Liziane da Luz Seben Scheffler
Federal University of Rio Grande do Sul, Brazil
E-mail: liziseben@gmail.com
Istefani Carisio de Paula
Federal University of Rio Grande do Sul, Brazil
E-mail: istefanicpaula@gmail.com
Samanta Viana
Federal University of Rio Grande do Sul, Brazil
E-mail: saamygv@gmail.com
Elaine Aparecida Regiani de Campos
Federal University of Rio Grande do Sul, Brazil
E-mail: earcamp@gmail.com
Submission: 13/03/2017
Accept: 24/04/2017
ABSTRACT
Sustainable production is a recurrent
theme in industrial engineering. Commercial production of canned palm hearts
generates an amount of waste from the leaf sheaths that envelop the heart of
palm, which can be used to produce cellulose pulp then reducing environmental
impacts. This study aims to examine the feasibility of cellulose pulping from
King Palm leaf sheaths to obtain a fiber with absorbent capacity and low
residual lignin content, as well as demonstrate the influence of the
controllable process factors on the response variables analyzed through the
formulation of n-dimensional equations and surfaces which permitted the
optimization of the variables of interest. The response variables were selected
in order to characterize the fiber obtained according to degree of
delignification, absorption capability and speed and apparent density. The results indicated that the pulps obtained from the
processes proposed although didn’t meet the quality standards required for absorbent
pulps, since values are lower than those established in the research
hypotheses, is very promising. This attempt raises the discussion around
the role that industrial engineering professionals and researchers
may play in the agribusiness waste recovery and recycling. Moreover it provides useful information for re-planning of experiments
in search for extraction optimization of this or similar agribusiness wastes.
Keywords: Sustainable production; agribusiness waste;
Design of Experiments; Response Surface Methodology (RSM); cellulose pulping;
King Palm.
1. INTRODUCTION
Design approaches that emphasize
the economic, social and environmental dimensions, associated with advances in
technology, contribute to the development of more effective environment
sustainable production solutions (SALVADOR et al, 2014; LYAKURWA, 2014). An aspect referred to
sustainable approaches is the reuse of process waste, as well as the
minimization of its generation (PAULI, 1996; PAULI, 1998; McDONOUGH; BRAUNGART,
2002; CNTL, 2003). Waste recovery for the purpose of generating new products
has been object of research, since there is a significant variation in the
quality of the waste if used as raw materials and due to the need of designing
processes that can efficiently effect this transformation.
This paper focused on the examination of the alkaline
cellulose pulping from the waste generated during the production of canned palm
hearts, originating from the King Palm (Archontophoenix
alexandrae). Three layers of leaf sheaths that surround the heart of palm
constitute the waste from this process, consisting in 90% of the input material
in the process and the other 10% is the portion commercialized by the
industry. The leaf sheaths of the King
Palm are an agricultural waste, which are lignocellulosic in nature, like most
of these types of plant waste (KEREM et al, 1992). The main components of
lignocellulosic waste are cellulose, hemicellulose, lignin and nitrogen, in a
smaller amount.
Studies have been conducted to investigate different
applications for the waste from the King Palm, since they can add value to the
waste left behind on the field and may reduce environmental damage resulting
from its accumulation (TONINI, 2004). Noteworthy among the research studies is
the application of the middle leaf sheath for producing hydrolytic enzymes by
fungi from the genus Polyporus
(ISRAEL, 2005) and the waste used as substrates for cultivating fungi both from
the Pycnoporus sanguineus species
(BORDERES, 2006) and the Lentinula edodes
species (TONINI, 2004). In a study performed at the Rural Federal University of
Rio de Janeiro (UFRRJ), the use of the Euterpe
edulis Martis stem, which is thrown away during heart of palm harvesting,
was investigated as a fibrous raw material alternative for producing cellulosic
pulp by the kraft method (ANDRADE et al, 2000).
The demand for easily-renewable raw materials for the
manufacture of consumer goods is a growing trend around the world as may be
seen in patents like (PI 1102323-6 A2, 2011– nanocrystalline cellulose;
PI1100439-8, 2011; CN103012822, 2013 and CN102720089, 2012– cellulose
membrane). The most attractive aspect in relation to natural fibers is their
positive environmental impact, since they represent a renewable resource and
are produced with low energy consumption (JOHN; THOMAS, 2008). In line with
this trend is the proposal to obtain cellulose from King Palm leaf sheaths,
thereby taking advantage of and recovering an abundant by-product which results
from the industrial processing of canned heart of palm. It is expected a 27 to
30% yield in the pulping of the dried waste.
To
carry out such a project, the leaf sheaths resulting from the processing of
heart of palm, which are often left in the field or used as animal feed, must
undergo cellulose extraction using specific equipment. Normally, the most
industrially-used pulping of lignocellulosic raw materials employs alkaline
reagents for transforming the fresh fiber into cellulose pulp (SIXTA, 2006).
Pulping with soda and anthraquinone, as an additive, is suitable and common for
pulping processes in plants that are not subject to seasonality (HOLTON, 1977;
ANTUNES et al, 2000).
A variety of references describe the treatment of plant
waste with alkaline pulping using soda and an additive for delignification. The
literature review cite pulping with soda from rice straw (RODRÍGUEZ et al,
2010), alkaline pulping with soda to obtain fiber from corn husks (REDDY; YANG,
2005), the alkaline pulping of soybean husk (REDDY; YANG, 2009) and banana
fiber production through alkaline extraction with soda (ELANTHIKKAL et al,
2010).
Among the studies there is the treatment of date palm
petioles, using alkaline pulping to obtain and characterize fibers as
replacements for wood fiber (KHRISTOVA et al, 2004; KHIARI et al, 2009). In the
alkaline chemical pulping method for King Palm leaf sheaths, which is the
object of study in this research, soda (NaOH) was used as a delignifcation
reagent and anthraquinone (AQ) as a process additive. An experimental design
was proposed with three controllable factors – AQ concentration (0.33% -
1,17%), period of time in the reactor (110 - 160 minutes) at pulping
temperature (127°C) and NaOH concentration (10% - 34%). The response variables analyzed were the kappa
number, which represents the residual lignin content in the pulped material
(ABNT, 2005), water absorption capacity, absorption speed and apparent density
of the pulp. Would these parameters be also effective to the production of
cellulose pulp for sanitary absorbent purposes?
This study objective is to examine the feasibility of
cellulose pulping from King Palm leaf sheaths in order to obtain a fiber with
absorbent capacity and low residual lignin content, as well as, to demonstrate
the influence of the controllable process factors on the response variables
analyzed. The practical contribution, in the industrial engineering
perspective, is to propose the reuse of plant waste from agribusiness in order
to produce cellulose pulp for sanitary and absorbent purposes. The
academic contribution is to comprehend how the pulping parameters’ levels may
influence the physical-chemical characteristics of this cellulose pulp, and to
provide useful information for re-planning of experiments in search for
optimization extraction.
2. EXPERIMENTAL
This study characteristic is the applied research, with a
quantitative approach, since it uses numerical analyses and statistical
techniques. The aim of this study is explanatory in nature, since it seeks to
identify the factors that determine or contribute to the occurrence of
phenomena, through using an experimental method (GIL, 1991).
2.1.
Raw
Material
For the experimental research, the waste resulting from the
processing of heart of palm was used, which consists of the leaf sheaths that
surround it. Until now only the leaf sheaths are gathered by the company and
the other elements remain on the field (stem, trunk and leaves), that is, on
the properties of the heart of palm suppliers.
It is important to mention that previous studies done by
FEPAGRO (State Foundation for Agricultural Research) with the waste from the
canned heart of palm process found that treatment via acid hydrolysis was a
means of generating a product with high commercial value – inulin (Patent
0606063-3 of 2008). Inulin, a natural sweetener, is present in the filtered
liquor following the acid hydrolysis of the palm leaf sheaths. Thus, the
pulping of the leaf sheaths, proposed in this paper, was developed in two ways:
from fresh leaf sheath waste and after undergoing acid hydrolysis for previous
inulin extraction.
The fresh crushed
raw material and the hydrolyzed material was dried in an oven at 68°C, mixed,
homogenized and set aside in a container to be used during the alkaline
extraction tests through a design of experiments (MONTGOMERY, 2001).
The acid hydrolysis process of the leaf sheaths entailed
attacking the fiber with an acid solution diluted in water. In the acid
hydrolysis reaction (inulin production process), temperature and pressure were
kept constant at 127°C and 1.5 atm which represent the maximum parameters
permitted for operating, respectively, in a vertical autoclave, BIOENG brand,
model A50, number 274. Table 1 contains the acid hydrolysis conditions as per
Patent 0606063-3 (2008).
Table 1: Process conditions for
the acid hydrolysis of King Palm waste (Patent 0606063- 3 of 2008)
Solution-material ratio |
10:1 |
Acid
concentration % (v/v) |
3 |
Pressure
(atm) |
1.5 |
Temperature
(ºC) |
127 |
Time
in the autoclave at the stipulated temperature (min) |
30 |
To increase the efficiency of the attack on the fiber,
the material was ground in order to increase the contact surface with the acid
solution. After the material underwent hydrolysis, it was neutralized in an
aqueous medium with soda (NaOH) until reaching a pH close to 7.0. It was then
placed in an oven (BIOMATIC brand) for drying, in order to serve as raw
material for the second round of experiments with alkaline treatment. The
granulation of the raw material and the hydrolyzed material were determined by
passing it through a Tyler Mesh 2 sieve.
2.2.
Pulping
and Pulp Characterization
The treatments were performed in the Pathology Laboratory
Plant located at the State Foundation for Agricultural Research (FEPAGRO).
Pulping was performed by using a vertical autoclave, BIOENG brand, model A50,
number 274. The autoclave has a 20-liter capacity and contains a basket which
is capable of supporting two two-liter beakers. The equipment is used for
bench-level experiments, since despite its small size it can reproduce industrially-applicable
process parameters, also it has the required instruments for measurement and
control parameters as pressure and temperature.
Temperature and pressure were kept constant at 127°C and 1.5 atm, respectively,
which represent the maximum parameters permitted for operating the equipment.
The controllable factors as AQ concentration, reaction time
and soda concentration used according to industrial parameters and those
available in the literature were 0,33-1,17% (on dried raw material), 110-160
min and 10-34%, respectively (SMOOK, 1982; KHRISTOVA et al, 2004; VASCONCELOS,
2005; SIXTA, 2006; KHIARI et al, 2009; RODRÍGUEZ et al, 2010). A 50 g of dry
material was used and the liquor-material ratio was 10:1.
The alkaline treatments occurred on different days since it
requires around four hours to process but efforts were made to maintain the
same environmental conditions, thereby minimizing experimental error. During
the mounting of the experiment, efforts were made to completely cover the plant
material with the alkaline solution before pulping.
Once the experiment began the time established for each
point was measured from the time the system reached a temperature of 127°C with
a maximum deviation of ± 5°C from the stipulated temperature. At the end of the
cooking time, the next step was opening the equipment to remove the beakers and
cool them before open, since it consisted of pulped material and black liquor.
The pulp was filtered and washed three times with distilled water before
undergoing a drying process. Drying took place in an oven, whose temperature
was maintained at 68°C for 24 hours. The black liquor was neutralized for later
disposal. The solid part was analyzed to
determine the response variables.
All the samples were
dried after collection and sent for laboratory analysis, which was done once
for each sample. The analysis of the response variables was conducted in an
independent laboratory belonging to the National Network of Industrial
knowledge, which is a private institution that works to improve the industry
development. Kappa number, absorption capacity (g), absorption speed (g/s) and
apparent pulp density (g/cm3) were the response variables analyzed and they
were determined according to ABNT NBR ISO 302 (2005), ABNT NBR 15004 (2003) and
ABNT NBR NM - ISO 534 (2006), respectively. Table 2 shows the controllable
factors, intervals used and their respective levels analyzed in the
experiments.
Table 2: Points and controllable
factors, in their high and low levels, and center point for the Second Order
Central Composite Design (SOCD)
Factors |
CONTROLLABLE
FACTORS |
Real Levels |
Center Level |
Star Level |
|||
Low Level |
High Level |
||||||
(-1) |
(+1) |
(0) |
(-1.68) |
(+1.68) |
|||
|
X1 |
AQ
concentration (%) |
0.5 |
1.0 |
0.75 |
0.33 |
1.17 |
|
X2 |
Time
(min) |
120 |
150 |
135 |
110 |
160 |
|
X3 |
Soda
concentration (%) |
15 |
29 |
22 |
10 |
34 |
Whereas Table 3 presents the points investigated in
laboratory trials.
Table 3: Trials investigated for
extracting cellulose from King Palm leaf sheaths according to the Experimental
Design
|
CONTROLLABLE
PROCESS FACTORS AND CODED FACTORS |
|||||
POINT |
AQ Concentration (%) |
Time
(min) |
NaOH
concentration (%) |
|||
1 |
0.5 |
-1 |
120 |
-1 |
15 |
-1 |
2 |
1 |
1 |
120 |
-1 |
15 |
-1 |
3 |
0.5 |
-1 |
150 |
1 |
15 |
-1 |
4 |
1 |
1 |
150 |
1 |
15 |
-1 |
5 |
0.5 |
-1 |
120 |
-1 |
29 |
1 |
6 |
1 |
1 |
120 |
-1 |
29 |
1 |
7 |
0.5 |
-1 |
150 |
1 |
29 |
1 |
8 |
1 |
1 |
150 |
1 |
29 |
1 |
9 |
0.33 |
-1.68 |
135 |
0 |
22 |
0 |
10 |
1.17 |
1.68 |
135 |
0 |
22 |
0 |
11 |
0.75 |
0 |
110 |
-1.68 |
22 |
0 |
12 |
0.75 |
0 |
160 |
1.68 |
22 |
0 |
13 |
0.75 |
0 |
135 |
0 |
10 |
-1.68 |
14 |
0.75 |
0 |
135 |
0 |
34 |
1.68 |
15 |
0.75 |
0 |
135 |
0 |
22 |
0 |
16 |
0.75 |
0 |
135 |
0 |
22 |
0 |
The experiment designed for alkaline extraction was a
Second Order Composite Design (SOCD) as show in Table 3. The values of the star
points (alpha) were calculated in order to confer the orthogonality condition
to the project.
Absorbent materials such as paper for sanitary purposes
must display certain important characteristics to ensure the efficiency of
their function, in other words, absorption and retention of liquids functions.
According to Jordão and Neves (1989), the most important absorption properties
of absorbent pulp are: high absorption speed and the ability to retain or
absorb liquids. However, the pulp’s ability to retain liquids is tied to its
fibrous structure and arrangement thereof. The author states that the fibers of
the material need to be long, porous and rigid. Foelkel (2010) stresses that
the morphology of the fibers also affects the pulp’s absorption capacity, as
does the quantity of resins. The specific volume, which corresponds to the
inverse of the density, is also an important feature. Pulps with a high specific
volume or low density generally exhibit high water absorption.
According to Foelkel (2010), who studied the behavior of
pulps for absorbent purposes, the specifications for parameters of water
absorption capacity, absorption time and density are as follows in Table 4.
Table 4: Parameters for
absorbent pulps
Parameter |
Values used in
the market |
Specifications |
Absorption
capacity of water [g of water/g dry pulp] |
8
to 14 |
Nominal
is better |
Absorption
time [s] |
8
to 2.5 |
Nominal
is better |
Absorption
speed [g/s]* |
3.2
to 20 |
Nominal
is better |
Density
of the pulp sheet [g/cm3] |
0.4
to 0.6 |
Nominal
is better |
* Considering the
maximum and minimum values for absorption capacity and time
In order to
determine these parameters for the pulp obtained from the process waste (leaf
sheaths), experiments were performed from November to February 2010. An amount
of 16 tests were performed with fresh material and another16 with hydrolyzed
material, which generated 32 different samples.
Only one test
was performed for each experimental condition, since these are cumbersome and
takes a lot of time. Thus, the results presented are preliminary study data,
indicative of the factors that influence the response variables analyzed. To
increase the degree of reliability of the results, it would be necessary to
perform repetitions of the tests. The results obtained for the response
variables for each treatment, without and with acid hydrolysis of the raw
material, are listed in Table 5.
Table 5: Response variables of
the Experimental Design for extracting cellulose from King Palm leaf sheaths
with soda and additive before and after acid hydrolysis
|
RESPONSE VARIABLES With
hydrolyzed material |
RESPONSE VARIABLES With raw material |
||||||
POINT |
Kappa No. |
Absorption Capacity [g] |
Absorption Speed [g/s] |
Apparent Density [g/cm3] |
Kappa No. |
Absorption Capacity [g] |
Absorption Speed [g/s] |
Apparent Density [g/cm3] |
1 |
66.12 |
3.23 |
0.38 |
1.19 |
51.38 |
3.52 |
0.71 |
1.17 |
2 |
47.61 |
2.93 |
1.04 |
1.17 |
41.27 |
2.17 |
0.17 |
1.34 |
3 |
50.23 |
3.3 |
0.58 |
1.39 |
46.18 |
2.58 |
0.16 |
1.36 |
4 |
61.5 |
4.05 |
0.8 |
1.34 |
66.50 |
2 |
0.51 |
1.27 |
5 |
43.73 |
3.48 |
1.47 |
1.12 |
42.49 |
2.49 |
0.14 |
1.3 |
6 |
35.28 |
4.12 |
0.71 |
1.14 |
41.16 |
2.44 |
0.28 |
1.23 |
7 |
43.27 |
3.73 |
1 |
1.21 |
61.68 |
3.82 |
0.6 |
1.07 |
8 |
49.23 |
3.32 |
1.36 |
1.06 |
60.04 |
4.83 |
0.91 |
1.21 |
9 |
38.76 |
4.53 |
1.45 |
1.12 |
51.87 |
2.92 |
0.53 |
1.36 |
10 |
54.86 |
4.53 |
0.74 |
1.14 |
51.10 |
2.36 |
0.16 |
1.29 |
11 |
25.17 |
3.86 |
0.17 |
1.27 |
48.40 |
3.43 |
0.45 |
1.28 |
12 |
22.41 |
4.13 |
0.37 |
1.45 |
50.48 |
1.8 |
0.02 |
1.24 |
13 |
60.89 |
3.14 |
0.64 |
1.2 |
51.43 |
2.75 |
0.65 |
1.24 |
14 |
43.38 |
3.41 |
0.52 |
1.3 |
62.39 |
2.04 |
0.47 |
1.15 |
15 |
39.51 |
2.83 |
1.24 |
1.49 |
60.45 |
2.34 |
0.55 |
1.2 |
16 |
39.39 |
3.31 |
1.36 |
1.3 |
62.00 |
2.98 |
0.6 |
1.22 |
All the results were treated with Minitab 15
statistical software in order to statistically evaluate, to the 15%
significance level, the statistically significant linear and quadratic effects
were noted for the response variables. The value was set according to data
presented in the literature. In experiments with different vegetable sources,
researchers have defined statistical significant levels ranging from 10 to 20%,
for creating regression models and optimization using response surface
methodology as it may be seen in Rezayati-Charani and Mohammadi-rovshandeh
(2005), Rezayati-Charani et al, (2006), Cho and Zoh (2007), Jiménez et al,
(2009) and Zeng et al, (2011).
Once the laboratory results were
obtained, a modeling was done through multiple regression, using only the
significant effects indicated by the statistical analysis. With multiple
regression, it is possible to estimate a mathematical equation in which the
value of the dependent variable can be predicted by the values of the
independent variables. For models proposition, the experimental data was
adjusted by a second-order polynomial through a multiple linear regression
(Equation. 1):
(Equation
1)
Table 6 shows the equations
generated by the software for the response variables of the experiments that
only had the alkaline pulping stage. The models predicted by the regression
were done from the analysis of the p-value of the controllable factors that were
less than or equal to 0.15.
Table 6: Proposed models for the
response variables of the experiments with alkaline extraction
Variable
(Y) |
Equation |
R2
- coefficient of determination |
p
- value |
Kappa number |
Y= 61.298 + 4.51X2 – 4.342 X22 |
69.40% |
X2: 0.059; X22: 0.114 |
Absorption capacity |
Y= 2.6177 + 0.6038 X2X3 |
54.30% |
X2X3: 0.090 |
Absorption speed [g/s] |
Y= 0.5686 + 0.1625 X2X3 |
60.60% |
X2X3: 0.113 |
Apparent density [g/cm3] |
Y= 1.2119 - 0.0352 X3 – 0.0462 X2X3 |
61.90% |
X3: 0.139; X2X3: 0.137 |
For the kappa number response variable, the positive
linear influence of the time factor can be seen in the model, as well as the
negative quadratic effect of this factor. The AQ and NaOH concentration factors
were not statistically significant for the model, or their interactions.
For both the absorption capacity
and absorption speed of the pulp, the positive interaction between the time and
NaOH concentration factors proved to be significant for the models. The time
factor, however, was not significant at the 15% level. For the apparent density
of the pulp, the model also showed that the interaction between the time and
NaOH concentration factors was significant, albeit negative. Apart from that,
for this response variable the model demonstrates the linear and negative
influence for the NaOH concentration factor.
However, the R2 values which
indicate how well the regression equation fits the sample data, is between 54.3
to 69.4%, and is the highest value found for the kappa number variable. This
indicates that in this model 69.4% of the response variable is explained by the
controllable variable and 30.6% can be explained by external factors that do
not appear in the model. The other models reveal an even greater influence of
external factors. Since the experiments were performed without repetition, it
can be expected that the sample data generated will not be sufficient to
describe models that manifest the influence of the controllable factors on the
response variables analyzed. Apart from that, experimental conditions and process
variabilities can lead to skewed results, which could be analyzed if the
experiments were repeated.
Table 6 presents the equations
generated by the software for the response variables of the experiments that
also had the acid hydrolysis stage followed by the alkaline pulping stage.
The regression analysis for the
kappa number showed that the NaOH concentration is a significant factor in the
model. It influences in a linear way, causing the kappa number to decrease if
there is any increase in the NaOH concentration. This can be seen, since the
index of the factor in the equation is negative. In the regression model, the
positive quadratic effects of the AQ and NaOH concentrations can also be seen,
as well as the positive interaction between the AQ concentration and time
factors.
The R2 value of the generated model
is close to 1, indicating that the adjustment is consistent with the sample
data. Data from the literature strengthen the proposed model, since an increase
in the concentration of NaOH leads to a decrease in the kappa number,
indicating a higher degree of delignification. On the other hand, studies have
also found that the presence of a small amount of liquor affects the kappa
number (ABNT, 2005), and for this reason, if the washing of the sample is
insufficient, this variable can increase.
The regression analysis for
absorption capacity showed that the positive quadratic effect of the AQ
concentration is significant in the model. However, the model did not
demonstrate statistical significance for the time and NaOH concentration
factors.
In the regression analysis for the
absorption speed variable, the statistical significance was noted for the
negative quadratic effect of the time factor. Finally, to build the model for
the apparent density variable, the regression analysis showed the linear and
positive influence of the time factor and negative quadratic effects for both
the AQ and NaOH concentration factors.
Based on the generated regression
equations, which highlight the significant coefficients for the model, Minitab
15 software was used for generating Response Surface graphs which highlight the
interaction of pairs of controllable factors or even the quadratic effects for
each response variable. These graphs are presented in Appendices A and B, with
the effects of the factors, via graphs: time versus NaOH concentration, AQ
concentration versus NaOH concentration and AQ concentration versus time.
For the tests that only entailed
alkaline pulping the analysis of the AQ concentration versus time graph for the
Kappa number is sloped, indicating the quadratic effect of the time variable.
For the absorption capacity, absorption speed and apparent density variables,
the graphs show the behavior of the interaction of time versus NaOH
concentration.
Meanwhile, the graphs of the
experiments that contained the acid hydrolysis reaction followed by alkaline
extraction, for the Kappa number, show the quadratic effects of the AQ and NaOH
concentrations through the AQ concentration versus NaOH concentration graph. The
positive interaction between the AQ concentration and time variables is shown
through the graph with both factors.
For the absorption capacity
variable, the quadratic effect of the AQ concentration variable is seen through
the AQ concentration versus time interaction. The same graph was constructed
for the absorption speed variable in order to reveal the quadratic effect of
the time factor. These results indicate that it would be beneficial to find an
optimal value between the time and AQ concentration factors, since both of them
influence absorption capacity and speed, which are important response variables
for pulp intended for sanitary purposes. They are important variables because
from a practical point of view the pulp must meet these parameters.
Lastly, for the apparent density
variable, an AQ concentration versus NaOH concentration graph was constructed
to observe the slope that indicates the quadratic effects of these factors. For
the analysis, areas can be proposed that lead to lower apparent density values,
because generally that’s where the most absorbent pulp is.
The generation of regression models as well as
response surface graphs can lead to the analysis and proposal of favorable
conditions for the quality of the pulps obtained. Then, with the help of the
software it was possible to predict the optimization of the response variables
as a whole, through multivariate optimization, from the reference values used
commercially. The multivariate optimization was done via the models generated
for each of the response variables, estimating the relative importance of each
of these variables with numbers on a scale from 1 to 10.
The absorption capacity variable
achieved greater importance and was assigned a value of 10. Then, for the
absorption speed variable the value of 7 was assigned. The apparent density
variable had a proposed value of 4, while the kappa number variable had the
lowest relative importance with a value of 1. Table 6 and Table 7 show the
proposed models.
Table 7: Proposed models for the
response variables of the experiments with alkaline extraction after acid
hydrolysis
Variable
(Y) |
Equation |
R2
- coefficient of determination |
p
- value |
Kappa number |
Y= 38.618 - 6.107X3 + 4.61 X12
+ 6.493 X32 + 5.524 X1X2 |
81.60% |
X3: 0.034; X12:
0.141; X32:
0.054; X1X2:
0.108 |
Absorption capacity |
Y= 3.1149 + 0.4077X12 |
67.30% |
X12: 0.042 |
Absorption speed [g/s] |
Y= 1.2702 – 0.2923X22 |
59.30% |
X22: 0.080 |
Apparent density [g/cm3] |
Y= 1.3984 + 0.05 X2 - 0.1019X12 – 0.0595 X32 |
74.50% |
X2: 0.116; X12: 0.022; X32: 0.122 |
The optimization was done from the coding of the three
controllable factors, abiding by the upper interval for the star point of 1.68
and the lower interval for the star point of -1.68. Table 8 lists the specified
upper and lower limits for the response variables, as well as the target value.
Table 8:
Specifications for the response variables from the experiments with alkaline
extraction after acid hydrolysis after optimization
Response variable |
Lower limit |
Target value |
Upper limit |
Kappa
number |
5 |
8 |
10 |
Absorption
capacity of water [g
of water/g of dry pulp] |
8 |
10 |
12 |
Absorption
speed [g/s] |
3.2 |
12 |
20 |
Density
of the pulp sheet [g/cm3] |
0.4 |
0.55 |
0.6 |
Table 9 lists the values and experimental points for
the optimized values of each response variable through multivariate
optimization.
Table 9: Values for
the response variables from the experiments with alkaline extraction after acid
hydrolysis after optimization
Response
Variable |
Optimized values |
Level for AQ
concentration factor |
Level for time factor |
Level for NaOH
concentration factor |
||||
Without hydrolysis |
With hydrolysis |
Without hydrolysis |
With hydrolysis |
Without hydrolysis |
With hydrolysis |
Without hydrolysis |
With hydrolysis |
|
Kappa number |
41.4784 |
95.7789 |
-1.68 |
-1.68 |
-1.68 |
-1.68 |
-1.68 |
-1.68 |
Absorption capacity |
4.3219 |
4.2648 |
-1.68 |
-1.68 |
-1.68 |
-1.68 |
-1.68 |
-1.68 |
Absorption speed |
1.0272 |
0.4458 |
-1.68 |
-1.68 |
-1.68 |
-1.68 |
-1.68 |
-1.68 |
Apparent Density |
1.1406 |
0.8592 |
-1.68 |
-1.68 |
-1.68 |
-1.68 |
-1.68 |
-1.68 |
However, even with optimization of the variables, it
can be seen from the results presented that the pulps produced by the proposed
processes do not meet the quality standards required for absorbent pulps. The
very high kappa numbers are not in line with the reference numbers for pulps
for sanitary purposes, which are usually between 5 and 10. The very long
absorption times presented by the pulps led to low absorption speeds, which are
less than or close to 1 g/s. In turn, the absorption capacity is also low for
the samples, with maximum values close to 5 g of water/g of dry pulp. For the
apparent density variable, the samples studied indicated values close to or
slightly higher than 1g/cm3, likewise not meeting commercial reference values.
Comparing the
pulping conditions, it is possible to observe that even considering optimized
values, the raw material without acid treatment revealed better results in
relation to kappa number and the absorption speed. However, these values didn’t
meet the required values for absorption purposes. The hydrolyzed material has
presented better values in the relation to apparent density and similar value
to absorption capacity.
In view of the
above, it would be recommended to replicate the experiments in order to confirm
these values to investigate deeper the effects of the acid treatment. Another
factor pertains to the morphological characterization of the fiber, for
proposing improvements in the experiments, as well as pretreatment of the
fiber. Due to the limitations imposed by the process, regarding the use of
temperatures not exceeding 127°C, the process conditions were unfavorable. The
literature recommends the use of temperatures in the range of 170°C, but
processing time can help in the delignification process if these temperatures
are not possible. However, in the study, prolonged pulping time did not totally
compensate the deficiencies in the delignification. According to data collected
in the literature, it is suggested for future works to investigate temperature
ranges from 150 to 180°C, with pulping time between 90 and 180 minutes, NaOH
concentration within the investigated interval from 10 to 34% and AQ
concentration from 0 to 1% in relation to dry matter.
Poor performance
is definitely not a bad result! In the field of experiments! To know in advance
what does not work is half of the way for optimization task. In light of the
problem of waste generation in agribusiness and the environmental impact caused
by its accumulation in the environment, the proposal for its recovery
constitutes an important economic and environmental alternative and has been
concern of industrial engineering researchers.
The goal of this study was to verify the feasibility of cellulose
pulping from King Palm leaf sheaths to obtain fiber with absorbent capacity and
low residual lignin content, as well as demonstrate the influence of the
controllable process factors on the response variables analyzed.
Bearing in mind
the possibility of obtaining cellulose pulp with these desired traits, the
proposal was made to extract cellulose in an alkaline medium from the leaf
sheaths of the King Palm. This species of palm generates raw materials for the
canned heart of palm processing industry, which in turn generates waste with
potential to be reused for value-added products. Thus, pulping conditions for
the waste were tested via design of experiments.
For the design
of experiments, Response Surface Methodology (RSM) was used, with an
experimental design along the lines of SOCD (Second Order Composite Design), in
which the controllable factors were coded so that it would be possible to
compare the effects of the different controllable factors. For this purpose,
models were generated for the response variables (kappa number, absorption
capacity, absorption speed and apparent density) through multiple regression,
using a statistical significance level of 15%. These models took into account
the influence of three controllable factors – AQ concentration (0.33 to 1.17%),
Reaction time (110 to 160 minutes) and NaOH concentration (10 to 34%) – on the
response variables.
The results of
the experimental design tests show that the pulps produced through the proposed
processes, despite do not meet the quality standards required for absorbent
pulps is very promising. The high kappa numbers are not in line with the
reference numbers for pulps for sanitary purposes, which are usually between 5
and 10. The very long absorption times presented by the pulps led to low
absorption speeds, which are less than or close to 1 g/s. In turn, the
absorption capacity is also low for the samples, with maximum values close to
5 g water/g of dry pulp. For the apparent density variable, the samples studied
indicated values close to or slightly higher 1g/cm3, likewise not meeting
commercial reference values.
In the practical
and exploratory study, prolonged pulping time did not totally compensate the
deficiencies in the delignification, since there was a limitation imposed by
the process as far as using a maximum temperature of 127°C, lower than the
temperatures recommended in the literature which range from 160 to 170°C. In
light of this, it would be advisable to replicate the experiments, in order to
confirm the values above, and for future works, it would be suggested to
investigate temperature ranges from 150 to 180°C, with pulping time between 90
and 180 minutes, NaOH concentration within the investigated interval of 10 to
34% and AQ concentration from 0 to 1% in relation to dry matter.
Further
experiments using higher temperatures may result better outcomes. In case
temperature remains unchanged, it is recommended the use of same AQ and NaOH
concentration intervals but with larger investigation intervals for the time
factor, in order to serve as indicators for analyzing the effect of this factor
on the response variables. As a final contribution, this first attempt raises
the discussion around the role that industrial engineering professionals and
researchers may play in the agribusiness waste recovery and recycling. This
information is very useful for further experiments for this or similar plant
wastes.
We would like to
thank the National Council for Scientific and Technological Development (CNPq) for
providing a research scholarship. We'd also like to express our thanks to the
laboratory that made it possible to carry out this study by providing materials
and equipment (FEPAGRO), as well as the vegetable waste processing company for
supplying raw material in order to perform the experiments.
REFERENCES
ABNT NBR ISO 302
(2005) Associação Brasileira de Normas Técnicas (Brazilian Association of
Technical Standards). Pasta celulósica -
Determinação do número kappa, (“Cellulose paste – Calculation of the kappa
number”).
ABNT NBR 15004 (2003) Associação
Brasileira de Normas Técnicas (Brazilian Association of Technical Standards). Papel e Produto para fins sanitários –
Determinação da capacidade e tempo de absorção de água. (“Paper and Product
for sanitary purposes – Calculation of water absorption capacity and time”).
ABNT NBR NM-ISSO 534 (2006)
Associação Brasileira de Normas Técnicas (Brazilian Association of Technical
Standards). Papel e Cartão –
Determinação da espessura e da densidade aparente de uma única folha ou de um
maço. (“Paper and Cardboard – Calculation of the thickness and apparent
density of one single sheet or a stack”).
ANDRADE, A. M. et al. (2000)
Kraft pulping of the stipe of Euterpe
edulis Martius (Polpação Kraft do estipe de Euterpe edulis Martius). Floresta
e Ambiente, Rio de Janeiro, v. 7, n. 1, p. 227-237, Jan/Dec.
ANTUNES, A.; AMARAL, E.;
BELGACEM, M. N. (2000). Cynara cardunculus L.: chemical composition and
soda-anthraquinone cooking. Industrial
Crops and Products, Tucson, v. 12, p.85-91.
BORDERES, J. (2006). Production Pycnoporus sanguineus in processing waste of King
Palm-of-Australia. (Produção de Pycnoporus
sanguineus em resíduos do processamento da palmeira-real-da-australia). 9p.
Monograph (Biological Sciences Final Course Paper) – Regional University of
Blumenau (FURB), Blumenau.
CENTRO NACIONAL DE TECNOLOGIAS
LIMPAS (CNTL). Five stages of
implementation of cleaner production techniques, series manuals cleaner
production (Cinco fases da implantação de técnicas de produção mais limpa,
série manuais de produção mais limpa). Porto Alegre: SENAI-RS, 2003. Available
at: <http://www.senairs.org.br/cntl/>.
Accessed on: Dec 24, 2009.
CHO, I. H.; ZOH, K. D. (2007).
Photocatalytic degradation of azo dye (Reactive Red 120) in
TiO2/UV system:
Optimization and modeling using a response surface methodology (RSM) based on
the central composite design. Dyes and
Pigments, v. 75, p. 533-543, 2007.
ELANTHIKKAL, S. et al. (2010).
Cellulose microfibres produced from banana plant wastes: isolation and
characterization. Carbohydrate Polymers,
[s.l.], v. 80, p 852-859.
FOELKEL, E. (2010). Mini
Technical Article: Pulps or Cellulose type "Fluff" (Mini artigo
técnico: Polpas ou Celuloses Tipo "Fluff"). Available:
http://www.celso-foelkel.com.br/pinus_26.html. Accesses: 12th Sep.
FUNDAÇÃO ESTADUAL DE PESQUISA
AGROPECUÁRIA (Porto Alegre, RS). Reinaldo Simões Gonçalves. (2008). Processo de produção por hidrólise ácida a
partir da planta de palmeira de inulina e substrato para plantas. BR n. PI
0606063-3A, Dec 27, (2006) Aug 19th.
GIL, A. C. (1991). How to developed research projects (Como
elaborar projetos de pesquisa). São Paulo: Atlas.
HOLTON, H.H. (1977). Better
cooking with anthraquione. Pulp and
Paper International, [s.1], v. 20, n. 8, p. 49-52.
ISRAEL, C.M. (2005). Using the processing waste palm for the
production of hydrolytic enzymes on fungi of the genus Polyporus (Utilização do resíduo do processamento do palmiteiro
para a produção de enzimas hidrolíticas por fungos do gênero Polyporus). 136p. Thesis (Graduate
Studies in Environmental Engineering) - Regional University of Blumenau (FURB),
Blumenal.
JIMÉNEZ, L. et al. (2009).
Soda-anthraquinone pulping of palm oil empty fruit bunches and beating of the
resulting pulp. Bioresource Technology,
[s.l.], v. 100, p.1262-1267, 2009.
JOHN, M. J.; THOMAS, S.
Biofibres and biocomposites. (2008). Carbohydrate
Polymers, [s.l.], v. 71, p.343-364.
JORDÃO, M.C.S.; NEVES, J.M.
(1989). Assessment folders lignocellulosic purpose absorbent with emphasis on
fluff (fluff pulp) (Avaliação de
pastas lignocelulósicas para fins absorventes com ênfase em pasta fofa (fluff pulp)). O Papel, São Paulo, p. 53-62.
KEREM, Z.; FRIESEM, D.; HADAR,
Y. (1992). Lignocelullose degradation during solid- state fermetation:
pleorotus ostreatus versus phanarochaete chrisporium. Applied and Environmental Microbiology, [s.l.], v. 58, n. 4,
p.1121-1127.
KHIARI, R. et al. (2009).
Chemical composition and pulping of date palm rachis and Posidonia oceanica – a
comparison with other wood and non-wood fibre sources. Bioresource Technology, [s.l.], v. 101, p.775-780.
KHRISTOVA, P. et al. (2004).
Alkaline pulping with additives of date palm rachis and leaves from Sudan. Bioresource Technology, [s.l.], v. 96,
p. 79-85.
LYAKURWA, F. S. (2014).
Industrial ecology a new path to sustainability: a review. Independent Journal of Management & Production, v.
5, n. 3, p.623-635.
McDONOUGH,
W.; BRAUNGART, M. (2002). Remaking the way we make things:
cradle to
cradle. New York: North Point Press.
MONTGOMERY, C. D. (2001). Design and analysis of experiments. 5.ed. New York: John Wiley & Sons.
PAULI, G. (1996). Zero emission: the search for new
paradigms: what businesses can offer to society. (Emissão zero: a busca de
novos paradigmas: o que os negócios podem oferecer à sociedade. Translation:
José W. M. Kaehler, Maria T. R. Rodriguez. Porto Alegre: EDIPUCRS.
PAULI, G. (1998). Upsizing: como gerar mais renda, criar
mais postos de trabalho e eliminar a poluição. Porto Alegre: L&PM.
REDDY, N.; YANG, Y. (2005).
Properties and potential applications of natural cellulose fibers from
cornhusks. Green Chemistry, [s.l.],
v. 7, p. 190-195.
REDDY, N.; YANG, Y. (2009).
Natural cellulose fibers from soybean straw. Bioresource Technology, [s.l.], v. 100, p. 3593-3598.
REZAYATI-CHARANI, P.;
MOHAMMADI-ROVSHANDEH, J. (2005). Effect of pulping variables with dimethyl
formamide on the characteristics of bagasse-fiber. Bioresource Technology, v. 96, p. 1658-1669.
REZAYATI-CHARANI, P. et al. (2006).
Influence of dimethyl formamide pulping of bagasse on pulp properties. Science Direct, v. 97, p. 2435-2442.
RODRÍGUEZ, A. et al. (2010).
Feasibility of rice straw as a raw material for the production of soda
cellulose pulp. Journal of Cleaner
Production, [s.l.], v.18, p.1084-1091.
SALVADOR,
R. et al. (2014). Life Cycle Assessment (LCA) as a tool for business
strategy. Independent Journal of Management &
Production, v.
5, n. 3, p. 733-751.
SIXTA, H. (2006). Handbook of pulp, v.1. Lenzing:
Wiley-VCH.
SMOOK, G.A. (1982). Handbook for pulp and paper technologists. Atlanta,
TAPPI, 395p.
TONINI, R. C. G. (2004). Using
the median sheath of palm (Euterpe edulis
Mart.Arecaceae) as substrate for cultivation of Lentinula edodes (Beck.) Pegler (Utilização da bainha mediana de
palmito (Euterpe edulis Mart.Arecaceae)
como substrato para cultivo de Lentinula
edodes (Beck.) Pegler). 125p. Thesis (Masters in Environmental Engineering)
– Center for Technological Sciences, Regional University of Blumenau (FURB),
Blumenau.
VASCONCELOS,
F. S. R. (2005). Process Evaluation SuperBatch™ pulping of Pinus taeda
(Avaliação do processo SuperBatch™ de polpação de Pinus taeda). 2005. Dissertation (Master of Forest
Resources with option in Forest Product Technology) - “Luiz de Queiroz” College
of Agriculture, University of São Paulo, São Paulo.
ZENG, X. et al. (2011).
Statistical optimization of culture conditions for bacterial cellulose
production by Acetobacter xylinum BPR 2001 from maple syrup. Carbohydrate Polymers, v. 85, p. 506-513.
APPENDIX A
Response Surface graphs for extraction
APPENDIX B
Response Surface graphs for extraction
followed by hydrolysis