R M Abdilla1,2, C B Rasrendra3, H J Heeres1. 1. Green Chemical Reaction Engineering, University of Groningen, Nijenborgh 4, 9747 AG Groningen, The Netherlands. 2. Department of Chemical Engineering, University of Brawijaya, MT. Haryono 167, Malang 65145, Indonesia. 3. Department of Chemical Engineering, Institut Teknologi Bandung, Ganesha 10, Bandung 40132, Indonesia.
Abstract
Fast pyrolysis is as a promising and versatile technology to depolymerize and concentrate sugars from lignocellulosic biomass. The pyrolysis liquids produced contain considerable amounts of levoglucosan (1,6-anhydro-β-d-glucopyranose), which is an interesting source for glucose (GLC). Here, we report a kinetic study on the conversion of levoglucosan (LG) to GLC in water using sulfuric and acetic acid as the catalysts under a wide range of conditions in a batch setup. The effects of the initial LG loading (0.1-1 M), sulfuric and acetic acid concentrations (0.05-0.5 M and 0.5-1 M, respectively), and reaction temperatures (80-200 °C) were determined. Highest GLC yields were obtained using sulfuric acid (98 mol %), whereas the yields were lower for acetic acid (maximum 90 mol %) due to the formation of byproducts such as insoluble polymers (humins). The experimental data were modeled using MATLAB software, and relevant kinetic parameters were determined. Good agreement between experimental and model was obtained when assuming that the reaction is first order with respect to LG. The activation energies were 123.4 kJ mol-1 and 120.9 kJ mol-1 for sulfuric and acetic acid, respectively.
Fast pyrolysis is as a promising and versatile technology to depolymerize and concentrate sugars from lignocellulosic biomass. The pyrolysis liquids produced contain considerable amounts of levoglucosan (1,6-anhydro-β-d-glucopyranose), which is an interesting source for glucose (GLC). Here, we report a kinetic study on the conversion of levoglucosan (LG) to GLC in water using sulfuric andacetic acid as the catalysts under a wide range of conditions in a batch setup. The effects of the initial LG loading (0.1-1 M), sulfuric andacetic acid concentrations (0.05-0.5 M and 0.5-1 M, respectively), and reaction temperatures (80-200 °C) were determined. Highest GLC yields were obtained using sulfuric acid (98 mol %), whereas the yields were lower for acetic acid (maximum 90 mol %) due to the formation of byproducts such as insoluble polymers (humins). The experimental data were modeled using MATLAB software, and relevant kinetic parameters were determined. Good agreement between experimental and model was obtained when assuming that the reaction is first order with respect to LG. The activation energies were 123.4 kJ mol-1 and 120.9 kJ mol-1 for sulfuric andacetic acid, respectively.
Biomass
is considered the only sustainable carbon source for the
production of carbon-based fuels and chemicals with low carbon emissions.[1−3] A particularly interesting biomass source is lignocellulose biomass,
the most abundant and renewable form of biomass on earth.[4] Particularly the cellulose and hemicellulose
fraction in lignocellulosic biomass may be used as a renewable source
for biofuels and biobased chemicals by catalytic conversions, often
after an initial pretreatment to obtain monomeric sugars.[4,5]A promising and versatile technology for the pretreatment
of lignocellulosic
biomass is fast pyrolysis.[6−8] Fast pyrolysis is an alternate
method to acid and enzymatic hydrolysis of lignocellulosic biomass
to obtain (monomeric) sugars from biomass.[9] In fast pyrolysis processes, lignocellulosic biomass (e.g, forestry
residue) is rapidly heated (typically, < 2 s, 450–600 °C),
in the absence of oxygen under atmospheric pressure.[10−13] The vapors formed are rapidly cooled into a liquid product known
as pyrolysis liquids (bio-oils). Typical liquid yields are reported
to be up to 75–85 wt % of the initial biomass feed.[5,6,13] Generally, pyrolysis liquids
are complex mixtures of numerous oxygenated compounds of various organic
groups such as carboxylic acids, alcohols, ketones, aldehydes, phenolics,
and sugars.[14] Compared to other biomass
conversion technologies, pyrolysis offers a number of advantages such
as (i) low capital investment and operating costs,[15] (ii) the possibility to use a wide variety of biomass feeds,
including agricultural wastes, grasses, and woody biomass,[16−18] and (iii) pyrolysis is a fast process compared to biological approaches.[17,19]Levoglucosan (1,6-anhydro-β-d-glucopyranose)
is
known to be among the major products found in pyrolysis oil and is
actually the primary degradation product of cellulose.[5,9] The yield of levoglucosan (LG) in pyrolysis oil varies and is dependent
among others on the type of feedstock and the operating conditions.
LG yields of up to 33 wt % have been reported when using cotton as
the biomass feed.[20] When pure cellulose
is used as the starting material, the yield can be as high as 60 wt
%.[7,21] LG is an example of an anhydrosugars, and it is readily
converted to glucose (GLC) by an acid-catalyzed hydrolysis.[5] GLC is a known precursor for biofuels (bioethanol)
and biobased chemicals. Examples of the latter are 5-hydroxymethylfurfural
(HMF), levulinic acid (LA), and lactic acid (LAC), which are versatile
platform chemicals and precursor for biodegradable polymers.[22] As such, isolation and valorization of the sugar
fraction and particularly LG from pyrolysis liquids could improve
the techno-economic feasibility of the pyrolysis process (Figure ). Various approaches
have been identified to separate the sugar fraction in the pyrolysis
liquid from the pyrolytic lignin fraction, of which liquid–liquid
extraction combined with destillative workup is considered the most
promising.[5,23−25] It allows isolation
of the sugar fraction as a liquid in good yields (up to 34 wt % of
the original oil).[26] The composition has
been determined in detail, and it typically consists of LG (16 wt
%), glycoaldehyde (11 wt %), acids (2.5 wt %), ketones (1.4 wt %),
and phenolics (0.4 wt %).[27]
Figure 1
Biorefinery concept for
pyrolysis technology (Reprinted with permission
from ref (28). Copyright
2014 RSC).
Biorefinery concept for
pyrolysis technology (Reprinted with permission
from ref (28). Copyright
2014 RSC).For the development of technology
to convert the sugar fraction
of pyrolysis liquids monomeric sugars to be used for further conversions,
it is essential to gain insights into the rate of hydrolysis reactions.
We here report a kinetic modeling study on the conversion of LG to
glucose. To the best of our knowledge, a limited number of kinetic
studies have been reported for this reaction. LG hydrolysis in water
with hydrochloric acid catalyst was investigated by Vidrio in 2004.[29] The reactions were carried out at low temperature
(25–50 °C) over a six-week period. The activation energy
found in this study was 97 kJ mol–1. Helle et al.[9] studied the reaction of LG in water, spent sulfite
liquor, and/or pyrolysis oil extract using sulfuric acid as the catalyst
in a temperature range between 50 and 130 °C. Activation energies
of 114 kJ mol–1 and 87 kJ mol–1 were found for the hydrolysis of LG in dilute sulfuric acid and
in spent sulfite liquor or pyrolysis oil extract, respectively. In
both studies, first order kinetics were assumed, and the effects of
the initial concentration of LG on reaction kinetics were not determined.We here report an experimental and modeling study on the conversion
of LG to GLC under acidic conditions in aqueous solutions. Sulfuric
acid and acetic acid were selected as the catalysts using a broad
range of reaction conditions. Acetic acid was selected as it is abundantly
available in pyrolysis liquids with concentrations up to 10 wt %.[30] The effects of reaction parameters (acid concentration,
temperature, initial LG loading) on the reaction rates were measured,
and the relevant kinetic parameters were determined from the experimental
data using MATLAB software. Differences between sulfuric acid and
acetic acid will be highlighted, and the implications of the models
regarding GLC yield will be discussed.
Experimental
Section
Chemicals
LG was purchased from Carbosynth,
UK. Sulfuric acid (96–98 wt %) and GLC (≥99.5 wt %)
were obtained from Sigma-Aldrich (Steinheim, Germany). Acetic acid
(glacial) was acquired from Merk Milipore (Darmstadt, Germany). All
chemicals were used without further purification. For all experiments,
Milli-Q water was used to prepare the solutions.
Experimental Procedures
The experimental
methods are based on published work by Girisuta et al. (2006).[31] The hydrolysis reactions were carried out in
glass ampules (i.d. 3 mm, wall thickness of 1.5 mm, and length of
15 cm). The ampules were filled with approximately 0.3 mL of the reaction
mixture consisting of a predetermined amount of LG (0.1–1 M)
and catalyst (0.05–0.5 M sulfuric acid, 0.5–1 M acetic
acid). After filling, the ampules were sealed with a torch. The ampules
were placed in an aluminum rack and subsequently placed in a temperature-controlled
oven (GC oven, Hewlett-Packard 5890A) at Toven = 80–160 °C for experiments using sulfuric acid and
at Toven = 160–200 °C for
experiments using acetic acid. At different reaction times, an ampule
was removed from the oven and quickly quenched in cold water to stop
the reaction. Typically, at least 8 ampules were used for one series
of experiments. An overview of experimental data of all individual
experiments is given in the Supporting Information. After reaction, the ampules were opened, and the reaction mixture
was withdrawn. Subsequently, the mixture was filtered with 0.45 μm
PTFE filter to remove any insoluble matter. An amount of the clear
solution was then diluted with Milli-Q water, and the resulting mixture
was subjected to analysis by high performance liquid chromatography
(HPLC).
Analytical Methods
The composition
of the reaction mixture was determined by HPLC. The HPLC device consists
of an Agilent 1200 pump, a Bio-Rad organic acid column (Aminex HPX-87H),
a Waters 410 differential refractive index detector, and a UV detector.
The mobile phase was 5 mM aqueous sulfuric acid at a flow rate of
0.55 mL min–1. The HPLC column was operated at 60
°C. The concentration of compounds in the product mixture was
determined using calibration curves obtained by analyzing standard
solutions with known concentrations. A typical HPLC chromatogram of
a sample is shown in Figure .
Figure 2
Typical HPLC chromatogram for a product mixture of LG hydrolysis
in water.
Typical HPLC chromatogram for a product mixture of LG hydrolysis
in water.
Definitions
and Determination of the Kinetic
Parameters
The concentrations of the relevant compounds as
measured by HPLC were used to calculate the conversion of LG (XLG) and the yield of GLC (YGLC). The conversion and yield definitions are given in eqs and 2.The kinetic parameters of
the reaction
were obtained using the MATLAB R2016a software package. A maximum-likelihood
approach, which is based on the minimization of errors between the
experimental data and kinetic model (consisting of a number of differential
equations and corresponding initial conditions), was applied. Details
on this procedure are given in the literature.[32,33] The lsqnonlin method was used to solve the nonlinear
square problems to minimize the error between the measured values
and the model.
Results and Discussion
Product Distribution Using Sulfuric Acid As
the Catalyst
A total of 38 experimental series were conducted
in a broad range of reaction conditions (80–160 °C, CLG,0 = 0.1–1 M) using sulfuric acid as
the catalyst (0.05–0.5 M). A typical example of a reaction
profile (160 °C, CLG,0 = 1 M, CH = 0.1 M) is given
in Figure a. At these
conditions, LG is converted within 10 min to GLC. At prolonged reaction
times, the concentration of GLC is reduced, and HMF, levulinic acid
(LA), and formic acid (FA) are formed. These are known products from
the subsequent dehydration reactions of GLC in acidic conditions.[31] In addition, the color of the solution changes
from colorless to light yellow and finally to brown with the concomitant
formation of solids, indicative for the formation of humins. These
are known to consist of oligomeric-polymeric condensed structures
and are inevitably formed upon the treatment of GLC in acidic conditions
at elevated temperatures.[31]
Figure 3
Representative example
of a concentration profile (left) and the
mass balance closure (right) at 160 °C, CLG,0 = 1 M and CH = 0.1 M.
Representative example
of a concentration profile (left) and the
mass balance closure (right) at 160 °C, CLG,0 = 1 M and CH = 0.1 M.Mass balance calculations
were performed based on the total amount
of HPLC detectable (LG, GLC, HMF, LA, FA), and the LG intake and the
results are given in Figure b. It is evident that particularly in the initial stage of
the reaction, mass balance closure is not quantitative, meaning that
small amounts of other components are formed. This is also clear when
considering the profile after about 10 min, showing quantitative LG
conversion, whereas the amount of GLC is at maximum about 85% of the
initial LG concentration. Indeed, some unknown components are visible
at the initial stage of the reaction in the HPLC chromatograms. A
possibility is the formation of dihydroxyacetone (DHA),[34] a known degradation product of LG at acidic
conditions; however, its formation could not be confirmed unequivocally.
These findings are of interest for the development of the kinetic
models as they imply the existence of a parallel pathway for LG hydrolysis
not leading to GLC but to unknown components.To test the reproducibility
of the experiments, 10 randomly selected
experimental series (from 38 batch experiments in total) were performed
twice, and the result of a representative set of experiments is given
in Figure . It implies
that the reproducibility of the experiments is good.
Figure 4
Reproducibility experiment
for the acid-catalyzed conversion of
LG (120 °C CLG,0 = 0.5 M, CH = 0.1 M).
Reproducibility experiment
for the acid-catalyzed conversion of
LG (120 °C CLG,0 = 0.5 M, CH = 0.1 M).
Effect
of Process Variables on the Hydrolysis
Rate of LG
The effect of temperature on the conversion of
LG is given in Figure and shows that the temperature has a major effect. For example,
at a temperature of 140 °C, 94 mol % of LG conversion (XLG) was obtained after 10 min, whereas quantitative
conversion is not attainable within 100 min batch time when the temperature
is below 120 °C.
Figure 5
Effect of temperature on the conversion of LG (CLG,0 = 0.5 M, CH = 0.1 M).
Effect of temperature on the conversion of LG (CLG,0 = 0.5 M, CH = 0.1 M).In Figure a the
effect of the catalyst concentration (CH) on LG conversion versus time (140 °C
and CLG,0 = 0.5 M) is given. The reaction
is evidently enhanced at higher acid concentrations, and higher conversions
at lower batch times are attained at higher catalyst concentrations.
The GLC yields are also a function of the acid concentration. However,
this effect is only pronounced at high conversions and acid concentrations,
see Figure b for details.
Apparently, at these extremes, the consecutive reaction of GLC to
HMF and LA takes place to a significant extent.
Figure 6
Effect of acid concentration
on LG conversion, XLG (a) and yield of
GLC, YGLC (b). Reaction conditions: 140
°C and CLG,0 = 0.5 M.
Effect of acid concentration
on LG conversion, XLG (a) and yield of
GLC, YGLC (b). Reaction conditions: 140
°C and CLG,0 = 0.5 M.The effect of the initial concentrations of LG
was investigated
(CLG,0 = 0.1–1 M, 120 °C and CH = 0.05 M), and the
conversion of LG was found to be independent of the initial loading
concentration of LG (Figure a). This is a strong indication that LG hydrolysis is first
order in LG. Moreover, the initial concentration of LG has a small
though significant influence on the GLC yield (Figure b). At higher LG loading, the yield of GLC
is slightly reduced at prolonged batch times. This might be due to
a higher rate of formation of soluble and insoluble polymers at higher
LG concentrations, resulting in a decrease in the yield of GLC.
Figure 7
Effect of LG
initial loading on its conversion, Xlg (a) and yield of GLC, YGLC (b) at reaction
conditions: 120 °C, CH = 0.05 M.
Effect of LG
initial loading on its conversion, Xlg (a) and yield of GLC, YGLC (b) at reaction
conditions: 120 °C, CH = 0.05 M.
Kinetic Model Development for Sulfuric Acid
A kinetic model for the reaction of LG in water with sulfuric acid
as the catalyst was developed involving a sequence of reactions based
on the products formed (Scheme ). It initially involves two parallel reactions for LG, viz.
the main hydrolysis reaction to GLC and a lumped reaction to other
products (P1). This lumped reaction has to be considered based on
mass balance consideration (Figure ), particularly at high temperatures. In addition,
glucose is assumed to react further to among others HMF, LA, FA, and
soluble and insoluble humins. The latter reactions are lumped into
one overall reaction to products P2. Based on the experiments with
variable LG intakes, it was shown that the reaction is about first
order in LG, and this value was also used as the input in the kinetic
model.
Scheme 1
Proposed Scheme for LG Hydrolysis in Acidic Solutions
Using the first order reaction
assumption, the reaction rates of
the three individual reactions are defined in eqs –5.The temperature dependence of the kinetic constants
was introduced
by using modified Arrhenius equations (eqs –8)where T is
a function of time (see the Supporting Information for more details), and TR is reference
temperature (115 °C). The order in acid is also assumed to be
one, and this is incorporated in eqs –8.The reaction
is assumed to be catalyzed by protons, of which the
concentration was calculated using eq .The term Ka,HSO– in eq represents
the dissociation constant of (HSO4)−.
This value is temperature dependent and given by eqs and 11.[35]where T is
the temperature in K.In a batch system, the concentrations
of LG and GLC versus time
are represented by the differential equations given in eqs and 13.In total, 38 concentration–time
profiles at different temperatures,
acid concentration, and LG intake were determined experimentally,
giving a total of 684 data points (9 samples per experiment, concentrations
of LG, and GLC for each sample at certain reaction times). The best
estimates of the kinetic parameters and their standard deviations,
as determined by minimization of the errors between all experimental
data and the kinetic model, are shown in Table .
Table 1
Kinetic Parameters
for the Reactions
of LG to Products with Sulfuric Acid as the Catalyst
parameters
estimated
value
unit
description
k1RLG
0.599 ± 0.009
(M–1 min–1)a
reaction rate constant of k1LG at ref tempa
E1LG
123.4 ± 1.1
kJ mol–1
activation energy of k1LG
k2RLG
0.023 ± 0.008
(M–1 min–1)a
reaction rate constant of k2LG at ref tempa
E2LG
166.5 ± 14.9
kJ mol–1
activation energy of k2LG
k1RGLC
0.005 ± 0.001
(M–1 min–1)a
reaction rate constant of k1GLC at ref tempa
E1GLC
97.2 ± 9.9
kJ mol–1
activation energy of k1GLC
TR =
115 °C
TR =
115 °CComparison of
the experimental data and the output of the kinetic
model demonstrates a good fit for a broad range of reaction conditions
(Figure ). A parity
chart (Figure ) shows
the goodness-of-fit between the experimental and model data.
Figure 8
Comparison
of experimental data (■: CLG and
○: CGLC) and predicted
data from the kinetic model (solid lines) for experiments with sulfuric
acid as the catalyst.
Figure 9
Parity plot for all experimental and model points with sulfuric
acid as the catalyst.
Comparison
of experimental data (■: CLG and
○: CGLC) and predicted
data from the kinetic model (solid lines) for experiments with sulfuric
acid as the catalyst.Parity plot for all experimental and model points with sulfuric
acid as the catalyst.The activation energy obtained in this study (123.4 kJ mol–1) is comparable to the one found in the literature
(114 kJ mol–1) using sulfuric acid catalyst at lower
temperatures (50–130 °C).[9] However,
it is considerably higher than the value of 97 kJ mol–1 found using hydrochloric acid at lower temperatures (25–50
°C).[29] Whether this is an intrinsic
feature of HCl or due to the large difference in temperatures between
ours and the HCl catalyzed study is not clear yet.
Kinetic Model Development for Acetic Acid
A variety
of acids have been identified in crude pyrolysis liquids.
Examples are acetic acid, formic acid, glycolic acid, and propionic
acid.[10] Acetic acid is reported to be the
major organic acid, and depending on the conditions applied during
the pyrolysis process, its concentration can be up to 10 wt %.[30] As such, it is also of interest to determine
the effects of acetic acid on the rate of LG hydrolysis as this will
also give insights in the rate of LG conversion in the pyrolysis process
(e.g., the condenser systems) and during storage. This is of high
importance when the objective of the pyrolysis process is to optimize
LG concentrations and as such to reduce the rate of LG hydrolysis
to GLC. In addition, this information will also be essential to determine
possible anion effects on catalysis, i.e. whether acetate or sulfate
anions play a role or that only the proton concentrations are determining
the rate of the reactions.The experimental procedure applied
was similar to the experiments using sulfuric acid as the catalyst
(see section ),
with only slight differences in the experimental condition ranges
(CLG,0 = 0.1–1 M at T = 160–200 °C and CCH = 0.5–1 M). A total of 10 concentration versus
time profiles were obtained each consisting of 16 data points representing
the LG and GLC concentrations at certain reaction times. A higher
temperature range was applied when compared to sulfuric acid to compensate
for the by far lower proton concentration in solution when using acetic
acid. At the end of the reactions, the reaction mixture was dark brown–black
in color and contained significant amounts of solid (humin) byproducts.Typical concentration–time profiles for LG and the main
product GLC at two temperatures (160, 180 °C) are provided in Figure and show that
the temperature has a large effect on the LG conversion rates. However,
the yields of GLC are lower than for sulfuric acid, indicating a higher
rate for the degradation of GLC to among others soluble and insoluble
(humins) byproducts. In line with the result from sulfuric acid-catalyzed
experiments, GLC decomposition products were HMF, LA, and FA (results
not shown for brevity). It is worth noting that the conversion rate
of LG for acetic acid is significantly lower than for sulfuric acid
(see Figure for comparison).
Figure 10
Typical
concentration profiles for the reaction of LG in an acetic
acid–water system (CLG,0 = 1 M, CCH = 0.5 M, 160 and 180 °C).
Typical
concentration profiles for the reaction of LG in an acetic
acid–water system (CLG,0 = 1 M, CCH = 0.5 M, 160 and 180 °C).Typically, the maximum yields
of GLC are lower in acetic acid than
in sulfuric acid, viz. 90 mol % at 0.1 M LG, an acetic acid concentration
of 1 M, and a temperature of 160 °C compared to 98 mol % at 0.1
M LG, a sulfuric acid concentration of 0.1 M, and a temperature of
140 °C. As such, the parallel decomposition of LG to other products
than GLC seems to occur with a higher rate for acetic acid.The kinetic model development for acetic acid is based on the reaction
network given in Scheme . Eqs –8 and eqs and 13 were applied to express the
rate, kinetic rate constants, and concentrations of LG and GLC as
a function of time, respectively. The concentration of H+ was calculated using the acid dissociation constant (eq ), which was corrected for the
temperature by using eqs and 16where R is the universal
gas constant, T is the temperature, and the values
of ΔH and ΔS for acetic
acid in water are reported to be −0.41 kJ mol–1 and −0.0925 kJ mol–1 K–1, respectively.[36]The kinetic parameters
were determined using MATLAB optimization
routines, and the best estimations including their standard deviations
are given in Table .
Table 2
Kinetic Parameters for LG Hydrolysis
Acetic Acid as the Catalyst
parameters
estimated
value
unit
description
k1RLG
0.610 ± 0.063
(M–1 min–1)a
reaction rate constant of k1LG at ref tempa
E1LG
120.9 ± 3.7
kJ mol–1
activation energy of k1LG
k2RLG
0.01 ± 0.006
(M–1 min–1)a
reaction rate constant of k2LG at ref tempa
E2LG
189.0 ± 18.0
kJ mol–1
activation energy of k2LG
k1RGLC
0.116 ± 0.028
(M–1min–1)a
reaction
rate constant of k1GLC at ref tempa
E1GLC
60.9 ± 7.2
kJ mol–1
activation energy of k1GLC
TR =
115 °C
TR =
115 °CA good fit between
experimental data and the kinetic model was
observed, see Figure for details. This is confirmed by the parity plot between experimental
and modeled data (Figure ).
Figure 11
Comparison of experimental data (■: CLG and ○: CGLC) and
predicted
data using the kinetic model (solid lines) for experiment with acetic
acid as the catalyst.
Figure 12
Parity plot for all experimental and model point with acetic acid
as the catalyst.
Comparison of experimental data (■: CLG and ○: CGLC) and
predicted
data using the kinetic model (solid lines) for experiment with acetic
acid as the catalyst.Parity plot for all experimental and model point with acetic acid
as the catalyst.
Application
of the Kinetic Models
Comparison between Acetic
and Sulfuric Acid
With the kinetic models for both acid catalysts
available, it is
possible to gain insight into LG conversion, selectivity, and yield
of GLC as a function of the type of acid catalyst and process conditions.
For instance, a simulation of the typical batch time needed to achieve
90 mol % LG conversion using sulfuric acid and acetic acid as catalysts
at various temperatures is given in Figure .
Figure 13
Required batch time for XGLC = 90 mol
% as a function of T and type of acid (CLG,0 = 0.1 M).
Required batch time for XGLC = 90 mol
% as a function of T and type of acid (CLG,0 = 0.1 M).Thus, it is clear that sulfuric acid is by far more reactive
at
similar acid concentrations than acetic acid, and the batch times
required for 90% conversion at various temperatures are typically
about 200 times lower.
Selectivity
Quantitative
information
on the effect of reaction conditions on the selectivity of the reaction
can be obtained from the kinetic model. For this purpose, a rate selectivity
parameter (S) is used, which is defined as the ratio
between the rate of the desired reactions and the rate of undesired
reactions (eq ). As
such, S considers the conversion of LG to GLC and
to byproducts, without considering subsequent reactions of GLC. As
such, this approach is only valid at relatively short batch times.Substitution of the
rate expressions and kinetic constants equations as given in eq and 7 leads to eq .The latter equation
shows that the value of S is
independent of the CLG and CH or CCH and only a function of the temperature.
The activation energies of the main reaction, E1LG = 123.4 (for sulfuric acid) and 120.9 kJ mol–1 (for acetic acid), are lower than the side reaction, E2LG = 166.5 (for sulfuric acid) and 189 kJ mol–1 (for acetic acid, see Tables and 2). Hence, to achieve high selectivity
in the initial stage of the reaction, it is best to perform the reaction
at the lower temperatures. However, this goes at the expense of reaction
rates and thus the space time yields. Therefore, a compromise between
a high reaction rate, for which higher temperatures are preferred,
and a good GLC selectivity, which is favored at lower temperatures,
is required.It is also of interest to compare the activation
energies for the
lumped decomposition reaction of GLC to P2 for both acids. The activation
energy for acetic acid is 60.9 ± 7.2 kJ mol–1, which is significantly lower than for sulfuric acid (97.2 ±
9.9 kJ mol–1). In line with this finding is the
formation of significantly higher amounts of insoluble humins during
the reaction with acetic acid. These observations are in agreement
with a previous study by Girisuta et al.[31] where various Bronsted acids (H3PO4, oxalic
acid, HCl, H2SO4, and HI) were tested as the
catalyst for HMF conversion to LA. Here, the organic acid in the series
(oxalic acid) gave a lower yield of LA and significantly higher amounts
of humins than the mineral acids.
Determination
of Optimum Reaction Conditions
for Highest Yield
The kinetic model also allows determination
of the optimum reaction condition to achieve the highest YGLC. For this purpose, eq is differentiated to giveThe combination of eqs and 13 and eq leads
to eq .Eq was solved from 0 to
90 mol % LG conversion
for the reactions using sulfuric acid and acetic acid as the catalyst.
The GLC yield is subsequently calculated using eq . Figure shows the GLC yield as a function of temperature and
acid concentration at an initial LG concentration of 0.1 M and a XLG of 90 mol %. Within this range of process
conditions, the yield of GLC is almost independent of the acid concentration
for both sulfuric andacetic acid. Also, it is evident that the GLC
yield is highest at the lowest temperatures in the range for sulfuric
acid (Figure a),
while it is highest at intermediate temperatures for acetic acid (Figure b). This simulation
is in line with the experimental results (vide supra).
Figure 14
Effects of acid concentration and temperature on yield of GLC using
sulfuric acid (a) and acetic acid (b) (at 0.1 M LG loading and 90
mol % LG conversion).
Effects of acid concentration and temperature on yield of GLC using
sulfuric acid (a) and acetic acid (b) (at 0.1 M LG loading and 90
mol % LG conversion).
Conclusions
A comprehensive experimental
and modeling study on the acid-catalyzed
reaction of LG to GLC in a batch reactor has been performed. A broad
range of reaction conditions was tested, including variation in initial
LG intake (0.1–1 M), temperature (80–200 °C), and
acid catalysts (sulfuric acid, 0.05–0.5 M and acetic acid,
0.5–1 M). In the temperature range used in this study, sulfuric
acid gave the highest GLC yield (max. 98 mol %), while the use of
acetic acid as catalyst gave a lower yield (max. 90 mol %) due to
byproduct formation.Furthermore, a broadly applicable kinetic
model for the acid-catalyzed
LG decomposition for both the sulfuric andacetic acid catalysts has
been developed, assuming first order dependencies in substrates and
acid. A maximum-likelihood approach has been applied to estimate the
kinetic parameters, and a good fit between experimental data and modeling
results was obtained. The model implies that the GLC yield is essentially
independent of the LG loading. Within the investigated range of reaction
conditions, the GLC yield is at the highest when the reaction temperature
is between 100 and 120 °C (with sulfuric acid) and between 140
and 160 °C (with acetic acid).
Authors: Arthur J Ragauskas; Charlotte K Williams; Brian H Davison; George Britovsek; John Cairney; Charles A Eckert; William J Frederick; Jason P Hallett; David J Leak; Charles L Liotta; Jonathan R Mielenz; Richard Murphy; Richard Templer; Timothy Tschaplinski Journal: Science Date: 2006-01-27 Impact factor: 47.728
Authors: Xun Hu; Liping Wu; Yi Wang; Yao Song; Daniel Mourant; Richard Gunawan; Mortaza Gholizadeh; Chun-Zhu Li Journal: Bioresour Technol Date: 2013-02-09 Impact factor: 9.642
Authors: Marjorie R Rover; Patrick A Johnston; Tao Jin; Ryan G Smith; Robert C Brown; Laura Jarboe Journal: ChemSusChem Date: 2014-04-06 Impact factor: 8.928