NONLINEAR REGRESSION MODELLING OF RELATIONSHIP AMONG GROWTH PARAMETERS OF TILAPIA (Oreochromisniloticus)

  • Nuratu Muhammad Statistics Department, Federal University of Technology, Minna, Niger State, Nigeria.
  • Yisa Yakubu Department of Statistics, Federal University of Technology, Minna, Niger State, Nigeria
  • Balikis Oluwakemi Yekeen Department of Statistics, Federal University of Technology, Minna, Niger State, Nigeria
Keywords: Nile Tilapia, Factorial Design, Standard Length, Total Length, Nonlinear Regression Model, ANOVA, Marginal Means

Abstract

Nile tilapia (Oreochromisniloticus) is a globally significant and economically vital fish species, requiring effective management to sustain its benefits for local communities. This study utilized secondary data from a mixed factorial experiment to examine the effects of water temperature, location, and week on Nile tilapia growth. The growth parameters considered include total length, standard length, and weight. Water temperature levels considered include room temperature (20°C) as control, 28°C, 30°C, and 32°C for 12-week period and three(3) locations. Nonlinear regression techniques were used to model the relationships between total length and weight, and standard length and weight, under each temperature level. Analysis of variance (ANOVA) technique was then used to examine the effects of location, week, and temperature on fish weight. The constructed nonlinear models were then compared using the error sum of squares (SSE) criterion in F-test. The findings showed that model three is the best fit with SSE of 3137.143 and 3099.227, respectively, for total length x weightandstandard length x weightinteraction effects. ANOVA revealed significant effects of location, week, and temperature, along with their interactions (except location x weekfor total and standard lengths), on fish weight with p-values below 0.0001 (p < 0.0001). Estimated marginal means indicated a consistent increase in fish weight across all temperatures. The fitted regression model between total and standard lengths explained 96% of the total variability, indicatingan excellent fit. These findings provide valuable insights for fisheries managers and scientists to enhance tilapia stock managementand exploration.

References

Abujam, S. S., & Biswas, S. P. (2016). Length-weight relationship of spiny eel Macrognathus pancalus (Hamilton-Buchanan) from Upper Assam, India. Journal of Aquaculture Engineering and Fisheries Research, 2(2), 50-60. DOI: https://doi.org/10.3153/JAEFR16007

Ahmed, Q., Khan, D., & Yousuf, F. (2014). Length-weight relationship in adult Scomberomorus guttatus (Bloch. & Schneider, 1801) from Karachi coast, Pakistan. Int. J. Biol. Res, 2(2), 101-107.

Akter, R., Ema, N. S., Hossain, M. S., & Hossain, Z. (2020). Effects of dietary polyunsaturated fatty acid on reproduction and developmental biology of Gangetic Mystus (Mystus cavasius)(Hamilton-Buchanan, 1822). Asian Journal of Medical and Biological Research, 6(4), 641-649. DOI: https://doi.org/10.3329/ajmbr.v6i4.51230

Al-Wan, S. M., & Mohamed, A.-R. M. (2019). Analysis of the biological features of the blue tilapia, Oreochromis aureus in the Garmat Ali River, Basrah, Iraq. Asian Journal of Applied Sciences, 7(6). DOI: https://doi.org/10.24203/ajas.v7i6.6037

Amponsah, S., Asiedu, B., & Failler, P. (2020). Population parameters of Oreochromis niloticus (L) from a semi-open lagoon (Sakumo II), Ghana and its implications on management. Egyptian Journal of Aquatic Biology and Fisheries, 24(2), 195-207. DOI: https://doi.org/10.21608/ejabf.2020.79778

Ayanwale, A., Shokunbi, M., Olayemi, I., Chukwuemeka, V., Falusi, F., & Erhabor, O. (2013). A Study of the Fish Fauna of Tagwai Lake Minna, Nigeria, in Relation to Gear selectivity. DOI: https://doi.org/10.3923/pjbs.2013.731.734

Bagenal, T. (1978). Aspect of Fish Fecundity. Dalam (pp. 75-101): Blackwell Scientific, London. Him.

Barange, M. (2018). Fishery and aquaculture statistics. FAO yearbook. Fishery and Aquaculture Statistics= FAO Annuaire. Statistiques des Peches et de l'Aquaculture= FAO Anuario. Estadisticas de Pesca y Acuicultura, I-82.

Dauda, A. B., Adamu, H. M., & Abubakar, H. S. (2023). Influence of Culture Tank Colours on the Water Quality, Growth Performance and Feed Utilization of Oreochromis niloticus (Linnaeus, 1758) Juveniles. UMYU Scientifica, 2(2), 016-022. DOI: https://doi.org/10.56919/usci.2223.003

El-Moghazy, M., Mostafa, M., & Shosha, A. (2018). Influence of Nigella sativa Oil on Growth Performance and Feed Utilization and Comparison of different Non-Linear Functions against Linear Model to Describe the Growth Curve in Nile Tilapia. Journal of Animal and Poultry Production, 9(7), 315-323. DOI: https://doi.org/10.21608/jappmu.2018.41119

Ezenwaka, C., Harry, I., & Amuzie, C. (2024). Gastrointestinal Helminth Parasites, Stomach Contents and Condition Factor of Bostrychus africanus (Sleeper gobies) and Periophthalmus papilio (Mudskipper) found in Ikpukulu-Ama Creek, Port Harcourt, Rivers State, Nigeria. Asian Journal of Fisheries and Aquatic Research, 26(2), 74-80. DOI: https://doi.org/10.9734/ajfar/2024/v26i2738

Fuentes-Andraca, V., Araneda-Padilla, M., Domnguez-May, R., Gullian-Klanian, M., Marin-Coria, E., Quintana-Casares, J., Pealosa-Martinell, D., & Ponce-Daz, G. (2023). Modeling Nile Tilapia Heterogeneous Growth under Different Stocking Densities during PreGrowOut Stage. Aquaculture Research, 2023(1), 9347654. DOI: https://doi.org/10.1155/2023/9347654

Gerritsen, H. D., & McGrath, D. (2007). Precision estimates and suggested sample sizes for length-frequency data.

Ibiwoye, T., Owolabi, O., Ajala, A., Oketoki, T., Adio, S., Adedapo, A., Ayeku, P., & Agbontale, J. (2006). Helminth parasites in freshwater fish species from Jebba Lake and Bida floodplain areas of River Niger, Nigeria.

Karna, S. K., Sahoo, D., & Panda, S. (2012). Length weight relationship (LWR), growth estimation and length at maturity of Etroplus suratensis in Chilika Lagoon, Orissa, India. International Journal of Environmental Sciences, 2(3), 1257-1267. DOI: https://doi.org/10.6088/ijes.00202030012

Kerdchuen, N., & Legendre, M. (1994). Larval rearing of an African catfish, Heterobranchus longifilis,(Teleostei, Clariidae): a comparison between natural and artificial diet. Aquatic Living Resources, 7(4), 247-253. DOI: https://doi.org/10.1051/alr:1994027

Le Cren, E. D. (1951). The length-weight relationship and seasonal cycle in gonad weight and condition in the perch (Perca fluviatilis). The Journal of Animal Ecology, 201-219. DOI: https://doi.org/10.2307/1540

Mehanna, S. F., Desouky, M. G., & Makky, A. F. (2020). Growth, mortality, recruitment and fishery regulation of the Nile Tilapia Oreochromis niloticus (Teleostei: Cichlidae) from Manzala Lake, Egypt. Iranian Journal of Ichthyology, 7(2), 158-166.

Mekouar, M. A. (2018). 15. Food and agriculture organization of the united nations (FAO). Yearbook of International Environmental Law, 29, 448-468. DOI: https://doi.org/10.1093/yiel/yvz057

Mendes, B., Fonseca, P., & Campos, A. (2004). Weightlength relationships for 46 fish species of the Portuguese west coast. Journal of Applied Ichthyology, 20(5), 355-361. DOI: https://doi.org/10.1111/j.1439-0426.2004.00559.x

Mohamed, A.-R. M., & Salman, A. N. (2020). Population dynamics and management of invasive blue tilapia (Oreochromis aureus) in Garmat Ali River, Basrah, Iraq. Asian Journal of Fisheries and Aquatic Research, 10(2), 44-54. DOI: https://doi.org/10.9734/ajfar/2020/v10i230180

Morey, R. V., Tiffany, D. G., & Hatfield, D. L. (2006). Biomass for electricity and process heat at ethanol plants. Applied Engineering in Agriculture, 22(5), 723-728. DOI: https://doi.org/10.13031/2013.21988

Mustafa, M. F., Afreen, A., Abbas, Y., Athar, W., Rahman, Z., Khan, Q., Rehaman, S., & Ali, A. (2016). A study on physio-chemical and biological analysis of drinking water quality from the residential areas of Islamabad, Pakistan. Journal of Biodiversity and Environmental Sciences, 8(4), 109-125.

Nnabuko, J. O. (2022). Public relations strategies and the performance of national population commission census exercises in nigeria. Journal Homepage: http://ijmr. net. in, 10(3).

Pauly, D., Moreau, J., & Prein, M. (1988). A comparison of overall growth performance in.

Silvano, R. A., & Valbo-Jrgensen, J. (2008). Beyond fishermens tales: contributions of fishers local ecological knowledge to fish ecology and fisheries management. Environment, Development and sustainability, 10, 657-675. DOI: https://doi.org/10.1007/s10668-008-9149-0

Tidwell, J. H., & Allan, G. L. (2001). Fish as food: aquaculture's contribution. EMBO reports. DOI: https://doi.org/10.1093/embo-reports/kve236

Tulchinsky, T. H. (2010). Micronutrient deficiency conditions: global health issues. Public health reviews, 32, 243-255. DOI: https://doi.org/10.1007/BF03391600

Published
2025-01-31
How to Cite
MuhammadN., YakubuY., & YekeenB. O. (2025). NONLINEAR REGRESSION MODELLING OF RELATIONSHIP AMONG GROWTH PARAMETERS OF TILAPIA (Oreochromisniloticus). FUDMA JOURNAL OF SCIENCES, 9(1), 142 - 152. https://doi.org/10.33003/fjs-2025-0901-3090