• Tidak ada hasil yang ditemukan

Population Structure Growth and Length W

N/A
N/A
Protected

Academic year: 2018

Membagikan "Population Structure Growth and Length W"

Copied!
11
0
0

Teks penuh

(1)

Population Structure, Growth and Length Weight Relationship of Sergestid Shrimps

(Acetes spp.) from the Coastal Waters of Malacca, Peninsular Malaysia

(Struktur Populasi, Pertumbuhan dan Hubungan Panjang-Berat Udang Sergestid (Acetes spp.) di Perairan Selat Melaka, Semenanjung Malaysia)

S. M. NURUL AMIN, AZIZ ARSHAD, SITI SHAPOR SIRAJ & JAPAR SIDIK BUJANG

ABSTRACT

The size frequency distribution for age structure and length weight relationship of three species of the genus Acetes from the coastal waters of Malacca, Peninsular Malaysia are reported. The length frequency distribution for A. indicus suggested that the population consisted of two dominant age groups with mean at 20.80 (± 2.42) mm and 29.85 (± 2.79) mm of total length, respectively. The population of A. japonicus consisted of maximum two age groups, with means of 15.18 (± 0.90) mm and 21.56 (± 1.03) mm of total length. The population of A. intermedius also consisted of maximum two age groups, with means of 19.18 (± 2.45) mm and 26.92 (±2.82) mm of total length. The positive allometric nature of growth for A. indicus was observed in the coastal waters of Malacca. But isometric nature of growth was found in combined sexes of A. japonicus. The positive allometric nature of growth was observed in female and both sexes of

A. intermedius. There were signiicant difference between males and females size-frequency distribution of A. indicus (Kolmogorov-Smirnov test: dmax= 0.42, P < 0.001), A. japonicus (Kolmogorov-Smirnov test: dmax = 0.39, P < 0.001) and A. intermedius (Kolmogorov-Smirnov test: dmax = 0.40, P < 0.001). The signiicant differences were observed between mean total length of female and male of A. indicus, A. japonicus and A. intermedius (t-test, P < 0.001).

Keywords: Population structure; Acetes spp; Penisular Malaysia ABSTRAK

Taburan frekuensi bagi struktur umur dan hubungan panjang berat bagi tiga spesies genus Acetes dari perairan pantai

Melaka, Semenanjung Malaysia dilaporkan. Taburan frekuensi panjang Acetes indicus menunjukkan yang populasinya terdiri daripada dua kumpulan umur dominan dengan nilai purata 20.80 (± 2.42) mm dan 29.85 (± 2.79) mm setiap satu daripada jumlah keseluruhan panjang badan. Populasi A. japonicus pula terdiri daripada dua kumpulan umur maksimum, dengan nilai purata 15.18 (± 0.90) mm dan 21.56 (± 1.03) mm daripada jumlah keseluruhan panjang. Populasi A. intermedius juga didapati terdiri daripada dua kumpulan umur maksimum, dengan nilai purata 19.18 (± 2.45) mm dan 26.92 (± 2.87) mm daripada jumlah keseluruhan panjang badan. Kajian menunjukkan yang populasi A. indicus daripada perairan Pantai Melaka diperhatikan mempunyai pertumbuhan semulajadi alometrik yang positif

manakala pertumbuhan semulajadi isometrik didapati pada kedua-dua jantina A. japonicus. Pertumbuhan semulajadi

alometrik positif diperhatikan pada yang betina dan juga kedua-dua jantina A. intermedius. Terdapat perbezaan bererti

pada taburan frekuensi saiz antara jantan dan betina A. indicus (ujian Kolmogorov-Smirnov: dmax= 0.42, P < 0.001), A. japonicus (ujian Kolmogorov-Smirnov: dmax = 0.39, P < 0.001) dan A. intermedius (ujian Kolmogorov-Smirnov: dmax = 0.40, P < 0.001). Perbezaan bererti didapati pada jumlah purata panjang keseluruhan betina dan jantan A. indicus, A. japonicus dan A. intermedius (t-test, P < 0.001).

Kata kunci: Struktur populasi; Acetes spp.; Semenanjung Malaysia

INTRODUCTION

The shrimp of the genus Acetes, is mainly used in subsistence

isheries and is, therefore, commercially important in the

Peninsular Malaysia (Tham 1950; Pathansali 1966; Johnson 1976). Knowledge on the shrimp’s biology and population characteristics are important if proper management of those

resources are to be effective. Age in crustacean is dificult

to estimate because exoskeletons are lost during moulting process. Thus, analysis of length-frequency data has been used to identify year classes (Amin & Zafar 2003; Zafar

et al. 1998b). Length weight relationships are useful for a wide number of studies, such as estimating growth rates,

age structure and other aspects of ish/shrimps population

dynamics (Tsoumani et al. 2006). Length-weight relationships have been extensively used for estimation

of weight from length due to technical dificulties and the amount of time required to record weight in the ield

(2)

the condition factors of the aquatic species. In addition to the above, length-weight relationships are useful for between region comparisons of life histories of a certain species. Therefore, the present study has been undertaken to estimate the size frequency distribution for age structure and length weight relationships to know the relative growth pattern of three species of the genus Acetes (A. indicus, A. japonicus and A. intermedius) from the coastal waters of Malacca, Peninsular Malaysia.

METHODOLOGY

SAMPLING AND DATA COLLECTION

Monthly samples of Acetes spp were collected from Klebang Besar (N 020 13.009′ & E 1020 11.921′)in the Malacca coastal waters, Straits of Malacca (Figure 1) between February 2005 and January 2006. Triangular shape push net (mesh size 3.2 cm at anterior section, 0.75 cm at middle and 0.5 cm at cod end) were used to collect the samples of Acetes. The ishing effort was

one man per hour and towing length was approximately 1000 m along the coast of Klebang Besar, Malacca. After

collection, samples were ixed in 10% formalin solution in the ield and analyzed after 2-3 days of preservation. In

the laboratory, Acetes spp were identiied using a Nikon dissecting microscope (Nikon-122764, Japan). The works

of Omori (1975) were followed during the identiication

of Acetes spp. Total lengths (TL) of each individual (males and females) were measured from the tip of the rostrum to the tip of the telson to the nearest 0.1 mm and total weight was taken by an electronic balance of 0.001 gm accuracy during February 2005 and January 2006.

DATA ANALYSIS

To estimate the population structure, the length-frequency data were analyzed by using the MINITAB Version 14 and SPSS Version 11.5. The differences in the size-frequency distributions of population between sexes were determined by the Kolmogorov-Smirnov two-sample test (Sokal & Rohlf 1995). Student’s t-test was used for comparison of the mean total length of males and females (Zar 1996).

FIGURE 1. Geographical location of the sampling station (

), Klebang Besar in the

(3)

Size-frequency distributions were plotted for each month. Bhattacharya’s method, implemented from the package FiSAT II Version 1.1.2 (Gayaniloet al. 2002) was used to identify the modes in the polymodal length-frequency distributions of A. indicus. All the identiied size/ age groups were derived from at least three consecutive points and selection of the best results was based on the following criteria:

1. the values of separation index (SI) for the different age groups;

2. the number of the identiied age groups and

3. the standard deviation (SD)(Gayanilo et al. 1989). To establish the length-weight relationship, the commonly used relationship W = a Lb was applied (Ricker 1975; Quinn II & Deriso 1999), where W is the weight (mg), L is the total length (mm), a is intercept (condition

factor) and b is the slope (growth coeficient, i.e., shrimp

relative growth rate). The parameters a and b were estimated by least squares linear regression on log-log transformed data: Log10 W = Log10 a + b Log10 L. The coeficient of determination (r2) was used as an indicator of the quality of the linear regression (Scherrer, 1984). Additionally, 95% conidence limits of the parameters a and b and the statistical signiicance level of r2 were estimated.

RESULTS

SIZE FREQUENCY STRUCTURE

Acetes indicus Total number of individuals collected for

this study was 814 (33.22%) for male and 1636 (66.78%)

for female, respectively. According to the size-frequency

distribution, there was signiicant difference between males

and females (Kolmogorov-Smirnov test: dmax = 0.396, P < 0.001) (Figure 2a). In males, the minimum and maximum total lengths were 13 mm and 30.5 mm, and in females, they were 14 mm and 41 mm respectively (Table 1). The mean total lengths were 21.37 (± 2.86) mm and 25.44 (± 4.66) mm for male and female, respectively. The mean total length of female was 4.08 mm taller than that of the male (Figure 3a),

and it was signiicantly different (t-test, P < 0.001). Monthly

size frequency distributions are given in Figure 4. The length frequency distribution of 12 months suggested that the population consisted of two age groups, with means of 20.80 (± 2.42) mm and 29.85 (± 2.79) mm of total length. Acetes japonicas A total number of individuals collected

for this study was 1079 (30.76%) for male and 2429 (69.24%) for female, respectively. According to the annual size-frequency distribution, there was signiicant difference

between the males and females (Kolmogorov-Smirnov test: dmax = 0.39, P < 0.001) (Figure 2b). The mean total lengths were 14.83 (± 2.03) mm and 17.58 (± 3.77) for male and female, respectively. In the males, the minimum and maximum total lengths were 8 mm and 20 mm, and in the females, they were 9.50 mm and 29 mm, respectively (Table 1). The mean total length of the female was 2.75 mm longer

than that of the male (Figure 3b) and it was signiicantly

different (t-test, P < 0.001). Monthly size frequency

distributions (Figure 5) identiied the modal lengths with

cohorts in different months. The length frequency distribution of different months suggested that the population consisted of maximum two age groups, with means of 15.18 (± 0.90) mm and 21.56 (± 1.03) mm of total length.

(4)

FIGURE 3. Box plots of male and female Acetes indicus (a),Acetes japonicus (b) and Acetes intermedius (c) from the coastal waters of Malacca

Descriptive Sex A. indicus A. japonicus A. intermedius

M 21.37 ± 2.86 14.83 ± 2.03 22.15 ± 2.37

Mean ± SD of TL (mm) F 25.44 ± 4.66 17.58 ± 3.77 24.52 ± 4.09

B 24.06 ± 4.56 16.79 ± 3.59 23.88 ± 3.85

M 13.00 – 30.50 8.00 – 19.00 15.00 – 27.50

TL range (mm) F 14.00 – 40.00 9.50 – 28.00 13.50 – 33.00

B 13.00 – 40.00 8.00 – 28.00 13.50 – 33.00

M 9.50 – 174.10 4.20 – 33.80 13.60 – 103.50

Weight range (mg) F 13.30 – 430.00 4.10 – 102.70 11.80 – 206.20

B 9.50 – 430.00 4.10 – 102.70 11.80 – 206.20

M 1628 1079 269

Sample number (N) F 3272 2431 726

B 4900 3510 995

Abbreviation: SD-standard deviation; M-male; F-female and B-both

(5)

Acetes intermedius Total number of individuals collected

for this study was 269 (27.04%) for male and 726 (72.96%)

for female, respectively. According to the annual

size-frequency distribution, there was signiicant difference

between males and females (Kolmogorov-Smirnov test: dmax= 0.403, P < 0.001) (Figure 2c). The mean total lengths were 22.15 (± 2.373) mm and 24.517 (± 4.091) mm for males and females, respectively (Table 1). In males, the minimum and maximum total lengths were 15 mm and 27.50 mm, and in females, they were 13.50 mm and 33 mm, respectively (Table 1). The mean total length of female was 2.37 mm longer than that of the male (Figure

3c), and it was signiicantly different (t-test, P < 0.001). Monthly size frequency distributions (Figure 6) identiied

the modal lengths with cohorts in different months. The length frequency distribution of different months suggested that the population consisted of maximum two age groups, with means of 19.18 (± 2.58) mm and 26.92 (± 2.82) mm of total length.

LENGTH-WEIGHT RELATIONSHIPS

The parameters of total length-body weight relationships of Acetes spp. for different groups (males, females and both sexes) are presented in Table 2. The regression between total length (TL) and total weight (TW) for the males and females showed positive relationship, respectively (Figure7 and Figure 8 for A. indicus, Figure 9 and Figure 10 for A. FIGURE 4. Monthly size frequency distributions for both sexes of A. indicus from the

(6)

FIGURE 5. Monthly length frequency distributions for both sexes of A. japonicus caught between February 2005 and January 2006 in the coastal waters of Malacca

(7)

FIGURE 7. Length weight relationship of male A. indicus in the coastal waters of Malacca (Logarithmic and arithmetic scale)

FIGURE 9. Length weight relationship for male A. japonicus in the coastal water of Malacca, Peninsular Malaysia (Logarithmic and arithmetic scale)

FIGURE 8. Length weight relationship of female A. indicus in the coastal waters of Malacca (Logarithmic and arithmetic scale)

T

o

ta

l

w

e

ig

h

t

(mg

)

L

o

g

t

o

ta

l

w

e

ig

h

t

L

o

g

t

o

ta

l

w

e

ig

h

t

T

o

ta

l

w

e

ig

h

t

(mg

(8)

L

FIGURE 10. Length weight relationship for female A. japonicus in the coastal water of Malacca, Peninsular Malaysia (Logarithmic and arithmetic scale)

japonicus and Figure 11 and Figure 12 for A. intermedius). The length-weight relationship equations of Acetes spp. were established are presented in Table 3.

DISCUSSION

The size structure of the population of A. indicus, A. japonicus and A. intermedius in the investigated area consists of a relatively higher percentage of females than males. Females attained a greater size indicating a size

dimorphism. The growth coeficient ‘b’ of length-weight

relationship generally lies between 2.5 and 3.5 and the relation is said to be isometric when it is equal to 3 as reported for most aquatic organisms (Carlander 1977; Le Cren, 1951). Table 4 summarizes previous published

values of the coeficients a and b for the genus Acetes and the values of b show considerable variation, ranging from 2.155 in A. japonicus (Lei 1988) to 3.108 in A. indicus (present study).

The estimated b (3.411) for the combined sexes of A. indicus lies between the values mentioned by Carlander

(1977) and Ecoutin et al. (2005) and signiicantly higher than isometric value (3) at 5% level. This indicates the

positive allometric nature of growth for A. indicus in the coastal waters of Malacca.

The estimated b is 3.063 for combined sexes of A. japonicus and it lies between the values mentioned by Carlander (1977) and Ecoutin et al. (2005), which is not

signiicantly higher than isometric value (3) at 5% level.

This indicates the isometric nature of growth in combined sexes of A. japonicus. In the case of males, the estimated b

is 2.3215 and it is signiicantly lower from isometric value (3) at 5% level. The relationship between total lengths

against total weight suggested that as total length increases weight is heavier in females than in males of A. japonicus. Regression analysis on the log-transformed data showed a strong relationship of both sexes of A. japonicus (r 2 = 0.82 for males and r2 = 0.94 for females) and signiicant (P < 0.05).

Species Sex N a b (SE) 95% CI of b Growth type

M 1628 0.0019 3.307 (0.05) 3.211-3.403 Allometric (+)

A. indicus F 3272 0.0011 3.472 (0.25) 3.422-3.521 Allometric (+)

B 4900 0.0014 3.411 (0.02) 3.371-3.451 Allometric (+) M 1079 0.0293 2.3215 (0.04) 2.250-2.393 Allometric (-)

A. japonicus F 2431 0.0028 3.186 (0.016) 3.155-3.218 Allometric (+)

B 3510 0.004 3.063 (0.015) 3.034-3.092 Isometric

M 269 0.0049 2.979 (0.09) 2.798-3.159 Isometric

A. intermedius F 726 0.0024 3.227 (0.03) 3.159-3.296 Allometric (+)

B 995 0.0021 3.249 (0.03) 3.185-3.312 Allometric (+)

TABLE 2. Length-weight relationship parameters of A. indicus, A. japonicus and A. intermedius from the coastal waters of Malacca, Peninsular Malaysia

N-sample size; a and b-parameters of the length-weight relationship; SE-standard error of the slope b; CI-coeficient of interval; M-male;

(9)

L

FIGURE 11. Length weight relationship for male A. intermedius in the coastal water of Malacca, Peninsular Malaysia (Logarithmic and arithmetic scale)

FIGURE 12. Length weight relationship for male A. intermedius in the coastal water of Malacca, Peninsular Malaysia (Logarithmic and arithmetic scale)

Species Sex Length-weight relationship equations r2

M Log TW = 3.307 Log TL – 2.7136 0.85 (P < 0.05)

TABLE 3. Length weight relationship equations of A. indicus, A. japonicus and A. intermedius from the coastal waters of Malacca, Peninsular Malaysia

(10)

The estimated b of females’ A. intermedius is 3.227 and it lies between the values mentioned by Carlander (1977) and Ecoutin et al. (2005), which is signiicantly

higher than isometric value (3) at 5% level. This indicates

the positive allometric nature of growth for female’s A. intermedius. In case of males, the estimated b is 2.979 and

it is not signiicantly lower from isometric value (3) at 5%

level. The relationship between total lengths against total weight suggested that as total length increases weight is heavier in females than in males. Regression analysis on the log-transformed data showed a strong relationship of both sexes of A. intermedius (r 2 = 0.80 for males and r2 = 0.92 for females) and signiicant (P < 0.05).

CONCLUSION

The size structure of the population revealed that a relatively higher percentage of females than males in the three species of Acetes. The length frequency distribution of 12 months for A. indicus suggested that the population consisted of one dominant age group. The positive allometric nature of growth is observed for A. indicus in the coastal waters of Malacca. It is revealed from length frequency distributions that the population of A. japonicus consisted of maximum two age groups, with means of 15.18 (± 0.90) mm and 21.56 (± 1.03) mm of total length. The isometric nature of growth was found in the combined sexes of A. japonicus. The length frequency distribution of different months for A. intermedius suggested that the population consisted of maximum two age groups, with means of 19.18 (± 2.58) mm and 26.92 (± 2.82) mm of total length. Both sexes of A. intermedius showed positive allometric nature of growth in the coastal waters of Malacca.

ACKNOWLEDGEMENT

This work is part of a PhD thesis funded by the Ministry of Science, Technology and Innovation (MOSTI), Malaysia (Grant No. 05-01-04-SF0613). Special thanks to

Universiti Putra Malaysia for providing partial inancial

support through Graduate Research Fellowship (GRF)

during the study period. In addition, thanks go to Mr.

Ibrahim, isherman and Mr. Perumal, Science Oficer of

Marine Science Laboratory and Aquaculture, Institute of Bioscience, UPM for the assistance during ield sampling.

REFERENCES

Amin, S.M.N. & M. Zafar. 2003. Studies on Age and Growth, Exploitation Level and Virtual Population Analysis of

Parapenaeopsis Sculptilis from Bangladesh Coastal Water. The Journal of National Oceanographic and Maritime Institute 20(2): 51-57.

Carlander, K. 1977. Handbook of Freshwater Fishery Biology. Iowa Ames, IA: State University Press.

Ecoutin, J. M., Albaret, J. J., Trape, S. & 2005. Length-Weight Relationship for Fish Populations of a Relatively Undisturbed Tropical Estuary: The Gambia. Fisheries Research 72: 347-351.

Gayanilo Jr. F. C. Soriano Jr. M. & Pauly, D. 1989. A Draft Guide to the Complete ELEFAN, ICLARM Software 2. Philippines: 70 pp.

Gayanilo, Jr. F. C., Sparre, P. & Pauly, D., 2002. The FAO-ICLARM Stock Assessment Tools (FiSAT) Users guide. FAO Computerized Information Series, Fisheries, FAO, Rome. Ikeda T, Raymont J. K. B., 1989. Preliminary Studies on the

Intermoult Period and Growth of the Pelagic Shrimp Acetes sibogae Australis From a Tropical Sea. Bulletin of the

Planktonic Society of Japan 36: 11–8.

Johnson, D. S. 1976. Prawns of the Malacca Straits and Singapore Waters. Journal of Marine Biological Association of India 18: 1-54.

Le Cren, E. D., 1951. The Length-Weight Relationship and Seasonal Cycle in Gonadal Weight and Condition in the Perch (Perca luviatilis). Journal of Animal Ecology 20: 271-279. Lei, M. 1988. Studies in the Biology of Acetes japonicus Kishinouye in the Eastern Coastal Waters of Guangdong Province, China. In Selected Oceanic Works in China. Bejing: Ocean press. pp. 234-243.

Omori, M., 1975. The Systematics, Biogeography and Fishery

of Epipelagic Shrimps of the genus Acetes (Crustacea, Decapoda, Sergestidae). Bulletin of Ocean Research Institute. University of Tokyo 7: 1-91.

Pathansali, D. 1966. Acetes (Sergestidae) From the Malay Peninsula. Bulletin of National Museum Singapore 33 (8):59-63.

Location Species a b r2 Source

Malaysia A. indicus 0.0014 3.411 0.92 Present study

Malaysia A. japonicus 0.004 3.063 0.93 Present study

Malaysia A. intermedius 0.0021 3.249 0.91 Present study

Bangladesh A. indicus 0.0047 3.108 0.98 Zafar et al. (1997)

Bangladesh A. chinensis 0.0107 2.908 0.98 Zafar et al. (1998a)

Bangladesh A. erythraeus 0.0051 3.106 0.99 Zafar et al. (1998b)

China A. joponicus 0.1302 2.155 - Lei (1988)

Japan A. japonicus 0.1566 2.231 0.96 Uye (1982)

Japan A. sibogae 0.0085 2.985 0.98 Ikeda & Raymont (1989)

(11)

Quinn II, T. & Deriso, R. B. 1999. Quantitative Fish Dynamics. New York: Oxford University Press.

Ricker, W. E. 1975. Computation and Interpretation of Biological

Statistics of Fish Populations. Bulletin of Fisheries Research Board, Canada, 191, 382 pp.

Scherrer, B. 1984. Biostatistique. Morin, Montreal, Paris. Sokal, R. R. & Rohlf, F. J., 1995. Introduction to Biostatistics.

2nd Edition. New York: Freeman Publication.

Tham, A. K. 1950. The Food and Feeding Relationships of

the Fishes of Singapore Straits. Colonical Ofice Fishery Publications, No.1. His Majesty’s Stationery Ofice, 35 pp.

Tsoumani, M., Liasko, R., Moutsaki, P., Kagalou, I. & Leonardos, I. 2006. Length-Weight Relationships of an Invasive Cyprinid Fish (Carassius gibelio) from 12 Greek Lakes in Relation to their Trophic States. Journal of Applied Ichthyology 22: 281-284.

Uye, S-I., 1982. Length-Weight Relationships of Important Zooplankton from the Inland Sea of Japan. Journal of the

Oceanographical Society of Japan 44: 280-286.

Zafar, M., M.G. Mustafa, S.M.N. Amin & S. Akhter. 1997. Studies on Population Dynamics of Acetes indicus from Bangladesh Coast. The Journal of National Oceanographic and Maritime Institute 14(1&2): 1-15.

Zafar, M., Mustafa, M. G. & Amin, S. M. N. 1998a. Population Dynamics of Acetes chinensis in the Kutubdia Channel of Bangladesh Coastal Waters. Indian Journal Fisheries 45(2): 121-127.

Zafar M, Mustafa, M. G. & Amin, S. M. N., 1998b. Studies on Age and Growth, Length-Weight Relationship and Relative Condition Factor of two Acetes Shrimps from Bangladesh coast. The Chittagong University Journal of Science 22(11): 109-116.

Zar, J. H. 1996. Biostatistical Analysis. 3rd Edition. New Jersey:

Prentice-Hall.

Aziz Arshad, Siti Shapor Siraj & Japar Sidik Bujang Department of Biology

Faculty of Science Universiti Putra Malaysia

43400 UPM Serdang, Selangor D. E.

MALAYSIA

S.M. Nurul Amin

Institute of Marine Sciences and Fisheries, University of Chittagong, Chittagong-4331 Bangladesh

Gambar

TABLE 2. Length-weight relationship parameters of A. indicus, A. japonicus and A. intermedius  from the coastal waters of Malacca, Peninsular Malaysia
FIGURE 11. Length weight relationship for male A. intermedius in the coastal water of Malacca,  Peninsular Malaysia (Logarithmic and arithmetic scale)

Referensi

Dokumen terkait

Untuk itu dibuatlah sebuah aplikasi perhitungan gaji yang menghasilkan laporan sesuai Label Gaji secara langsung sehingga tidak perlu lagi menggunakan Ms. Excel

untuk memainkan instrumen lain, seperti snare drum drum dan cymbal , pada saat yang sama dengan bass drum.. Permainan drum set untuk pemain tunggal pun menyebar dari

Teachers’ Perception on Characteristics of a Professional English Teacher: a case study of three English Teachers.. Teaching, Training and

[r]

Bekerja sebagai petugas pema- syarakatan adalah salah satu pekerjaan yang memiliki tingkat stres kerja yang tinggi (Blaug, Kenyon, &amp; Lekhi, 2007), hal tersebut

Seluruh dosen program studi Diploma III Teknik Informatika Fakultas Matematika dan Ilmu Pengetahuan Alam Universitas Sumatera Utara yang telah memberikan

Hasil tersebut menunjukkan bahwa bakteri petrofilik indigen yang telah dioptimasi menjadi lebih efektif digunakan pada proses bioremediasi tanah terkontaminasi hidrokarbon

F. Sebab memahamkan dan mengarahkan mereka ke jalan yang mulia tidaklah mudah.. penolakan, perilaku tidak menyenangkan, penghinaan atau kata-kata tidak pantas dan menyakitkan