained when using 12 % sodium hydroxide. This
relatively high percentage makes it difficult to obtain
a biogas of higher than 95 % methane content at the
ambient or near ambient conditions.
Table 5 Gas molar composition after scrubbing with NaOH
Concentration
4
8
12
CH4
80.8
83.3
85.9
CO2
15.5
13.2
10.8
H2O
3.7
3.5
3.3
The difference in the performance of MEA and
sodium hydroxide can be explained by the fact that,
for the solvents used in this study, sodium hydroxide
solutions have less molar concentrations when
compared to MEA solutions. The mole fraction range
corresponding to 10 – 30 w/w% MEA solutions is 0.032
– 0.112, whereas the mole fraction range for 4 – 12 %
NaOH solutions is 0.018 – 0.058. However, the
aforementioned concentration ranges of the solvents
were based on recommendations from literature [14]
that has taken the corrosiveness of solvent in
consideration. Therefore, MEA-based solvents are
considered to be more suitable for biogas upgrading
than the sodium hydroxide solvent due to the
possibility of using more mole-concentrated solvent.
Table 6 shows the molar composition of biogas
scrubbed using 5 %, 10 % and 15 % aqueous ammonia.
Due to the high vapour pressure of aqueous ammonia
the scrubbed gas contained a high fraction of
ammonia gas, which is increasing at higher
concentrations of the solvent. Aqueous ammonia
have shown the ability to absorb carbon dioxide and
reduce its content to 8.9 %. However, a major
complication of the process when performed at
ambient conditions is the large fraction of ammonia
present in the upgraded gas. Thus, to upgrade biogas
using aqueous ammonia, either the operating
conditions have to be changed or a second column
should be used to absorb ammonia using water as a
scrubbing liquid, since ammonia is highly soluble in
water.
Table 6 Gas molar composition after scrubbing with NH3
Concentration
5
10
15
CH4
76.0
66.2
51.2
CO2
13.4
11.6
8.9
H2O
3.4
3.4
3.4
NH3
7.2
18.8
36.5
As portrayed in Tables 4, 5 and 6, the results show
that the packed column apparatus has been
efficiently used for the absorption of CO2 from raw
biogas. The three solvents have shown different
abilities for upgrading biogas at ambient conditions.
However, using a single absorption column apparatus,
MEA solution of concentration about 30 w/w% is
considered the most suitable solvent.
The previous results also show that sodium hydroxide
was the second effective solvent in terms of methane
concentration since the scrubbed gas contained
85.9 % methane. However, the suitability of the solvent
is also dependent on the CO2 content which is still very
high when using sodium hydroxide. In addition, the
regeneration of the sodium hydroxide is considered
more energy extensive when compared to MEA.
Aqueous ammonia, although produced biogas with
high fraction of ammonia it is considered relatively
efficient in terms of methane enriching to a certain
extent. It is expected that using water scrubbing
subsequent to ammonia scrubbing, biogas with
methane content up to 85 % can be obtained at
ambient conditions.
Subsequent to the initial absorption runs, attempts
were made to produce biogas composed of more
than 95 % methane using MEA as a scrubbing solvent.
Few runs were performed using 30 % MEA for
scrubbing biogas using the fabricated apparatus at
ambient conditions and at a liquid flow rate of 72 kg/h
but with a new range of biogas mass flow from
4 – 6 kg/h with an increment of 0.5 kg/h. Figure 3 shows
the methane and CO2 percentage in the scrubbed
biogas.
Plots of methane and carbon dioxide v/v% against
gas mass flow, as illustrated in Figure 3, show that
upgraded biogas with methane content up to 96.1 %
was obtained. It can be concluded from this figure
also that the continueous decrease in gas flow below
4 kg/h is possible to lead to the production of higher
purity biogas. This is a clear indication that with the
current column environment and dimensions, the
retention time for the mass transfer reaction did not
reach the optimum value. The retention time of the
current absorption process can be increased by
increasing the column height. Therefore, it is expected
that if the effect of column height and gas flow are
studied as process factors, a significant interaction
would be recorded between both factors. This is due
to the fact that at higher gas flow values, more CO 2
molecules are flowing into the column per unit time
and thus more time is required for the reaction to
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97
5
96
4
95
3
94
2
93
1
92
0
4
4.5
5
5.5
CO2 (%)
Methane (%)
reach equilibrium. Overall, this result shows that MEA is
a potential solvent to be used for CO2 scrubbing and
biogas upgrading at ambient conditions since biogas
of more than 95 % content is produced.
However, besides methane percentage, CO2
loading capacity is another important factor to be
used as a basis for evaluating the suitability of the
scrubbing solvent. Previous studies performed for
chemical absorption of carbon dioxide using MEA
have shown that the CO2 loading capacity of the
optimized absorption process can range between
0.17 – 0.22 mole CO2 per mole MEA [19, 21].
6
Gas Flow (kg/h)
Methane (%)
Carbon dioxide (%)
Figure 3 Methane and CO2 percentage in the scrubbed
biogas using 72 kg/h 30 % MEA solution
CO2 Loading Capacity
(mol CO2/mol MEA)
The CO2 loading capacity values for the 30 % MEA
solution used in the experiments represented in Figure
3 were calculated and represented by the plot shown
in Figure 4. The plot shows that the experiments have
resulted in CO2 loading capacity between 0.17 – 0.24
mole CO2 per mole MEA.
0.26
0.24
0.22
0.20
0.18
0.16
4
4.5
5
5.5
6
Gas Flow (kg/h)
Figure 4 CO2 loading capacity for scrubbing biogas with
72 kg/h 30 % MEA solution
The results shown in Figure 4 indicate that increasing
gas flow has great effect on increasing CO2 loading
capacity. This is logical since the higher the gas flow
the more the CO2 molecules present at the liquid-gas
interphase, therefore, the more the CO2-MEA
equilibrium reaction is shifted towards the product
side. Hence, increasing gas flow is believed to
decrease the time the reaction requires to obtain
equilibrium. For this, increasing retention time or
alternatively increasing column height is anticipated
to supplement the requirement of increasing gas flow
for the purpose of enhancing CO2 loading capacity
Overall, the plots shown in Figures 3 and 4 show that
biogas containing methane in the range of 92.3 – 96.1
% was produced using 30 % MEA at CO2 loading
capacity in the range 0.17- 0.24. The plots also show
that the feed biogas flow had a significant effect on
both methane percentage and CO2 loading
capacity of the MEA solution. Hence, it is expected
that the process of biogas upgrading using MEA as a
solvent can be further optimized by varying the gas
flow rate and the liquid flow arte at wider ranges.
4.0 CONCLUSION
The three different chemical solvents used in this study
were proven able to remove CO2 from biogas with
different efficiencies. MEA is proven to be the only
solvent that can produce a gas of less than 5 % CO2
content at ambient conditions and using a single
column absorber apparatus. Sodium hydroxide did
not show great potential in upgrading biogas, at the
current conditions, as it produced biogas with 85.9 %
methane only. Aqueous ammonia has decreased
carbon dioxide percentage to 8.9 %, however, the
scrubbed gas contained a big fraction of ammonia
gas. Therefore, it is believed that aqueous ammonia
scrubbing can be improved if the process is followed
by water scrubbing to remove ammonia gas from the
scrubbed gas. Several experiments were performed
using 30 % MEA solvent to investigate the effect of the
liquid to gas flow ratio on biogas purity and CO2
loading capacity. The aforementioned experiments
have shown that optimum biogas purity was obtained
when performing the experiment at a relatively high
value of liquid to gas flow ratio of about 18.
Investigation of liquid to gas ratio effect has also lead
to the conclusion that other process factors, such as
column height, has to be involved in a more
comprehensive analysis to obtain a biogas with higher
purity and at relatively higher values of CO2 loading
capacity. At the end of this study, upgraded biogas
containing 92.3 – 96.1 % methane was produced using
30 % MEA solution. The CO2 loading capacity of the 30
% MEA solution have ranged between 0.17 – 0.24 mole
CO2 per mole MEA.
Acknowledgement
The authors are grateful for all IIUM staff and
laboratory technicians for their support. All thanks are
also due to the organizers of the ICBioE 2016
conference for providing the chance for an
enlightening
knowledge-share
platform
and
facilitating an interactive discussion of data presented
in this study.
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