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International Journal of Forest, Animal and Fisheries Research (IJFAF) [Vol-3, Issue-3, May-Jun, 2019]
https://dx.doi.org/10.22161/ijfaf.3.3.2 ISSN: 2456-8791
www.aipublications.com/ijfaf Page | 81
Interaction of Temperature, Dissolved Oxygen
and Feed Energy on Growth Performance of All
Male Tilapia Fingerlings
Adams T.E., Yakubu A. F., Eke M.,Okabe O. R., Usulor A. F., Nwangwu
M.C., Nwefia E. J.
Department of Aquaculture Nigerian Institute for Oceanography and Marine Research P.M.B. 4015 Sapele Outstation Delta
State. Nigeia.
Abstract— This study was conducted to evaluate the interaction of dissolved oxygen, temperature and feed in fibre glass
tanksof all male tilapia (Oreochromisniloticus).It was conducted between August 2017and February 2018 at the Nigerian
Institute for Oceanography and Marine Research Sapele out station Sapele. Nine circular fibre glass tanks were used in
the experiment.All experimental tanks were identical in shape and size. Tanks capacities were 3.08m3
and depth of 60.5cm
each and diameter 176.78cm.Sex reversed Nile tilapia (Oreochromis niloticus) of 0.80g average size was stocked in
triplicates. The treatments were dried chicken manure only, dried chicken manure plus commercial diet (coppens) and
commercial diet (coppens) only as control.Three hundred (300) fish were stocked in each tank. Fish were fed at 800hr
and 1600hr with dried chicken manure only, chicken manure with coppens and coppens only.. The feeding rate was 5% of
the total fish biomass presented in each tank. Data collected were subjected to statistical test using analysis of variance
(ANOVA).Test of temperature and dissolved oxygen were taken between 0800 to 1600 hour biweekly using (AMT08 PEN
TYPE DO METER) according to Boyd (1992).Results indicated that ponds fed with coppens only performed better but not
significant at (P<0.05). The regression equation also indicated that all the tanks are highly correlated and they interacted
with each other, temperature also have effect on the dissolved oxygen in the fibre tanks.
Keywords— Temperature, Dissolved Oxygen and Feed Energy.
I. INTRODUCTION
Nile tilapia, Oreochromis niloticus is likely to bethe most
important cultured fish in the 21st century (Ridha (2006).
It grows andreproduces in a wide range of environmental
conditions and toleratesstress induced by handling
(Tsadik, Bart (2007). With the purpose of achieving
moreproductivity in growing tilapia, Oreochromis
niloticus, at the unit time,it is important to produce
monosex culture that constitutes totally ofmales (Mair,
Little (1991). The majority of species in which monosex
culture is practiced,the male is more economically
attractive than the female because offaster growth rate. In
addition to the males, the metabolic energy ischanneled
towards growth. They benefit from anabolism
enhancingandrogens (Tran-Duy et al(2008): Angienda et
al(2010)). In females, there is a greater reallocation of
metabolicenergy towards reproduction in mixed culture
female.
Temperature is one of the most commonly studied
environmental factors that influence sexual determination
in fish (Devlin, Nagahama (2002). Particularly, in fish
exposure to high water temperatures 35°C during early
development or sex differentiation period (Abozaid, et al,
(2012) was described to induce a male-biased sex ratio.
Several studies have reported that increases or decreases
in water temperatures also modify the phenotypic sexand
shift the sex ratio in other teleost species, such as blue
tilapia (Oreochromis aureus) (Desprez, Mélard(1998).
However, in fish the impact of temperature The long-term
exposure of Nile tilapia to high temperature during a
masculinizing treatment may decrease their survival and
depress.
Hypoxia is a common phenomenon in stagnant water,
where currents and convection do not introduce dissolved
oxygen (DO) into water body, especially at night, when
plants do not photosynthesize. This means fish live in an
environment that often shows great variations in DO
levels including hypoxia. Hypoxia may retard fish
growth, feed utilization, and hence health status so that
fish could utilize several mechanisms to cope a reduction
in DO uptake. The different coping styles in individual
fish may influence fish health and susceptibility to
bacterial infection (MacKenzie et al. 2009; Huntingford et
al. 2010), which is one of the limiting factors in fish
International Journal of Forest, Animal and Fisheries Research (IJFAF) [Vol-3, Issue-3, May-Jun, 2019]
https://dx.doi.org/10.22161/ijfaf.3.3.2 ISSN: 2456-8791
www.aipublications.com/ijfaf Page | 82
culture including Nile tilapia. In particular, Aeromonas
hydrophila is the etiological agent of several diseases and
causes mass mortalities in several fish species (Rahman et
al. 2001; Li et al. 2006). Fish susceptibility to bacterial
infection is associated with size and/or age (Suanyuk et
al. 2008; Mian et al. 2009; Zamri-Saad et al. 2010). The
farming of Nile tilapia, Oreochromis niloticus (L.), has
grown rapidly in the last few decades in Egypt and
worldwide (El-Sayed 2006). For fish intensification, DO
has to be maintained at levels, which will not affect fish
physiology and metabolic activities. Thus,one has to keep
in mind that DO requirements depend not only on fish
species but also on fish size (FS). With increasing FS
during grow-out period, DO requirement increased and
DO in ponds water may be insufficient. Therefore, this
study was conducted to investigate the interaction of
temperature, dissolved oxygen and feed enery on growth
performance of all male tilapia fingerlings.
II. MATERIALS AND METHODS
The study was conducted at the Nigerian Institute for
Oceanography and Marine Research Sapele out station
Sapele Local Government Area of Delta State, Nigeria
(N50 54´.5´´E005o39´56.4´´). The experiment was
conducted for a period of 6 (six) months (between
August 2017 to February 2018).
Nine circular fibre glass tanks were used in the
experiment. All experimental tanks were identical in
shape and size. Tanks capacities were 3.08m3 and
depth of 60.5cm each and diameter 176.78cm. The
tanks were washed and disinfected with salt solution
before water was introduced into the tanks from
treated bore hole in the station. Sex reversed Nile
tilapia (Oreochromis niloticus) of 0.80g average size
was stocked in triplicates. The treatments were dried
chicken manure only, dried chicken manure plus
commercial diet (coppens) and commercial diet
(coppens) only as control.These treatment was used to
determine the interaction of temperature, dissolved
oxygen and feed energy on growth of all male tilapia
fingerlings in fibre glass tanks.Three hundred (300) fish
were stocked in each tank.
Fish were fed at 800hr and 1600hr with
dried chicken manure only, chicken manure with
coppens and coppens only.. The feeding rate was 5% of
the total fish biomass presented in each tank and the
feed amount was adjusted every two weeks for each
tank separately according to the biomass available
which was determined during sampling.Test of
temperature and dissolved oxygen were taken between
0800 to 1600 hour biweekly by inserting the probe of
the dissolved oxygen meter (AMT08 PEN TYPE DO
METER) which was deeped few centimeters below
the water surface (approximately 5cm) according to
Boyd (1992).
2.1 STATISTICAL ANALYSES
Mean separation was done using Duncan’s Multiple
Range Test and Least Significance Difference. All test
were carried out at 5% probability level (P <0.05)
(Duncan, 1955). The Genstat Statistical Package
(version 8.1) was used for the statistical analysis of
data.
III. RESULTS AND DISCUSION
Regression equation was used to test the relationship
between dissolved oxygen level, feed energy,
Temperature.
TABLE 1: Mean values of water quality parameters in Time-weeks for three treatments
TREATMENT I TREATMENT II TREATMENT III
Time
Week DO TEMP FEED
DO TEMP FEED DO TEMP FEED
2 3.577 27.719 0.83 4.581 27.8 0.77 3.767 27.750 0.80
4 12.797 28.364 1.07 8.058 28.339 1.39 10.525 28.539 1.98
6 14.642 28.412 4.5 10.521 28.4 6.63 9.662 28.822 15.53
8 16.425 28.647 9.14 12.978 28.492 13.64 9.733 29.194 33.17
10 16.736 29.003 14.05 14.114 29.053 20.55 10.700 29.492 51.57
12 17.094 28.633 19.74 11.718 28.114 27.84 7.625 29.069 72.09
14 15.842 29.397 26.57 11.397 29.111 35.79 9.439 29.708 103.81
16 16.603 28.794 40.38 10.792 28.456 58.04 10.125 29.669 135.35
18 16.875 28.506 59.38 10.561 28.156 85.04 10.461 29.594 174.63
20 17.222 28.361 79.27 10.567 28.053 107.67 10.339 29.181 206.73
22 17.211 28.139 111.48 10.461 27.303 139.87 10.428 28.683 239.10
24 16.481 28.119 143.47 10.706 27.222 171.97 10.450 28.606 272.10
International Journal of Forest, Animal and Fisheries Research (IJFAF) [Vol-3, Issue-3, May-Jun, 2019]
https://dx.doi.org/10.22161/ijfaf.3.3.2 ISSN: 2456-8791
www.aipublications.com/ijfaf Page | 83
To model Diss olved oxygen, temperature and feed
Time-
WeeksofAllmaletilapiaculturedinfibreglasstanksfor24
weeks for three treatments (Chicken manure only,
chicken manure with coppens and coppens only) using
the table above.
For treatment I
Let DO = y
Temp = x1
Feed = x2
Usingequation 1 below
y = a+ bx 1
∑y = Na+ b∑x 2
4.2
∑xy= a∑x+ b∑x2 3 4..3
Where:
x = Independent variable y = Dependent
variable
∑ = sign of summation
a = Constant
b = Constant
ThemodelIintend to bedevelopisoftheform:
yt= b0+ b1 yt-1+b2 yt-2 4
Uponsubstitution equation4becomes
y = b0+ b1 x1+ b2 x2 5
Tosolveforb0,b1 and b2 ,wehave:
∑y = nb0+ b1 ∑x1+ b2 ∑x2 6
∑x1 y= b0 ∑x1+ b1 ∑x1
2+ b2 ∑x1 x2 7
∑x2 y= b0 ∑x2+ b1 ∑x1 x2+ b2 ∑x2
2 8
Usingvaluesfromtables above tosubstituteintoequation 6to
equation 8
12b0+338.499b1 + 669.2b2 =126.454
97.466b0+2752.162b1 + 5243.221b2 =1040.454
338.499b0 +9552.183b1+ 18626.0182 =3573.489
Withtheabovevalues,themodelis
= b0+ b1 x1+ b2 x2
y = -101.877 +2.652973x2+ 0.048414x3
yDO= -101.877 + 2.652973Temp + 0.048414yeild
For treatment II
Usingequation 9 below
y = a+ bx 9
Where:
x = Independent variable y = Dependent variable
∑ = sign of summation
a = Constant
b = Constant
ThemodelIintend to bedevelopisoftheform:
yt= b0+ b1 yt-1+b2 yt-2 10
Uponsubstitution equation 1 0 becomes
y = b0+ b1 x1+ b2 x2 11
Tosolveforb0,b1 and b2 ,wehave:
∑y = nb0+ b1 ∑x1+ b2 ∑x2 12
∑x1 y= b0 ∑x1+ b1 ∑x1
2+ b2 ∑x1 x2 13
∑x2 y= b0 ∑x2+ b1 ∑x1 x2+ b2 ∑x2
2 14
Usingvaluesfromtables1 above tosubstitute intoequation 12
to equation 14
12b0+338.499b1 + 669.2b2=126.454
97.466b0+ 2752.162b1 + 5243.221b2=1040.454
338.499b0 +9552.183b1 + 18626.01b2=3573.489
With the above values,the model is
= b0+ b1 x1+ b2 x2
y= -25.0935 - 0.12374x1 + 0.009968x2 15
yD O=-25.0935- 0.12374Temp+ 0.009968yield
For treatment III
Usingequation 16 below
y = a+ bx 16
Where:
x = Independent variable y = Dependent variable
∑ = sign of summation
a = Constant
b = Constant
ThemodelIintend to bedevelopisoftheform:
yt= b0+ b1 yt-1+b2 yt-2 17
Uponsubstitution equation 17 becomes
y = b0+ b1 x1+ b2 x2 18
Tosolveforb0,b1 and b2 ,wehave:
∑y = nb0+ b1 ∑x1+ b2 ∑x2 19
∑x1 y= b0 ∑x1+ b1 ∑x1
2+ b2 ∑x1 x2 20
∑x2 y= b0 ∑x2+ b1 ∑x1 x2+ b2 ∑x2
2 21
Usingvaluesfromtables1 above tosubstitute intoequation 12
to equation 14
y = b0+ b1 x1+ b2 x2 24
y= -67.4073 + 3.149727x1 + 0.02409x2 25
yD O=-67.4073+ 3.149727Temp+ 0.02409Yield
Water temperature is one of the most influencing
environmental factors affectingpond dynamics and both
the metabolism and growth of fish (Boyd, 1990).
From the modelling, it shows that dissolved
oxygen depend on temperature and yield for the survival
International Journal of Forest, Animal and Fisheries Research (IJFAF) [Vol-3, Issue-3, May-Jun, 2019]
https://dx.doi.org/10.22161/ijfaf.3.3.2 ISSN: 2456-8791
www.aipublications.com/ijfaf Page | 84
of the fish in fibre glass tanks. Increase in the feed energy
increases the temperature and consequently increase the
dissolved oxygen in the fish water.
From the plot above, the temperature variation in the
water is directly related to the atmospheric temperature
and shows significant differences (P<0.05) among the
three Treatments and ranged from 28.191 ºC to in
Treatment II to 28.517ºC in Treatment I and 29.044oC in
Treatment III (Table 1) similar to water temperature
recorded by Saha (2007, Haroon et al. 2002). The water
temperature ranged from 28 to 35°C is suitable for fish
culture (Aminul. 1996). There was direct increase and
significant correlation between temperature,feed and
dissolved oxygen, treatment I (r2 = 0.847), II (r2 = 0.8861)
and III (r2 = 0.9656) in all the treatments because the
study was done in a fibre tanks contratrary to (Hacio glu
and Dulger, 2009) who reported that dissolved oxygen is
inversely proportional to temperature and the maximum
oxygen that can be dissolved in water at most ambient
temperature is about 10.00mg/L in wetland. The growth
of the fish increase with feed efficiency and this was
affected by the DO available, this is in accordance with
Bergheim et al. (2006) and Duan et al. (2011).
Fish performance reflects a dynamic balance
between supplies of oxygen and energy-yielding
substrates for metabolism (Fry 1947; Brett 1979). The
balance has been set by evolution to give best
performance under an individual’s optimum
environmental and physiological circumstances. Increased
feed energy tends to shift performance optima towards
higher temperatures, where more metabolic scope is
available (Fry 1947; McLaren 1963; Brett 1971; Brett
1979; Azevedo et al. 1998; Gillooly et al. 2001; Neill et
al. 2004; Fontaine et al. 2007).Base on the findings in this
study, it is of note that temperature, feed and the
dissolved oxygen are directly proportional and highly
corrollated in fibre glass tank on like earthern ponds. Also
dissolved oxygen affect the growth of fish if it is low.
Hence a regular oxygenation of the fibre glass tank is
recommended for the optimum growth of tilapia in fibre
glass tank.
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Aeromonas hydrophila and Vibrio fluvialis infection
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37:813–820
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zooplankton and the adaptivevalue of vertical migration.
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www.aipublications.com/ijfaf Page | 85
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Impact of Temperature, Dissolved Oxygen and Feed on Tilapia Growth

  • 1. International Journal of Forest, Animal and Fisheries Research (IJFAF) [Vol-3, Issue-3, May-Jun, 2019] https://dx.doi.org/10.22161/ijfaf.3.3.2 ISSN: 2456-8791 www.aipublications.com/ijfaf Page | 81 Interaction of Temperature, Dissolved Oxygen and Feed Energy on Growth Performance of All Male Tilapia Fingerlings Adams T.E., Yakubu A. F., Eke M.,Okabe O. R., Usulor A. F., Nwangwu M.C., Nwefia E. J. Department of Aquaculture Nigerian Institute for Oceanography and Marine Research P.M.B. 4015 Sapele Outstation Delta State. Nigeia. Abstract— This study was conducted to evaluate the interaction of dissolved oxygen, temperature and feed in fibre glass tanksof all male tilapia (Oreochromisniloticus).It was conducted between August 2017and February 2018 at the Nigerian Institute for Oceanography and Marine Research Sapele out station Sapele. Nine circular fibre glass tanks were used in the experiment.All experimental tanks were identical in shape and size. Tanks capacities were 3.08m3 and depth of 60.5cm each and diameter 176.78cm.Sex reversed Nile tilapia (Oreochromis niloticus) of 0.80g average size was stocked in triplicates. The treatments were dried chicken manure only, dried chicken manure plus commercial diet (coppens) and commercial diet (coppens) only as control.Three hundred (300) fish were stocked in each tank. Fish were fed at 800hr and 1600hr with dried chicken manure only, chicken manure with coppens and coppens only.. The feeding rate was 5% of the total fish biomass presented in each tank. Data collected were subjected to statistical test using analysis of variance (ANOVA).Test of temperature and dissolved oxygen were taken between 0800 to 1600 hour biweekly using (AMT08 PEN TYPE DO METER) according to Boyd (1992).Results indicated that ponds fed with coppens only performed better but not significant at (P<0.05). The regression equation also indicated that all the tanks are highly correlated and they interacted with each other, temperature also have effect on the dissolved oxygen in the fibre tanks. Keywords— Temperature, Dissolved Oxygen and Feed Energy. I. INTRODUCTION Nile tilapia, Oreochromis niloticus is likely to bethe most important cultured fish in the 21st century (Ridha (2006). It grows andreproduces in a wide range of environmental conditions and toleratesstress induced by handling (Tsadik, Bart (2007). With the purpose of achieving moreproductivity in growing tilapia, Oreochromis niloticus, at the unit time,it is important to produce monosex culture that constitutes totally ofmales (Mair, Little (1991). The majority of species in which monosex culture is practiced,the male is more economically attractive than the female because offaster growth rate. In addition to the males, the metabolic energy ischanneled towards growth. They benefit from anabolism enhancingandrogens (Tran-Duy et al(2008): Angienda et al(2010)). In females, there is a greater reallocation of metabolicenergy towards reproduction in mixed culture female. Temperature is one of the most commonly studied environmental factors that influence sexual determination in fish (Devlin, Nagahama (2002). Particularly, in fish exposure to high water temperatures 35°C during early development or sex differentiation period (Abozaid, et al, (2012) was described to induce a male-biased sex ratio. Several studies have reported that increases or decreases in water temperatures also modify the phenotypic sexand shift the sex ratio in other teleost species, such as blue tilapia (Oreochromis aureus) (Desprez, Mélard(1998). However, in fish the impact of temperature The long-term exposure of Nile tilapia to high temperature during a masculinizing treatment may decrease their survival and depress. Hypoxia is a common phenomenon in stagnant water, where currents and convection do not introduce dissolved oxygen (DO) into water body, especially at night, when plants do not photosynthesize. This means fish live in an environment that often shows great variations in DO levels including hypoxia. Hypoxia may retard fish growth, feed utilization, and hence health status so that fish could utilize several mechanisms to cope a reduction in DO uptake. The different coping styles in individual fish may influence fish health and susceptibility to bacterial infection (MacKenzie et al. 2009; Huntingford et al. 2010), which is one of the limiting factors in fish
  • 2. International Journal of Forest, Animal and Fisheries Research (IJFAF) [Vol-3, Issue-3, May-Jun, 2019] https://dx.doi.org/10.22161/ijfaf.3.3.2 ISSN: 2456-8791 www.aipublications.com/ijfaf Page | 82 culture including Nile tilapia. In particular, Aeromonas hydrophila is the etiological agent of several diseases and causes mass mortalities in several fish species (Rahman et al. 2001; Li et al. 2006). Fish susceptibility to bacterial infection is associated with size and/or age (Suanyuk et al. 2008; Mian et al. 2009; Zamri-Saad et al. 2010). The farming of Nile tilapia, Oreochromis niloticus (L.), has grown rapidly in the last few decades in Egypt and worldwide (El-Sayed 2006). For fish intensification, DO has to be maintained at levels, which will not affect fish physiology and metabolic activities. Thus,one has to keep in mind that DO requirements depend not only on fish species but also on fish size (FS). With increasing FS during grow-out period, DO requirement increased and DO in ponds water may be insufficient. Therefore, this study was conducted to investigate the interaction of temperature, dissolved oxygen and feed enery on growth performance of all male tilapia fingerlings. II. MATERIALS AND METHODS The study was conducted at the Nigerian Institute for Oceanography and Marine Research Sapele out station Sapele Local Government Area of Delta State, Nigeria (N50 54´.5´´E005o39´56.4´´). The experiment was conducted for a period of 6 (six) months (between August 2017 to February 2018). Nine circular fibre glass tanks were used in the experiment. All experimental tanks were identical in shape and size. Tanks capacities were 3.08m3 and depth of 60.5cm each and diameter 176.78cm. The tanks were washed and disinfected with salt solution before water was introduced into the tanks from treated bore hole in the station. Sex reversed Nile tilapia (Oreochromis niloticus) of 0.80g average size was stocked in triplicates. The treatments were dried chicken manure only, dried chicken manure plus commercial diet (coppens) and commercial diet (coppens) only as control.These treatment was used to determine the interaction of temperature, dissolved oxygen and feed energy on growth of all male tilapia fingerlings in fibre glass tanks.Three hundred (300) fish were stocked in each tank. Fish were fed at 800hr and 1600hr with dried chicken manure only, chicken manure with coppens and coppens only.. The feeding rate was 5% of the total fish biomass presented in each tank and the feed amount was adjusted every two weeks for each tank separately according to the biomass available which was determined during sampling.Test of temperature and dissolved oxygen were taken between 0800 to 1600 hour biweekly by inserting the probe of the dissolved oxygen meter (AMT08 PEN TYPE DO METER) which was deeped few centimeters below the water surface (approximately 5cm) according to Boyd (1992). 2.1 STATISTICAL ANALYSES Mean separation was done using Duncan’s Multiple Range Test and Least Significance Difference. All test were carried out at 5% probability level (P <0.05) (Duncan, 1955). The Genstat Statistical Package (version 8.1) was used for the statistical analysis of data. III. RESULTS AND DISCUSION Regression equation was used to test the relationship between dissolved oxygen level, feed energy, Temperature. TABLE 1: Mean values of water quality parameters in Time-weeks for three treatments TREATMENT I TREATMENT II TREATMENT III Time Week DO TEMP FEED DO TEMP FEED DO TEMP FEED 2 3.577 27.719 0.83 4.581 27.8 0.77 3.767 27.750 0.80 4 12.797 28.364 1.07 8.058 28.339 1.39 10.525 28.539 1.98 6 14.642 28.412 4.5 10.521 28.4 6.63 9.662 28.822 15.53 8 16.425 28.647 9.14 12.978 28.492 13.64 9.733 29.194 33.17 10 16.736 29.003 14.05 14.114 29.053 20.55 10.700 29.492 51.57 12 17.094 28.633 19.74 11.718 28.114 27.84 7.625 29.069 72.09 14 15.842 29.397 26.57 11.397 29.111 35.79 9.439 29.708 103.81 16 16.603 28.794 40.38 10.792 28.456 58.04 10.125 29.669 135.35 18 16.875 28.506 59.38 10.561 28.156 85.04 10.461 29.594 174.63 20 17.222 28.361 79.27 10.567 28.053 107.67 10.339 29.181 206.73 22 17.211 28.139 111.48 10.461 27.303 139.87 10.428 28.683 239.10 24 16.481 28.119 143.47 10.706 27.222 171.97 10.450 28.606 272.10
  • 3. International Journal of Forest, Animal and Fisheries Research (IJFAF) [Vol-3, Issue-3, May-Jun, 2019] https://dx.doi.org/10.22161/ijfaf.3.3.2 ISSN: 2456-8791 www.aipublications.com/ijfaf Page | 83 To model Diss olved oxygen, temperature and feed Time- WeeksofAllmaletilapiaculturedinfibreglasstanksfor24 weeks for three treatments (Chicken manure only, chicken manure with coppens and coppens only) using the table above. For treatment I Let DO = y Temp = x1 Feed = x2 Usingequation 1 below y = a+ bx 1 ∑y = Na+ b∑x 2 4.2 ∑xy= a∑x+ b∑x2 3 4..3 Where: x = Independent variable y = Dependent variable ∑ = sign of summation a = Constant b = Constant ThemodelIintend to bedevelopisoftheform: yt= b0+ b1 yt-1+b2 yt-2 4 Uponsubstitution equation4becomes y = b0+ b1 x1+ b2 x2 5 Tosolveforb0,b1 and b2 ,wehave: ∑y = nb0+ b1 ∑x1+ b2 ∑x2 6 ∑x1 y= b0 ∑x1+ b1 ∑x1 2+ b2 ∑x1 x2 7 ∑x2 y= b0 ∑x2+ b1 ∑x1 x2+ b2 ∑x2 2 8 Usingvaluesfromtables above tosubstituteintoequation 6to equation 8 12b0+338.499b1 + 669.2b2 =126.454 97.466b0+2752.162b1 + 5243.221b2 =1040.454 338.499b0 +9552.183b1+ 18626.0182 =3573.489 Withtheabovevalues,themodelis = b0+ b1 x1+ b2 x2 y = -101.877 +2.652973x2+ 0.048414x3 yDO= -101.877 + 2.652973Temp + 0.048414yeild For treatment II Usingequation 9 below y = a+ bx 9 Where: x = Independent variable y = Dependent variable ∑ = sign of summation a = Constant b = Constant ThemodelIintend to bedevelopisoftheform: yt= b0+ b1 yt-1+b2 yt-2 10 Uponsubstitution equation 1 0 becomes y = b0+ b1 x1+ b2 x2 11 Tosolveforb0,b1 and b2 ,wehave: ∑y = nb0+ b1 ∑x1+ b2 ∑x2 12 ∑x1 y= b0 ∑x1+ b1 ∑x1 2+ b2 ∑x1 x2 13 ∑x2 y= b0 ∑x2+ b1 ∑x1 x2+ b2 ∑x2 2 14 Usingvaluesfromtables1 above tosubstitute intoequation 12 to equation 14 12b0+338.499b1 + 669.2b2=126.454 97.466b0+ 2752.162b1 + 5243.221b2=1040.454 338.499b0 +9552.183b1 + 18626.01b2=3573.489 With the above values,the model is = b0+ b1 x1+ b2 x2 y= -25.0935 - 0.12374x1 + 0.009968x2 15 yD O=-25.0935- 0.12374Temp+ 0.009968yield For treatment III Usingequation 16 below y = a+ bx 16 Where: x = Independent variable y = Dependent variable ∑ = sign of summation a = Constant b = Constant ThemodelIintend to bedevelopisoftheform: yt= b0+ b1 yt-1+b2 yt-2 17 Uponsubstitution equation 17 becomes y = b0+ b1 x1+ b2 x2 18 Tosolveforb0,b1 and b2 ,wehave: ∑y = nb0+ b1 ∑x1+ b2 ∑x2 19 ∑x1 y= b0 ∑x1+ b1 ∑x1 2+ b2 ∑x1 x2 20 ∑x2 y= b0 ∑x2+ b1 ∑x1 x2+ b2 ∑x2 2 21 Usingvaluesfromtables1 above tosubstitute intoequation 12 to equation 14 y = b0+ b1 x1+ b2 x2 24 y= -67.4073 + 3.149727x1 + 0.02409x2 25 yD O=-67.4073+ 3.149727Temp+ 0.02409Yield Water temperature is one of the most influencing environmental factors affectingpond dynamics and both the metabolism and growth of fish (Boyd, 1990). From the modelling, it shows that dissolved oxygen depend on temperature and yield for the survival
  • 4. International Journal of Forest, Animal and Fisheries Research (IJFAF) [Vol-3, Issue-3, May-Jun, 2019] https://dx.doi.org/10.22161/ijfaf.3.3.2 ISSN: 2456-8791 www.aipublications.com/ijfaf Page | 84 of the fish in fibre glass tanks. Increase in the feed energy increases the temperature and consequently increase the dissolved oxygen in the fish water. From the plot above, the temperature variation in the water is directly related to the atmospheric temperature and shows significant differences (P<0.05) among the three Treatments and ranged from 28.191 ºC to in Treatment II to 28.517ºC in Treatment I and 29.044oC in Treatment III (Table 1) similar to water temperature recorded by Saha (2007, Haroon et al. 2002). The water temperature ranged from 28 to 35°C is suitable for fish culture (Aminul. 1996). There was direct increase and significant correlation between temperature,feed and dissolved oxygen, treatment I (r2 = 0.847), II (r2 = 0.8861) and III (r2 = 0.9656) in all the treatments because the study was done in a fibre tanks contratrary to (Hacio glu and Dulger, 2009) who reported that dissolved oxygen is inversely proportional to temperature and the maximum oxygen that can be dissolved in water at most ambient temperature is about 10.00mg/L in wetland. The growth of the fish increase with feed efficiency and this was affected by the DO available, this is in accordance with Bergheim et al. (2006) and Duan et al. (2011). Fish performance reflects a dynamic balance between supplies of oxygen and energy-yielding substrates for metabolism (Fry 1947; Brett 1979). The balance has been set by evolution to give best performance under an individual’s optimum environmental and physiological circumstances. Increased feed energy tends to shift performance optima towards higher temperatures, where more metabolic scope is available (Fry 1947; McLaren 1963; Brett 1971; Brett 1979; Azevedo et al. 1998; Gillooly et al. 2001; Neill et al. 2004; Fontaine et al. 2007).Base on the findings in this study, it is of note that temperature, feed and the dissolved oxygen are directly proportional and highly corrollated in fibre glass tank on like earthern ponds. Also dissolved oxygen affect the growth of fish if it is low. Hence a regular oxygenation of the fibre glass tank is recommended for the optimum growth of tilapia in fibre glass tank. REFERENCES [1] Abozaid H, Wessels S, Horstgen-Schwark G (2012) Elevated temperatureapplied during gonadal transformation leads to male bias in zebrafish (Daniorerio). Sex Dev 6: 201-209. [2] Angienda PO, Aketch BO, Waindi EN (2010) Development of all-malefingerlings by heat treatment and the genetic mechanism of heat induced sexdetermination in Nile tilapia (Oreochromis niloticus L.). International Journal ofBiological and Life Sciences 6: 38-43. [3] Azevedo, P. A., C. Y. Cho, S. Leeson, and D. P. Bureau. 1998. Effects of feeding leveland water temperature on growth, nutrient and energy utilization and wasteoutputs of rainbow trout (Oncorhynchus mykiss). Aquatic Living Resources11:227-238. [4] Brett, J. R. 1979. Environmental factors and growth. Pages 599-675 in W. S. Hoar andD. J. Randall, editors. Fish physiology No. VIII. Academic Press, Inc., NewYork. [5] Brett, J. R., and T. D. D. Groves. 1979. Physiological energetics. Pages 279-352 in W.S.Hoar, D. J. Randall, and J. R. Brett, editors. Fish physiology, Volume 8.Academic Press, New York. [6] Devlin RH, Nagahama Y (2002) Sex determination and sex differentiationin fish: an overview of genetic, physiological, and environmental influences.Aquaculture 208: 191-364. [7] Desprez D, Mélard C (1998) Effect of ambient water temperature on sexdeterminism in the blue tilapia Oreochromis aureus. Aquaculture 162: 79-84. [8] El-Sayed A-FM (2006) Tilapia culture. CABI publishing, CABI International Willingford, Oxfordshire, UK [9] Fontaine, L. P., K. W. Whiteman, P. Li, G. S. Burr, K. A. Webb, J. Goff, D. M. GatlinIII, W. H. Neill, K. B. Davis, and R. R. Vega. 2007. Effects of temperature andfeed energy on performance of juvenile red drum. Transactions of the AmericanFisheries Society 136:1193-1205. [10] Fry, F. E. J. 1947. Effects of the environment on animal activity. University of TorontoStudies, Bio logical Series 55:1-62. [11] Gillooly, J. F., J. H. Brown, G. B. West, V. M. Savage, and E. L. Charnov. 2001. Effectsof size and temperature on metabolic rate. Science 293:2248-2251. [12] Huntingford FA, Andrew G, Mackenzie S, Morera D, Coyle SM, Pilarczyk M, Kadri S (2010) Copingstrategies in a strong schooling fish, the common carp (Cyprinus carpio L.). J Fish Biol 76:1576–1591 [13] Li A, Yang W, Hu J, Wang W, Cai T, Wang J (2006) Optimization by orthogonal array design and humoralimmunity of the bivalent vaccine against Aeromonas hydrophila and Vibrio fluvialis infection incrucian carp (Carassius auratus L.). Aquacult Res 37:813–820 [14] MacKenzie S, Ribas L, Pilarczyk M, Capdevila DM, Kadri S, Huntingford FA (2009) Screening for copingstyle increases the power of gene expression studies. PLoS ONE 4(4):1–5 [15] McLaren, I. A. 1963. Effects of temperature on growth of zooplankton and the adaptivevalue of vertical migration. Journal Fisheries Research Board of Canada 20:685-727. [16] Mair GC, Little DC (1991) Population control in farmed tilapias NAGA, TheICLARM Quarterly 14: 8-13. [17] Mian GF, Godoy DT, Leal CAG, Yuhara TY, Costa GM, Figueiredo HCP (2009) Aspects of the naturalhistory and virulence of S. agalactiae infection in Nile tilapia. Vet Microbiol 136:180–183 [18] Neill, W. H., T. S. Brandes, B. J. Burke, S. R. Craig, L. V. DiMichele, K A. Duchon,L. P. Fontaine, D. M. Gatlin III,
  • 5. International Journal of Forest, Animal and Fisheries Research (IJFAF) [Vol-3, Issue-3, May-Jun, 2019] https://dx.doi.org/10.22161/ijfaf.3.3.2 ISSN: 2456-8791 www.aipublications.com/ijfaf Page | 85 C. Hutchings, R. E. Edwards, J. M. Miller, B. J.Ponwith, C. J. Stahl, J. R. Tomasso, and R. R. Vega. 2004. Ecophys.fish: asimulation model of fish growth in time- varying environmental regimes.Reviews in Fisheries Sciences 12:233-288. [19] Rahman MH, Suzuki S, Kawai K (2001) The effect of temperature on Aeromonas hydrophila infection ingoldfish, Carassius auratus. J Appl Ichthyol 17:282–285 [20] Suanyuk N, Kong F, Ko D, Gilbert GL, Supamattaya K (2008) Occurrence of rare genotypes of Streptococcusagalactiae in cultured red tilapia Oreochromis sp. and Nile tilapia O. niloticus in Thailand- Relationship to human isolates. Aquaculture 284:35–40 [21] Tran-Duy A, Schrama JW, Van Dam AA, Verreth JA (2008) Effects of oxygenconcentration and body weight on maximum feed intake, growth andhematological parameters of Nile tilapia, Oreochromis niloticus. Aquaculture275: 152-162. [22] Tsadik GG, Bart AN (2007) Effect of feeding stocking density and water-flow rateon fecundity, spawning frequency and egg quality of Nile tilapia, Oreochromisniloticus (L.). Aquaculture 272: 380-388. [23] Ridha MT (2006) Comparative study of growth performance of three strainsof Nile tilapia, Oreochromis niloticus, L. at two stocking densities. AquacultureRes 37: 172-179. [24] Zamri-Saad M, Amal MNA, Siti-Zahrah A (2010) Pathological changes in red tilapias (Oreochromis spp.)naturally infected by Streptococcus agalactiae. J Comp Pathol 143:227–229.