the effect of addition mocaf flour to the … mocaf flour on fish sausage gray eel catfish give...
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( Received 14 September 2018; Accepted 29 September 2018; Date of Publication 30 September 2018 )
WSN 112 (2018) 24-54 EISSN 2392-2192
The Effect of Addition Mocaf Flour to the Preference Level of Gray Eel Catfish Sausage
Mochamad Elang1,*, Evi Liviawaty2, Junianto2, Emma Rochima2
1Fisheries Major, Fishieries and Marine Science Faculty, Padjadjaran University, Jatinangor 45363, West Java, Indonesia
2Fishieries and Marine Science Faculty, Padjadjaran University, Jatinangor 45363, West Java, Indonesia
*E-mail address: [email protected]
ABSTRACT
The purpose of this research to determine the most preferred amount of mocaf flour addition to
gray eel catfish sausage. Methods of the research was the experimental method with treatment five
comparisons percentage addition of mocaf flour to the amount wheat flour. The treatments included A
(0% mocaf flour and 100% wheat flour), B (15% mocaf flour and 85% wheat flour), C (20% mocaf
flour and 80% wheat flour), D (25% mocaf flour and 75% wheat flour), E (30% mocaf flour and 70%
wheat flour). Processed sausages using 15% flour from total surimi which is assumed to be 100%.
Observations carried out on organoleptic characteristics that hedonic test (preference level) includes
the appearance, aroma, texture, taste and then physical characteristics, namely folding test of the gray
eel catfish sausages. The results showed that the addition of mocaf flour 25% is the treatment that
most panelists like because it has an alternative value of 8,74 and the highest average value of folding
test is 4,0 found in sausage with the addition of mocaf flour as much 0%.
Keywords: gray eel catfish, mocaf flour, sausage, preference level
1. INTRODUCTION
The North Coast of Java in particular, it has the second largest volume of catch fisheries
production in Indonesia at 16,73% [19]. Gray eel catfish (Plotosus canius) is one of the
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important economic fisheries resources belonging to the Plotosidae family [8]. Gray eel
catfish is one of the main catches of longline fishing gear on the North Coast of Java,
especially the Gebang Cirebon Coast.
National fish consumption by the Indonesian people in 2019 is targeted to reach 54,5
kilograms per capita in year or an average increase of 7,3% in the period 2016-2019. By 2015
consumption rate reached 41,1 kg per capita in year, surpassed the target of 40,9 kg per capita
in year [12]. To support this, it is necessary to process fish in the form of products favored by
the people. Gray eel catfish utilization in Indonesia is currently consumed more frequently by
the people in the form of smoked fish [5], therefore it is necessary to consider diversification
of processed fishery products by utilizing fish as a raw material. One form of diversification is
sausage.
Sausage is known as a food product that has a savory taste, a chewy and dense texture,
and an elongated round shape that is now popular with the public. Processing of gray eel
catfish into fish sausage is one of the alternatives to diversify processed fishery products that
are expected to add the sale value and be acceptable to the people so that the level of fish
consumption increases. Texture and tenderness have the most important levels for consumers
and are sought after sacrificing taste, flavor, or color [1]. To get fish sausages with good
texture, flour is needed as meat filler or surimi. Flour that is popularly used in sausage
processing is wheat flour.
The need for wheat flour in Indonesia is mostly obtained from the raw materials of
wheat. To reduce the import value, it is necessary to look for other ingredients produced by
domestic products that have characteristics resembling wheat flour.
An alternative that has this potential is mocaf flour (Modified Cassava Flour) made
from cassava fermented by lactic acid bacteria. This is because local flour has several
advantages such assufficient raw materials available in Indonesia so that the possibility of
product scarcity can be avoided because it is not dependent on imports such as wheat, the
price of mocaf flour is relatively cheaper compared to the price of wheat flour and in terms of
nutritional content fiber and carbohydrates are higher and lower in fat so that it can be used as
raw material for flour to produce processed sausages that are good but with relatively cheap
production costs. However, the use of mocaf flour cannot replace whole wheat flour because
it does not contain gluten in mocaf flour. Gluten has the function of providing supple texture
and expands on food dough [9].
There is a limit to the use of mocaf flour in processing gray eel catfish sausages to avoid
the resulting texture is not chewy, which will impact on the lack of level of preference for the
sausage products. Various types of flour have different gel strengths, so the amount of flour
used in making fish sausages is different, therefore it is necessary to find the right percentage
of mocaf flour and wheat flour [16]. The purpose of this research was to determine the most
preferred amount of mocaf flour added to gray eel catfish sausages.
2. MATERIALS AND METHODS
The tool used include knives, cutting board, basin, spoon, food processor, cellulose
sausage casings, meat grinder, rope, digital scales, thermometer, timer, timer, pan. The
materials used include gray eel catfish, mocaf flour, wheat flour, ice cube, egg whites, salt,
sugar, shallots, garlic, pepper, nutmeg.
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The first stage of sausage processing is to make gray eel catfish surimi, as follows: (1)
Fresh fish raw material of gray eel catfish; (2) Separating meat from the skin and thorns; (3)
Clean fish meat is washed in cold water (comparison of fish and meat 4:1) at 0-5 C for 10-15
minutes stirring and add salt as much as 0,3%; (4) Water reduction; (5) The addition of
cryoprotectant in the form of 3% sugar mixed; (6) Packaging and weighing; (7) Freezing
surimi with a maximum temperature of ̵ 18 C [4].
Second stage of processing gray eel catfish sausage, as follows: (1) Surimi crushed
using a food processor and still maintain a temperature of 0-5 C; (2) Mix all materials using a
food processor until the mixture is sticky; (3) Filling the mixture into the sausage until it is 5
cm solid using a meat grinder then tie; (4) Boiling fish sausage at temperature of 60ºC for 15
minutes then drain to reduce the temperature from 25-30 ºC to boil again at 90ºC until
cooked.
The method used in this research is an experimental method. The treatment is five
comparisons percentage addition of mocaf flour to the amount of wheat flour. The treatments
included A (0% mocaf flour and 100% wheat flour), B (15% mocaf flour and 85% wheat
flour), C (20% mocaf flour and 80% wheat flour), D (25% mocaf flour and 75% wheat flour),
E (30% mocaf flour and 70% wheat flour). Processed sausages using 15% flour from total
surimi which is assumed to be 100%. The following is presented in Table 1. which is the
composition of the gray eel catfish sausage with various treatments.
Table 1. Composition of Gray Eel Catfish Sausages
Materials
Treatment of mocaf flour : wheat flour (%)
0 : 100 15 : 85 20 : 80 25 :75 30 : 70
Gray eel catfish (g) 1.000 1.000 1.000 1.000 1.000
Wheat flour (g) 150 127,5 120 112,5 105
Mocaf flour (g) 0 22,5 30 37,5 45
Salt (g) 15 15 15 15 15
Sugar (g) 15 15 15 15 15
Garlic (g) 20 20 20 20 20
Shallots (g) 30 30 30 30 30
Pepper (g) 5 5 5 5 5
Nutmeg (g) 2 2 2 2 2
Egg whites (grains) 10 10 10 10 10
Ice Cube (g) 30 30 30 30 30
Source: [17] with modifications
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The hedonic test is included in the testing of organoleptic characteristics, namely
appearance, aroma, texture and taste and several other factors that may be needed. Hedonic
test is a test that aims to determine the level of consumer preference for a product. Testing of
the level of preference includes appearance, aroma, taste and texture. Value of consumer
preferences, that is: 9 (very like); 7 (likes); 5 (neutral / ordinary); 3 (dislike); and 1 (very
dislike). The rejection limit for the hedonic test is 3, meaning that if the product being tested
gets the same or smaller value [3].
The hedonic test data were analyzed using Friedman non-parametric analysis to
determine the panelists acceptance preference level of gray eel catfish sausage with the
addition of mocaf flour. The statistics used are using the formula [15] as follows:
Information :
x2 = Friedman Test Statistics
r = Repeat
n = Treatment
Ri = Total ranking of each treatment
If the research data shows the same number, the following correction factors are
calculated:
Information :
Fc = Correction factor
T = N(t3-t)
t = The same number frequency
Value xc2 can be known using Chi-square tables with degrees of freedom db = n-1;1-α. The
decision rules for testing hypotheses are as follows:
H0 = Treatment gives identical or equal results at the level α = 0,1
H1 = Treatment gives different results at the level α = 0,1
If value xc2 < x(1-α),(n-1), then H0 accepted and H1 rejected while if the value xc
2 > x(1-α),(n-1), then
H0 rejected and H1 be accepted. If H1 accepted, then there are differences among the
treatments that should be done multiple comparison test to know the real difference
significantly with the following formula:
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Information :
Ri = Number of ranking conditions i
Rj = Number of ranking conditions j
Decision making rules if then the treatment is not significantly
different but if , then there is a significant difference in treatment.
Furthermore, the determination of the best treatment of the hedonic test using the Bayes
Method. Bayes method is one of the techniques used to analyze the best decision making from
a number of alternatives or treatments by considering the weighting of criteria and median
values [18].
3. RESULTS AND DISCUSSION
3. 1. Appearance
Appearance is the first organoleptic parameter assessed from a product. Appraisal of
appearance aims to determine the acceptance of panelists assessed from the feed form and
color of the gray eel catfish sausage. Products with a neat, good, and intact form are definitely
preferred compared to products that are less neat and not intact [2]. The results of
observations of gray eel catfish sausage with the addition of mocaf flour are presented in
Table 2.
Table 2. Average Appearance of Gray Eel Catfish Sausage Based on The Addition
of Mocaf Flour.
Addition of Mocaf Flour
(%) Median Average Appearance
0 7 7,3a
15 7 6,6a
20 7 6,5a
25 9 8,2b
30 7 6,7a
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Information: The average value of the appearance followed by the same letter indicating is not
significantly different according to the multiple comparison test at the level of 10%.
Based on assessment appearance of the fish sausage gray eel catfish found that the
addition mocaf flour on fish sausage gray eel catfish give effect to the appearance by multiple
comparison test at 90% confidence level. Based on the results of the appearance preference
test, all treatments fall into the preferred category until they are very well liked as can be seen
from the median values ranging from 7 to 9. The appearance of gray eel catfish sausage with
25% treatment was significantly different from the treatment of 0%, 15%, 20% and 30%.
Based on statistical tests, 0%, 15%, 20% and 30 % does not provide a real difference between
the four treatments.
The appearance of the gray eel catfish sausage in the 25 % treatment had the highest
average value, which was 8,2 producing a gray eel catfish sausage with a brilliant white
appearance. The appearance of the sausages on a treatment 20% have an lowest average value
6,5 resulted in the appearance of white sausage, so it can be concluded that the higher the
addition of flour mocaf on a gray eel catfish sausage increasingly white color output. This
affects the panelists acceptance of gray eel catfish sausage. The more content of mocaf flour,
the sausage that is obtained will be white. This is because mocaf flour has a whiter appearance
than wheat flour which is slightly yellowish. During the process of fermentation, mocaf flour
occurs when the component causes color is removed. Like pigments and proteins that can
cause brown color when tanning. Produces whiter mocaf color [13]. The most preferred
sausage is the 25% treatment has a brilliant white color this happens because the color of the
sausage produced has a white color that is not too white so it is preferred by the panelists.
The results of the statistical test indicate that mocaf flour has a significant effect on the
level of acceptance of panelists on the appearance of gray eel catfish sausage produced and
based on the panelists level of preference all treatments are still acceptable to the panelists
because the average value of the appearance of all treatments is still above the value limit
product rejection. The appearance of the gray eel catfish sausage with the addition of 25%
mocaf flour is the gray eel catfish sausage which is most preferred by the panelists.
3. 2. Aroma
Table 3. Average Aroma of Gray Eel Catfish Sausage Based on The Addition of Mocaf Flour
Addition of Mocaf Flour
(%) Median Average Aroma
0 7 6,6a
15 7 7,0a
20 7 7,2a
25 7 7,4a
30 9 8,0a
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Aroma assessment aims to determine the delicacy of food ingredients based on the
sense of smell. Aroma is one of the factors that affected consumer valuation of a product.
Aroma is detected when volatile compounds enter through the nasal passages and are
accepted by the olfactory system and passed to the brain [6]. The aroma in food products
comes mostly from spices added to the mixture. The results of the observation of the aroma of
gray eel catfish sausage with the addition of mocaf flour are presented in Table 3.
Information: The average value of the aroma followed by the same letter indicating is not
significantly different according to the multiple comparison test at the level of 10%.
Based on the assessment the aroma of the gray eel catfish sausage, the median values
for all treatments ranged from 7 (likes) to 9 (very like) panelists. The aroma of fish sausage
gray eel catfish at 0%, 15%, 20%, 25% and 30% according to the statistical according to the
statistical test was not significantly different. The aroma of sausage on treatment 30% has the
highest average value is 8,0 while that 0% has the lowest average value of 6,6. The higher the
addition of mocaf flour in fish sausages, the fishy fish smell will decrease. This affects the
acceptance of panelists even though it is not significantly different. The addition of mocaf
flour reduces the fish fishy aroma because mocaf flour contains lactic acid, when the flour is
processed it can produce a distinctive flavor and distinctive flavor [13]. This happened
because in the 30% treatment the aroma of the fish was felt not too fishy but still smelled of
fish specific smell.
The results of statistical tests showed that the addition of mocaf flour did not give a
significant effect on the level of acceptance the panelists on the aroma of gray eel catfish
sausage produced, but the aroma of gray eel catfish sausage was the most preferred, that is
30%. Based on the level of panelist preference, all treatment for adding mocaf flour was still
acceptable to panelists because average value aroma of all treatments was above the product
rejection limit.
3. 3. Texture
Table 4. Average Texture of Gray Eel Catfish Sausage Based on Addition of Mocaf Flour
Addition of Mocaf Flour
(%) Median Average Texture
0 7 6,4a
15 7 6,8a
20 7 6,9a
25 9 8,0b
30 7 7,2a
Information: The average value of the texture followed by the same letter indicating is not
significantly different according to the multiple comparison test at the level of 10%.
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Texture is one of the parameters of consumer preference for food products. Texture
assessment aims to determine the level acceptance panelists to the level chewiness of a
product that can be assessed using the sense of touch, namely through touch stimulation. In
this research texture observation was carried out using the sense of touch. In general, food
texture is determined by the content of water, fat, protein and carbohydrates [1]. The results
texture observation of adding mocaf flour to gray eel catfish sausage are presented at Table 4.
Based on the results panelists assessment the texture of gray eel catfish sausage, the
median values for all treatments ranged between 7 (likes) and 9 (very likes) panelists.
Addition of mocaf flour in fish sausage at gray eel catfish has an effect on the texture of each
treatment. The texture of sausage at 25% treatment has the highest average value of 8,0
producing sausages with chewiness to an appropriate and compact, while the lowest for the
treatment of 0% with an average of 6,4.
The higher the addition of mocaf flour the texture obtained will be more dense and
slightly reduce chewiness. Panelists do not like this because it is considered that sausages are
too dense and tend to be hard and less chewiness, so that sausages with the addition of 25%
mocaf flour are preferred by panelists because they are considered to have the most
appropriate texture to panelists preferences.
Gel formation in processing sausage caused by fish protein and gelatinization process
on mocaf flour and wheat flour when heated. The chewiness of sausages is greatly affected by
the high protein content. Fish as main raw material is a protein source of 16, 61% [7].
The protein found in the form of myosin and actin has an important role in clotting and
gel formation, so that if the fish is processed it will produce a chewy structure. Large amounts
of carbohydrates cause the texture of sausage to become denser and tend to be hard. Mocaf
flour contains high carbohydrates of 85-87,3% compared to wheat flour which is only 60-
68%.
The higher addition of mocaf flour will produce dense sausages but slightly reduce
chewiness because the protein content of mocaf flour is less than 1-1,2% while wheat flour is
8-13% [11]. It is also affected by the lack of gluten in mocaf flour which has the function of
providing supple and expanding texture. Therefore, the addition of 25% mocaf produces a
chewy texture but with the appropriate density and most preferred by panelists.
Based on the results of statistical tests, the addition of mocaf flour treatment had a
significant effect on the level acceptance of panelists on texture of gray eel catfish sausage
produced and based on the panelist preference all treatment of adding mocaf flour was still
acceptable to the panelists because average values of texture all treatments were still liked by
the panelists.
3. 4. Taste
Taste is a determinant consumer acceptance of food products. The acceptance of
panelists towards a product is strongly affected by the characteristics of taste, although other
parameters are good, but if you have a feeling that you don't like, the product will be rejected
[1]. Taste assessment aims to determine panelists assessment taste of a product. Assessment
of taste in this research was carried out using the taste senses.
The observation taste of gray eel catfish sausage with the addition of mocaf flour is
presented in Table 5.
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Table 5. Average Taste of Gray Eel Catfish Sausage Based on Addition of Mocaf Flour
Addition of Mocaf Flour
(%) Median Average Taste
0 7 6,3a
15 7 6,4a
20 7 6,5a
25 9 8,2b
30 7 6,8a
Information: The average value of the taste followed by the same letter indicating is not
significantly different according to the multiple comparison test at the level of 10%.
Based on the results of the test preference for sausage taste, all treatments fall into the
likes category until they are very liked as can be seen from the median value ranging from 7
to 9. The fish sausage taste at gray eel catfish was 0%, 15%, 20% and 30% different with 25%
treatment. Based on statistical tests, treatment 0% , 15%, 20% and 30% does not give a real
difference between the four treatments.
The taste of gray eel catfish sausage comes from the ingredients used because the
ingredients are mixed and undergo a processing process that affects the taste of the final
sausage. The taste gray eel catfish in the addition treatment of mocaf 25% had the highest
average of 8.2 while the treatment of 0% had the lowest average value of 6.3 with a strong
fish taste. The higher the addition of mocaf flour reduces the taste of fish in sausages. This is
because mocaf flour contains lactic acid which is dissolved in ingredients that can cover the
taste of fish [14]. Other ingredients used, such as salt, sugar, egg white, shallots, garlic,
nutmeg, pepper can reduce the taste of fish in processing sausages. Of course, other
ingredients used have the purpose of adding the flavor of the gray eel catfish sausage to
produce sausages with the taste of the fish that are considered appropriate. The addition of
mocaf flour 25% is considered to have a taste that is in accordance with the panelist
preference because the sausage with the taste of the fish is typical and not too stinging.
The results of statistical tests indicate that the addition of mocaf flour gives a significant
affected on the level of acceptance of panelists on the taste of gray eel catfish sausage
produced and based on the level preference of all treatments can still be accepted by the
panelists because the average preference level of all treatments is still at the value limit
product rejection.
3. 5. Decision Making with the Bayes Method
Decision making on alternative weight value and criteria for appearance, aroma, taste,
and texture of gray eel catfish sausage were carried out by pairwise comparison test. The
results calculation of the criteria weight appearance, aroma, texture and taste gray eel catfish
sausage is presented in Table 6.
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Table 6. Value of Criteria for Gray Eel Catfish Sausage
Criteria Value Criteria Weight
Appearance 0,15
Aroma 0,13
Texture 0,23
Taste 0,48
Based on the calculation of the criteria weight appearance, aroma, texture and taste gray
eel catfish sausage shows that the taste has a greater value compared to other criteria, this
proves that the taste criteria most affected the assessment of gray eel catfish sausage.
Although the assessment of other characteristics is good, but if the taste of fish sausage is not
favored by the panelist, the product will be rejected by the panel. This indicates that taste
criteria are the main consideration in choosing a product [1]. The results calculation of the
criteria weight and in determining the best treatment by considering the criteria of appearance,
aroma, texture and taste gray eel catfish sausage presented in Table 7.
Table 7. Decision Matrix of Gray Eel Catfish Sausage Assessment with Bayes Method
Treatment (%) Criteria Alternative
Value Appearance Aroma Texture Taste
0 7 7 7 7 7,00
15 7 7 7 7 7,00
20 7 7 7 7 7,00
25 9 7 9 9 8,74
30 7 9 7 7 7,26
Value Criteria
Weight 0,15 0,13 0,23 0,48
Based on the calculation by Bayes method, it was found that sausages with the addition
of mocaf flour 25% obtained the highest alternative value of 8,74 followed by the addition of
mocaf flour treatment 30% with an alternative value of 7,26, followed by addition mocaf flour
is 0%, 15% and 20% with alternative values the same for all three is 7,00. Judging from all
the parameters observed, the addition of 25% mocaf flour in gray eel catfish sausage is the
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treatment preferred by panelists compared to other treatments because it has the highest
alternative value.
3. 6. Folding test
Folding test is a physical test conducted in this research with aim to determine the
chewiness of gray eel catfish sausage with the addition of mocaf flour. Chewiness is the force
needed to suppress a material or product so that a desired product change occurs [10].
Assessment criteria are presented in Table 8.
Table 8. Chewiness Criteria of Folding Test
Folding Test Result Value Rank Chewiness Level
No cracks occur when folded
in four 5 AA Very chewy
No cracks occur when folded in
half, but cracks when folded
in four
4 A Chewy
Cracks occur when folded
in half 3 B Quite chewy
Break into two parts when
folded in half 2 C Less chewy
Break into small parts if pressed
by a finger 1 D Not chewy
The average value of folding test gray eel catfish sausage for each treatment is presented
in Table 9.
Table 9. Average Value of Folding Test Gray Eel Catfish Sausage Based
on Addition of Mocaf Flour
Addition of
Mocaf Flour (%)
Average Value
Folding test Rank Level Chewiness
0 4,0 A Chewy
15 3,6 A Chewy
20 3,6 A Chewy
25 3,6 A Chewy
30 3,3 B Quite chewy
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The average chewiness value of gray eel catfish sausage with the addition of mocaf
flour ranged from 3 to 4 which can be interpreted as the chewiness of sausage between quite
chewy to chewy. The average of the highest folding test value is found in sausage with the
addition of mocaf flour as much as 0%, which is 4,0 while the average of the lowest folding
test value is found in gray eel catfish sausage with the addition of 30% mocaf flour which is
3,3 which means quite chewy. The addition of mocaf flour 15%, 20% and 25% has the same
average of 3.6 which is assumed to be chewy because it is close to a value of 4.
Addition of flour mocaf 0% which means only using wheat flour produces sausages
were chewy because of higher protein content than wheat flour mocaf.. High protein content
affects the chewiness of sausages in gel formation when heated. Besides that, it contains
gluten in wheat flour which provides supple texture and expands while mocaf flour does not
have gluten content. Gluten is a form of protein that does not dissolve in water if flour is
heated and mixed with water [9]. High carbohydrate content affects the density of sausages.
Mocaf flour contains high carbohydrates by 85-87.3% compared to wheat flour which is only
60-68% [11]. The increasing amount of mocaf flour resulted in a slight decrease in chewiness
due to the more dense sausage produced.
3. 7. Mathematical Equations
Results Organoleptic Hedonic Test of Gray Eel Catfish Sausage to Appearance,
Aroma, Texture, Taste
No
Gray Eel Catfish Sausage with Addition of Mocaf Flour
Appearance Aroma Texture Taste
A B C D E A B C D E A B C D E A B C D E
1 5 7 7 9 9 5 7 7 7 9 5 9 7 9 9 5 7 5 7 9
2 7 7 5 5 7 7 7 7 7 7 5 9 5 7 7 5 7 7 9 5
3 7 9 7 7 7 7 9 9 9 9 7 7 9 9 9 5 5 7 9 7
4 7 7 7 9 5 5 5 7 5 9 7 7 5 5 7 7 7 5 7 7
5 9 5 7 9 9 9 7 7 7 9 5 7 7 9 7 7 7 7 9 5
6 9 7 9 9 9 7 9 9 7 9 7 7 7 9 9 7 5 9 5 7
7 7 7 5 7 7 5 5 9 7 5 7 7 9 7 7 7 7 7 7 9
8 5 5 7 9 5 5 5 5 5 9 7 5 5 9 5 7 5 5 9 3
9 5 5 5 9 5 7 7 5 5 7 5 7 9 7 7 7 5 5 9 5
10 7 5 5 9 5 5 7 7 7 9 7 7 3 9 3 7 7 7 7 5
11 9 7 7 9 7 7 7 7 7 7 7 5 5 9 5 5 7 7 9 5
12 7 9 7 7 7 9 7 7 9 9 5 7 9 7 9 5 7 7 9 9
13 7 7 9 7 7 5 7 5 9 7 5 5 7 9 7 5 7 5 9 9
14 9 7 7 9 7 9 7 9 5 9 9 7 7 9 7 7 9 7 9 7
15 9 5 5 9 5 5 7 5 9 5 9 7 7 5 5 7 3 5 7 7
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16 9 7 9 9 7 9 9 9 9 9 7 7 9 9 9 7 7 9 9 9
17 7 9 7 7 5 7 9 9 9 9 7 7 9 9 9 9 7 7 7 5
18 9 7 5 9 7 9 7 7 7 7 9 9 7 7 5 7 7 7 9 5
19 9 7 5 7 9 5 7 9 9 9 5 5 7 7 9 7 7 7 9 9
20 3 3 5 9 5 5 5 5 9 7 3 5 5 9 9 3 5 5 9 9
Total 146 132 130 164 134 132 140 144 148 160 128 136 138 160 144 126 128 130 164 136
Mean 7,3 6,6 6,5 8,2 6,7 6,6 7 7,2 7,4 8 6,4 6,8 6,9 8 7,2 6,3 6,4 6,5 8,2 6,8
Mode 7 7 7 9 7 5 7 7 7 9 7 7 7 9 9 7 7 7 9 9
Median 7 7 7 9 7 7 7 7 7 9 7 7 7 9 7 7 7 7 9 7
Calculation Results of Gray Eel Catfish Sausage Rank Appearance with Addition
of Mocaf Flour
Repeat
Treatment
A B C D E
Real Rank Real Rank Real Rank Real Rank Real Rank
1 5 1 7 2,5 7 2,5 9 4,5 9 4,5
2 7 4 7 4 5 1,5 5 1,5 7 4
3 7 2,5 9 5 7 2,5 7 2,5 7 2,5
4 7 3 7 3 7 3 9 5 5 1
5 9 4 5 1 7 2 9 4 9 4
6 9 3,5 7 1 9 3,5 9 3,5 9 3,5
7 7 3,5 7 3,5 5 1 7 3,5 7 3,5
8 5 2 5 2 7 4 9 5 5 2
9 5 2,5 5 2,5 5 2,5 9 5 5 2,5
10 7 4 5 2 5 2 9 5 5 2
11 9 4,5 7 2 7 2 9 4,5 7 2
12 7 2,5 9 5 7 2,5 7 2,5 7 2,5
13 7 2,5 7 2,5 9 5 7 2,5 7 2,5
14 9 4,5 7 2 7 2 9 4,5 7 2
15 9 4,5 5 2 5 2 9 4,5 5 2
16 9 4 7 1,5 9 4 9 4 7 1,5
17 7 3 9 5 7 3 7 3 5 1
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18 9 4,5 7 2,5 5 1 9 4,5 7 2,5
19 9 4,5 7 2,5 5 1 7 2,5 9 4,5
20 3 1,5 3 1,5 5 3,5 9 5 5 3,5
Ri 66 53 50,5 77 53,5
Ri2 4356 2809 2550,25 5929 2862,25
Friedman Test Statistics Calculation:
Observation data has the same number, so the calculation of correction factors is as
follows.
Table Calculation of Gray Eel Catfish Sausage Appearance Correction Factors
Score Rank t N t3 t3-t N(t3-t)
3 1,5 2 1 8 6 6
5 1 1 7 1 0 0
5 1,5 2 1 8 6 6
5 2 3 3 27 24 72
5 2,5 4 1 64 60 60
5 3,5 2 1 8 6 6
7 1 1 1 1 0 0
7 1,5 2 1 8 6 6
7 2 1 1 1 0 0
7 2 3 2 27 24 48
7 2,5 2 3 8 6 18
7 2,5 4 3 64 60 180
7 3 3 2 27 24 48
7 3,5 4 1 64 60 60
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7 4 1 2 1 0 0
7 4 3 1 27 24 24
9 3,5 4 1 64 60 60
9 4 3 2 27 24 48
9 4,5 2 6 8 6 36
9 5 1 9 1 0 0
Amount 678
Correction Factor Calculation:
Test statistics that have been corrected are as follows.
x2 10,13
xc2 14,11487
x(0,90), (4) 7,78
Value xc2> x(0,90), (4) table at 10% level , then 𝐻0 rejected and 𝐻1 accepted, meaning
testing is significantly different. There are differences among treatment is carried Multiple
Comparison Test to know the real difference is significant, as follows:
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Table Determination of Gray Eel Catfish Sausage Appearance
Treatment Average C B E A α 10% Real Level
C 50,5
25,76
a
B 53 2,5 a
E 53,5 3 0,5 a
A 66 15,5 13 12,5
a
D 77 26,5 24 23,5 11 b
Treatment that has a real level with the same letter shows that it is not significantly
different according to the multiple comparison test at the level of 10%.
Calculation Results of Gray Eel Catfish Sausage Rank Aroma with Addition
of Mocaf Flour
Repeat
Treatment
A B C D E
Real Rank Real Rank Real Rank Real Rank Real Rank
1 5 1 7 3 7 3 7 3 9 5
2 7 3 7 3 7 3 7 3 7 3
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3 7 1 9 3,5 9 3,5 9 3,5 9 3,5
4 5 2 5 2 7 4 5 2 9 5
5 9 4,5 7 2 7 2 7 2 9 4,5
6 7 1,5 9 4 9 4 7 1,5 9 4
7 5 2 5 2 9 5 7 4 5 2
8 5 2,5 5 2,5 5 2,5 5 2,5 9 5
9 7 4 7 4 5 1,5 5 1,5 7 4
10 5 1 7 3 7 3 7 3 9 5
11 7 3 7 3 7 3 7 3 7 3
12 9 4 7 1,5 7 1,5 9 4 9 4
13 5 1,5 7 3,5 5 1,5 9 5 7 3,5
14 9 4 7 2 9 4 5 1 9 4
15 5 2 7 4 5 2 9 5 5 2
16 9 3 9 3 9 3 9 3 9 3
17 7 1 9 3,5 9 3,5 9 3,5 9 3,5
18 9 5 7 2,5 7 2,5 7 2,5 7 2,5
19 5 1 7 2 9 4 9 4 9 4
20 5 2 5 2 5 2 9 5 7 4
Ri 49 56 58,5 62 74,5
Ri2 2401 3136 3422,25 3844 5550,25
Friedman Test Statistics Calculation:
Observation data has the same number, so the calculation of correction factors is as
follows.
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Table Calculation of Gray Eel Catfish Sausage Aroma Correction Factors
Score Rank t N t3 t3-t N(t3-t)
5 1 1 4 1 0 0
5 1,5 2 2 8 6 12
5 2 3 4 27 24 96
5 2,5 4 1 64 60 60
7 1 1 2 1 0 0
7 1,5 2 2 8 6 12
7 2 1 2 1 0 0
7 2 3 1 27 24 24
7 2,5 4 1 64 60 60
7 3 3 2 27 24 48
7 3 5 2 125 120 240
7 3,5 2 1 8 6 6
7 4 1 4 1 0 0
7 4 3 1 27 24 24
9 3 5 1 125 120 120
9 3,5 4 2 64 60 120
9 4 3 4 27 24 96
9 4,5 2 1 8 6 6
9 5 1 9 1 0 0
Amount 924
Correction Factor Calculation:
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Test statistics that have been corrected are as follows.
x2 7,07
xc2 11,4959
x(0,90), (4) 7,78
Value xc2> x(0,90), (4) table at 10% level , then 𝐻0 rejected and 𝐻1 accepted, meaning
testing is significantly different. There are differences among treatment is carried Multiple
Comparison Test to know the real difference is significant, as follows:
Table Determination of Gray Eel Catfish Sausage Aroma
Treatment Average A B C D α 10% Real Level
A 49 25,76
a
B 56 7 a
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C 58,5 9,5 2,5 a
D 62 13 6 3,5
a
E 74,5 25,5 18,5 16 12,5 a
Treatment that has a real level with the same letter shows that it is not significantly
different according to the multiple comparison test at the level of 10%.
Calculation Results of Gray Eel Catfish Sausage Rank Texture with Addition
of Mocaf Flour
Repeat
Treatment
A B C D E
Real Rank Real Rank Real Rank Real Rank Real Rank
1 5 1 9 4 7 2 9 4 9 4
2 5 1,5 9 5 5 1,5 7 3,5 7 3,5
3 7 1,5 7 1,5 9 4 9 4 9 4
4 7 4 7 4 5 1,5 5 1,5 7 4
5 5 1 7 3 7 3 9 5 7 3
6 7 2 7 2 7 2 9 4,5 9 4,5
7 7 2,5 7 2,5 9 5 7 2,5 7 2,5
8 7 4 5 2 5 2 9 5 5 2
9 5 1 7 3 9 5 7 3 7 3
10 7 3,5 7 3,5 3 1,5 9 5 3 1,5
11 7 4 5 2 5 2 9 5 5 2
12 5 1 7 2,5 9 4,5 7 2,5 9 4,5
13 5 1,5 5 1,5 7 3,5 9 5 7 3,5
14 9 4,5 7 2 7 2 9 4,5 7 2
15 9 5 7 3,5 7 3,5 5 1,5 5 1,5
16 7 1,5 7 1,5 9 4 9 4 9 4
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17 7 1,5 7 1,5 9 4 9 4 9 4
18 9 4,5 9 4,5 7 2,5 7 2,5 5 1
19 5 1,5 5 1,5 7 3,5 7 3,5 9 5
20 3 1 5 2,5 5 2,5 9 4,5 9 4,5
Ri 48 53,5 59,5 75 64
Ri2 2304 2862,25 3540,25 5625 4096
Friedman Test Statistics Calculation:
Observation data has the same number, so the calculation of correction factors is as
follows.
Table Calculation of Gray Eel Catfish Sausage Texture Correction Factors
Score Rank t N t3 t3-t N(t3-t)
3 1 1 1 1 0 0
3 1,5 2 1 8 6 6
5 1 1 5 1 0 0
5 1,5 2 5 8 6 30
5 2 3 2 27 24 48
5 2,5 2 1 8 6 6
7 1,5 2 3 8 6 18
7 2 1 1 1 0 0
7 2 3 2 27 24 48
7 2,5 2 2 8 6 12
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7 2,5 4 1 64 60 60
7 3 3 2 27 24 48
7 3,5 2 5 8 6 30
7 4 1 2 1 0 0
7 4 3 1 27 24 24
9 4 3 4 27 24 96
9 4,5 2 5 8 6 30
9 5 1 10 1 0 0
Amount 456
Correction Factor Calculation:
Test statistics that have been corrected are as follows.
x2 8,55
xc2 10,5556
x(0,90), (4) 7,78
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Value xc2> x(0,90), (4) table at 10% level , then 𝐻0 rejected and 𝐻1 accepted, meaning
testing is significantly different. There are differences among treatment is carried Multiple
Comparison Test to know the real difference is significant, as follows:
Table Determination of Gray Eel Catfish Sausage Texture
Treatment Average A B C E α 10 % Real Level
A 48
25,76
a
B 53,5 5,5 a
C 59,5 11,5 6 a
E 64 16 10,5 4,5
a
D 75 27 21,5 15,5 11 b
Treatment that has a real level with the same letter shows that it is not significantly
different according to the multiple comparison test at the level of 10%.
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Calculation Results of Gray Eel Catfish Sausage Rank Taste with Addition
of Mocaf Flour
Repeat
Treatment
A B C D E
Real Rank Real Rank Real Rank Real Rank Real Rank
1 5 1,5 7 3,5 5 1,5 7 3,5 9 5
2 5 1,5 7 3,5 7 3,5 9 5 5 1,5
3 5 1,5 5 1,5 7 3,5 9 5 7 3,5
4 7 3,5 7 3,5 5 1 7 3,5 7 3,5
5 7 4 7 4 7 4 9 5 5 1,5
6 7 3,5 5 1,5 9 5 5 1,5 7 3,5
7 7 2,5 7 2,5 7 2,5 7 2,5 9 5
8 7 4 5 2,5 5 2,5 9 5 3 1
9 7 4 5 2 5 2 9 5 5 2
10 7 3,5 7 3,5 7 3,5 7 3,5 5 1
11 5 2 7 4,5 7 4,5 9 5 5 2
12 5 1 7 2,5 7 2,5 9 4,5 9 4,5
13 5 1,5 7 3 5 1,5 9 4,5 9 4,5
14 7 2 9 4,5 7 2 9 4,5 7 2
15 7 4 3 1 5 2 7 4 7 4
16 7 1,5 7 1,5 9 4 9 4 9 4
17 9 5 7 3 7 3 7 3 5 1
18 7 3,5 7 3,5 7 3,5 9 5 5 1
19 7 2 7 2 7 2 9 4,5 9 4,5
20 3 1 5 2,5 5 2,5 9 4,5 9 4,5
Ri 53 56 56,5 83 59,5
Ri2 2809 3136 3192,25 6889 3540,25
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Friedman Test Statistics Calculation:
Observation data has the same number, so the calculation of correction factors is as
follows.
Table Calculation of Gray Eel Catfish Sausage Taste Correction Factors
Score Rank t N t3 t3-t N(t3-t)
3 1 1 3 1 0 0
5 1 1 6 1 0 0
5 1,5 2 6 8 6 36
5 2 1 1 1 0 0
5 2 3 1 27 24 24
5 2,5 2 2 8 6 12
7 1,5 2 1 8 6 6
7 2 3 2 27 24 48
7 2,5 2 1 8 6 6
7 2,5 4 1 64 60 60
7 3 1 1 1 0 0
7 3 3 3 27 24 72
7 3,5 2 5 8 6 30
7 3,5 4 2 64 60 120
7 4 1 2 1 0 0
7 4 3 1 27 24 24
9 4 3 1 27 24 24
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9 4,5 2 5 8 6 30
9 5 1 11 1 0 0
Amount 492
Correction Factor Calculation:
Test statistics that have been corrected are as follows.
x2 31,33
xc2 39,40881
x(0,90), (4) 7,78
Value xc2> x(0,90), (4) table at 10% level , then 𝐻0 rejected and 𝐻1 accepted, meaning
testing is significantly different. There are differences among treatment is carried Multiple
Comparison Test to know the real difference is significant, as follows:
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Table Determination of Gray Eel Catfish Sausage Taste
Treatment Average A B C E α 10 % Real Level
A 53
25,76
a
B 56 3 a
C 56,5 3,5 0,5 a
E 59,5 6,5 3,5 3
a
D 83 30 27 26,5 23,5 b
Treatment that has a real level with the same letter shows that it is not significantly
different according to the multiple comparison test at the level of 10%.
Pairwise Comparative Test Results for the Appearance, Aroma, Taste and Texture
of The Gray Eel Catfish Sausage
No. Ap&A A&Ap Ap&T T&Ap Ap&Tx Tx&Ap A&T T&A A&Tx Tx&A T&Tx Tx&T
1 0,20 5,00 1,00 1,00 5,00 0,20 5,00 0,20 3,00 0,33 0,14 7,00
2 0,20 5,00 5,00 0,20 7,00 0,14 0,14 7,00 7,00 0,14 0,20 5,00
3 0,20 5,00 5,00 0,20 1,00 1,00 5,00 0,20 1,00 1,00 0,20 5,00
4 3,00 0,33 7,00 0,14 3,00 0,33 1,00 1,00 0,14 7,00 0,20 5,00
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5 0,14 7,00 9,00 0,11 9,00 0,11 9,00 0,11 0,14 7,00 0,11 9,00
6 0,14 7,00 9,00 0,11 7,00 0,14 7,00 0,14 7,00 0,14 0,11 9,00
7 0,14 7,00 7,00 0,14 7,00 0,14 7,00 0,14 9,00 0,11 0,14 7,00
8 3,00 0,33 5,00 0,20 1,00 1,00 3,00 0,33 0,33 3,00 0,20 5,00
9 3,00 0,33 9,00 0,11 5,00 0,20 9,00 0,11 0,14 7,00 0,14 7,00
10 1,00 1,00 1,00 1,00 5,00 0,20 3,00 0,33 0,14 7,00 0,14 7,00
11 0,20 5,00 7,00 0,14 5,00 0,20 0,14 7,00 0,14 7,00 7,00 0,14
12 0,14 7,00 7,00 0,14 5,00 0,20 7,00 0,14 0,20 5,00 0,20 5,00
13 1,00 1,00 5,00 0,20 3,00 0,33 7,00 0,14 3,00 0,33 0,20 5,00
14 0,20 5,00 7,00 0,14 9,00 0,11 5,00 0,20 9,00 0,11 9,00 0,11
15 0,20 5,00 7,00 0,14 0,14 7,00 7,00 0,14 0,20 5,00 0,14 7,00
16 0,33 3,00 0,33 3,00 1,00 1,00 1,00 1,00 3,00 0,33 0,20 5,00
17 7,00 0,14 0,14 7,00 7,00 0,14 9,00 0,11 0,14 7,00 0,11 9,00
18 5,00 0,20 7,00 0,14 3,00 0,33 1,00 1,00 0,20 5,00 0,20 5,00
19 0,20 5,00 1,00 1,00 7,00 0,14 7,00 0,14 0,14 7,00 1,00 1,00
20 0,20 5,00 7,00 0,14 7,00 0,14 3,00 0,33 7,00 0,14 0,20 5,00
Total 25,49 74,34 106,47 15,28 97,14 13,08 96,28 19,79 50,91 69,65 19,83 108,25
Average 1,27 3,72 5,32 0,76 4,86 0,65 4,81 0,99 2,55 3,48 0,99 5,41
xG 0,472 2,107 3,583 0,279 3,569 0,280 3,074 0,325 0,734 1,351 0,262 3,793
Determine the matrix comparison of gray eel catfish sausage with the addition of mocaf
flour based on the characteristics observed from the questionnaire data on the appearance,
aroma, taste and texture criteria for the intensity of gray eel catfish sausage product favored
by the panelists. In this data can be seen in the range of values 1, 3, 5, 7, and 9, the data of the
partner produces a value of 1,00, 0,33, 0,20, 0,14, 0,11. Pairwise comparisons are carried out
by 20 panelists, so it is necessary to combine data for each criterion using the following
geometric average formula.
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Information :
xG = Average Geometry
r = Amount of panelist
Π = Permutation
xi = Value panelist condition i
So that the priority values of each criterion are obtained from the results of the average
geometry data as follows.
Criteria Appearance Aroma Taste Texture Amount Criteria
Weight
Appearance 1 2,107 0,279 0,280 3,66573 0,15
Aroma 0,472 1 0,325 1,351 3,14832 0,13
Taste 3,583 3,074 1 3,793 11,4495 0,48
Texture 3,569 0,734 0,262 1 5,5656 0,23
Total 23,8292 1
Perform calculations using the Bayes method. The normalization value or weight of the
criteria obtained multiplied by the median value of the results of the organoleptic test on each
treatment criterion then added up, so that the alternative values are as follows.
Table Determination of Products with the Bayes Method Using Median Values
Treatment
Criteria Alternative
Value
Priority
Value Appearance Aroma Taste Texture
A 7 7 7 7 7,00 21,44
B 7 7 7 7 7,00 21,44
C 7 7 7 7 7,00 21,44
D 9 7 9 9 8,74 26,75
E 7 9 7 7 7,26 22,25
Value
Criteria
Weight
0,15 0,13 0,48 0,23 0,33 1
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Alternative Value:
Treatment A: (7 × 0,15) + (7 × 0,13) + (7 × 0,48) + (7 × 0,23) = 7,00
Treatment B: (7 × 0,15) + (7 × 0,13) + (7 × 0,48) + (7 × 0,23) = 7,00
Treatment C: (7 × 0,15) + (7 × 0,13) + (7 × 0,48) + (7 × 0,23) = 7,00
Treatment D: (9 × 0,15) + (7 × 0,13) + (9 × 0,48) + (9 × 0,23) = 8,74
Treatment E: (7 × 0,15) + (9 × 0,13) + (7 × 0,48) + (7 × 0,23) = 7,26
4. CONCLUSION
Based on the results of the reseacrh, it can be concluded that the addition of mocaf flour
25% of the amount of flour used produces gray eel catfish sausage with the most preferred
organoleptic characteristics with an alternative value of 8,74 and the highest average value of
folding test is 4,0 found in sausage with the addition of mocaf flour as much 0%.
References
[1] Elzerman, J. E., A. C. Hoek, M. A.J.S. van Boekel and P. A. Luning. 2011. Consumer
Acceptance and Appropriateness of Meat Substitutes in a Meal Context. Food Quality
and Preference. (22) p 233-240.
[2] Granato, D., M. L. Masson and J. C. B. Ribeiro. 2012. Sensory Acceptability and
Physical Stability Evaluation of a Prebiotic Soy-Based Dessert Developed with Passion
Fruit Juice. Food Science and Technology Journal. 32 (1) p 119-125.
[3] Kahkonen, P. and H. Tuorila. 1998. Effect of Reduced-fat Information on Expected and
Actual Hedonic and Sensory Ratings of Sausage. Academic Press Limited. 30 p 13-23.
[4] Lestari, N., Yuniarti and T. Purwanti. 2016. The Usage of Surimi Based Kurisi Fish
(Nemipterus sp) for Various Processed Fish Products. Journal of Agro Industry. Vol. 33
(1) p 9-16.
[5] Mardiana, N., S. Waluyo and M. Ali. 2014. Analysis of The Quality of Smoked
Whitelipped Eel Catfish in “Mina Mulya” Fish Processing Group, Pasir Sakti, Eastern
Distric of Lampung. Agricultural Engineering Journal. Vol. 3 (3) p 283-290.
[6] Naknean, P. and M. Meenune. 2010. Factors Affecting Retention and Release Of
Flavour Compounds in Food Carbohydrates. International Food Research Journal. (17)
p 23-34.
[7] Nurnadia, A. A., A. Azrina and I. Amin. 2011. Proximate Composition and Energetic
Value of Selected Marine Fish and Shellfish From the West Coast of Peninsular
Malaysia. International Food Research Journal. 18 p 137-148.
[8] Prithiviraj, N., T. R. B. Kumar, and D. Annadurai. 2012. Finding of (Plotosidae –
Siluriforms) and Abundance from Parangipettai Coastal Area. International Journal of
Recent Scientific Research. Vol. 3 (6) p 482-485.
World Scientific News 112 (2018) 24-54
-54-
[9] Quinones, R. S., C. P. Macachor and H. G. Quinones. 2015. Development of Gluten-
Free Composite Flour Blends. Tropical Technology Journal. Vol 19 (3).
[10] Riyadi, P. H. 2006. The Utilization Lizardfish As Base Material for Fish Jelly
Processing With Arrrowroot Starch Addition. Journal Scientist Fisheries. Vol. 2 (1) p
8-21.
[11] Salim, E. 2011. Processing Cassava into Mocaf Flour Business Alternative Substitute
Products for Flour. Lily Publisher, Yogyakarta, Indonesia.
[12] Suman, A., H. E. Irianto, F. Satria and K. Amri. Potency nnd Exploitation Level of Fish
Resources 2015 in Fisheries Management Area of Indonesian Republic (FMAs) and
Management Option. Indonesian Fisheries Policy Journal. Vol. 8 (2) p 97-110.
[13] Sunarsi, S., M. Sugeng, S. Wahyuni and W. Ratnaningsih. 2011. Utilizing Cassava
Flour Being Mocaf for Community Empowerment Sumberejo. Journal Community
Service. p 306-310.
[14] Subagio, A. 2008. Bakery Products with Cassava Flour. Food Review Indonesia, Bogor.
Vol. 3 (8).
[15] Singh, D. 2013. A Study on the Use of Non-Parametric Tests for Experimentation with
Cluster Analysis. International Journal of Engineering and Management Research.
Vol. 3 (6) p 64-72.
[16] Tan, M. C., N. L. Chin, Y. A. Yusof, F. S. Taip and J. Abdullah. 2014. Gel Strength and
Stability Characterization of Ultrasound Treated Whey Protein Foams. Agriculture and
Agricultural Science Procedia. (2) p 144–149.
[17] Widjanarko, S. B., E. Martati, and P. N. Andhina. 2004. Quality of Dumbo Catfish
Sausage (Clarias gariepinus) Due to Addition of Type and Binder Concentration.
Journal Agricultural Technology. Vol. 5 (3) p 106-115.
[18] Williams, M. S., E. D. Ebel, J. A. Hoeting. 2011. Bayesian Analysis for Food-Safety
Risk Assessment: Evaluation of Dose-Response Functions within WinBUGS. Journal
of Statistical Software. Vol. 43 (2) 14 p.
[19] Yahya, E., A. Rosyid and A. Suherman. 2013. Level of Utilization Basic and Functional
Facilities in The Production Improvement Strategy in Tegalsari Coast Fisheries Port,
Tegal City, Central Java. Journal of Fisheries Resources Utilization Management and
Technology. Vol. 2 (1) p 56-65.