Comparative Study of Physicochemical, Bacteriological and Heavy Metal Quality of Water in Selected Fish Farms in Abuja, Nigeria

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Abstract:

Nigeria's growing aquaculture sector faces critical water quality challenges that threaten fish health and food safety, yet limited systematic assessment exists for urban fish farming environments. This study comparatively assessed physicochemical, bacteriological, and heavy metal quality of water in three selected fish farms in Abuja, Nigeria. The study was conducted over five weeks (November 2024–January 2025), with water samples collected in triplicates from inlet and outlet points and analyzed using standard APHA methods for physicochemical parameters, culture and molecular techniques for bacterial identification, and Atomic Absorption Spectroscopy for heavy metals. Data were analyzed using ANOVA and Kruskal-Wallis tests. Results revealed that all farms exhibited suboptimal water quality with dissolved oxygen levels critically below standards (0.18 ± 0.07 mg/L vs. recommended >5 mg/L), acidic pH (6.4 ± 0.41), and elevated chemical oxygen demand (98.72 ± 19.90 mg/L). Nine bacterial species were identified from thirty isolates, with Escherichia coli being predominant (60%), followed by Staphylococcus sp. and Shigella sp. (10% each), while Campylobacter, Proteus, Enterococcus, Salmonella, Enterobacter, and Bacillus species were each detected at 3.3%. Heavy metal concentrations varied significantly across farms with manganese concentrations ranging from 0.18 ± 0.12 mg/L in Farm A to 0.24 ± 0.25 mg/L in Farm C. Zinc (Zn) levels were highest in Farm V at 0.28 ± 0.21 mg/L and lowest in Farm A at 0.20 ± 0.11 mg/L. Nickel (Ni) concentrations remained relatively consistent across all farms. The study concludes that critical water quality deficiencies across all examined fish farms pose significant risks to fish health and public safety, necessitating urgent implementation of water quality management interventions and strengthened regulatory oversight for sustainable urban aquaculture development.

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[1] B. Adeleke, D. Robertson-Andersson, G. Moodley, & S. Taylor (2020). Aquaculture in Africa: A comparative review of Egypt, Nigeria, and Uganda vis-a-vis South Africa. Reviews in Fisheries Science & Aquaculture, 29(2), 167-197.

DOI: 10.1080/23308249.2020.1795615

Google Scholar

[2] O. J. Adetuwo, K. T. Adegbehingbe, & O. T. Rachael (2023). Safety concerns on microbes associated with fresh and smoked fish sold in Igbokoda Fish Market, Nigeria. Journal of Advances in Microbiology, 23(10), 72-82.

DOI: 10.9734/jamb/2023/v23i10758

Google Scholar

[3] A. L. Ahmad, J. Y. Chin, M. H. Z. M., Haruna , & S. C. Low (2022). Environmental impacts and imperative technologies towards sustainable treatment of aquaculture wastewater: A review. Journal of Water Process Engineering, 46, 102553.

DOI: 10.1016/j.jwpe.2021.102553

Google Scholar

[4] N. Akhtar, M. I. Syakir Ishak, S. A., Bhawani & K. Umar (2021). Various natural and anthropogenic factors responsible for water quality degradation: A review. Water, 13(19), 2660.

DOI: 10.3390/w13192660

Google Scholar

[5] American Public Health Association (APHA). (2017). Standard methods for the examination of water and wastewater (23rd ed.). American Public Health Association, American Water Works Association, & Water Environment Federation.

DOI: 10.1002/j.1551-8833.1932.tb18153.x

Google Scholar

[6] C. M., Amrita, & D. Babiyola (2018). Analysing the water quality parameters from traditional to modern methods in aquaculture. International Journal of Science, Environment and Technology, 7(6), 1954-1961.

Google Scholar

[7] J. L., Anderson, F. Asche, T. Garlock, & J. Chu, (2017). Aquaculture: Its role in the future of food. In World agricultural resources and food security: International food security (pp.159-173). Emerald Publishing Limited.

DOI: 10.1108/s1574-871520170000017011

Google Scholar

[8] F. Antonucci, & C. Costa, (2020). Precision aquaculture: a short review on engineering innovations. Aquaculture International, 28(1), 41-57.

DOI: 10.1007/s10499-019-00443-w

Google Scholar

[9] P. Antunes, J. Campos , J. Mourão, J. Pereira, C. Novais, & L. Peixe, (2018). Inflow water is a major source of trout farming contamination with Salmonella and multidrug resistant bacteria. Science of the Total Environment, 642, 1163-1171.

DOI: 10.1016/j.scitotenv.2018.06.143

Google Scholar

[10] K. I. Ashmawy, F. A. Hiekal, S. S. Abo-Akadda,, & N. E. Laban, (2018). The inter-relationship of water quality parameters and fish parasite occurrence. Alexandria Journal for Veterinary Sciences, 59(1).

DOI: 10.5455/ajvs.299584

Google Scholar

[11] R. Y. Atiribom,O. P Abioye, S. Y. Daniyan, R. O. Ojutiku, H. S. Auta, & M. M. Mu'azu, (2020). Bacteriological and heavy metal status of water and fish samples from Jebba Lake, Nigeria. Tropical Freshwater Biology, 29(1).

DOI: 10.4314/tfb.v29i1.5

Google Scholar

[12] H. A. Atef, H. M. El Shafei, M. K. Mansour, S. A. Snosy, & K. F. Abo-Zaid, (2016). Effect of microbiological contamination and pollution of water on the health status of fish. European Journal of Academic Essays, 3(5), 178-192.

Google Scholar

[13] N. E. Ballesteros-Nova, S. Sánchez, J. L. Steffani, L. C. Sierra, Z. Chen, F. A. Ruíz-López, & E. J. Delgado-Suárez, (2022). Genomic epidemiology of Salmonella enterica circulating in surface waters used in agriculture and aquaculture in Central Mexico. Applied and Environmental Microbiology, 88(5), e02149-21.

DOI: 10.1128/aem.02149-21

Google Scholar

[14] O. B. Balogun, O. Ogunsanmi, & I. O. Olutimehin, (2019). Occurrence, distribution and antibiotic sensitivity pattern of bacteria isolated from some selected fishes sold in Bodija Market, Ibadan, Nigeria. Journal of Advances in Microbiology, 15(4), 1-7.

DOI: 10.9734/jamb/2019/v15i430111

Google Scholar

[15] C. E. Boyd, (2003). Guidelines for aquaculture effluent management at the farm-level. Aquaculture, 226(1-4), 101-112.

DOI: 10.1016/s0044-8486(03)00471-x

Google Scholar

[16] C. E. Boyd, (2017). General relationship between water quality and aquaculture performance in ponds. In Fish diseases (pp.147-166). Academic Press.

DOI: 10.1016/b978-0-12-804564-0.00006-5

Google Scholar

[17] J. A. Camargo, A. Alonso, & A. Salamanca (2005). Nitrate toxicity to aquatic animals: a review with new data for freshwater invertebrates. Chemosphere, 58(9), 1255-1267.

DOI: 10.1016/j.chemosphere.2004.10.044

Google Scholar

[18] S. Chainark, V. Sumetlux,, & P. Chainark, (2025). Dynamics of soil properties and pathogen levels in Pacific white shrimp ponds during a production cycle: Implications for aquaculture management. Journal of the World Aquaculture Society, 56(1), e70002.

DOI: 10.1111/jwas.70002

Google Scholar

[19] G. Chandra, V. P. Saini, S. Kumar, & D. Fopp‐Bayat (2024). Deformities in fish: A barrier for responsible aquaculture and sustainable fisheries. Reviews in Aquaculture, 16(2), 872-891.

DOI: 10.1111/raq.12872

Google Scholar

[20] Clinical and Laboratory Standards Institute. (2024). Methods for dilution antimicrobial susceptibility tests for bacteria that grow aerobically; Approved standard—12th edition (CLSI M07‑Ed12). https://clsi.org/standards/products/microbiology/documents/m07/.

DOI: 10.1201/9781420014495-6

Google Scholar

[21] E. P. Danba, D. L. David, J. A. Wahedi, U. Buba, M. S. Bingari, F. F. Umaru, & T. L. Thomas, (2015). Microbiological analysis of selected catfish ponds in Kano Metropolis, Nigeria. Journal of Agriculture and Veterinary Science, 8(8), 74-78.

Google Scholar

[22] O. A. Davies & E. Ansa (2010). Comparative assessment of water quality parameters of freshwater tidal earthen ponds and stagnant concrete tanks for fish production in Port Harcourt, Nigeria. International Journal of Science and Nature, 1(1), 34-37.

Google Scholar

[23] I. de Bruijn, Y. Liu, G. F. Wiegertjes, & J. M. Raaijmakers, (2018). Exploring fish microbial communities to mitigate emerging diseases in aquaculture. FEMS Microbiology Ecology, 94(1), fix161.

DOI: 10.1093/femsec/fix161

Google Scholar

[24] C. F. Demarco, M. S. Quadro, F. Selau Carlos, S. Pieniz, L. B. G. A. Morselli, & R. Andreazza, (2023). Bioremediation of aquatic environments contaminated with heavy metals: A review of mechanisms, solutions and perspectives. Sustainability, 15(2), 1411.

DOI: 10.3390/su15021411

Google Scholar

[25] A. Demeke, & A. Tassew (2016). A review on water quality and its impact on fish health. International Journal of Fauna and Biological Studies, 3(1), 21-31.

Google Scholar

[26] M. U. Dimelu, C. C. Ifeonu, A. N., Asadu & C. J. Ayogu, (2018). Challenges of disease management in small scale fish farms in Lagos State, Nigeria. Journal of Agricultural Extension, 22(2), 28-41.

Google Scholar

[27] E. C. Emenike, K. O., Iwuozor & S. U. Anidiobi, (2021). Heavy metal pollution in aquaculture: sources, impacts and mitigation techniques. Biological Trace Element Research, 1-17.

DOI: 10.1007/s12011-021-03037-x

Google Scholar

[28] N. C. Ezeanya, G. O. Chukwuma, K. N. Nwaigwe, & C. C. Egwuonwu, (2015). Standard water quality requirements and management strategies for fish farming (A case study of Otamiri River). International Journal of Research in Engineering and Technology, 4(3), 1-5.

DOI: 10.15623/ijret.2015.0403001

Google Scholar

[29] F. Fadaeifard, M. Raissy, M. Faghani, A. Majlesi, & G. N. Farahani, (2012). Evaluation of physicochemical parameters of waste water from rainbow trout fish farms and their impacts on water quality of Koohrang stream–Iran. International Journal of Fisheries and Aquaculture, 4(8), 170-177.

DOI: 10.5897/ijfa12.007

Google Scholar

[30] Food and Agriculture Organization & World Health Organization (FAO & WHO). (2023). Safety and quality of water used in the production and processing of fish and fishery products.

DOI: 10.4060/cc4356en

Google Scholar

[31] Food and Agriculture Organization of the United Nations. (2006). Water monitoring: Mapping existing global systems & initiatives – Background document. Land and Water Division, on behalf of the UN-Water Task Force on Monitoring. https://www.fao.org/4/i0213e/i0213e00.htm.

Google Scholar

[32] O. E. Freeman, (2017). Impact of climate change on aquaculture and fisheries in Nigeria: a review. International Journal of Multidisciplinary Research and Development, 4(1), 53-59.

Google Scholar

[33] P. Garai, P. Banerjee, P., Mondal, & N. C. Saha, (2021). Effect of heavy metals on fishes: Toxicity and bioaccumulation. Journal of Clinical Toxicology, S18.

Google Scholar

[34] L. A. Hansson, C. Brönmark, P. Anders Nilsson, & K. Åbjörnsson, (2005). Conflicting demands on wetland ecosystem services: nutrient retention, biodiversity or both? Freshwater Biology, 50(4), 705-714.

DOI: 10.1111/j.1365-2427.2005.01352.x

Google Scholar

[35] S. E. Haque, (2022). Urban water pollution by heavy metals, microplastics, and organic contaminants. In Current directions in water scarcity research (Vol. 6, pp.21-43). Elsevier.

DOI: 10.1016/b978-0-323-91838-1.00001-4

Google Scholar

[36] S. Hembrom, B. Singh, S. K. Gupta & A. K. Nema, (2020). A comprehensive evaluation of heavy metal contamination in foodstuff and associated human health risk: a global perspective. Contemporary Environmental Issues and Challenges in Era of Climate Change, 33-63.

DOI: 10.1007/978-981-32-9595-7_2

Google Scholar

[37] L. A. Hurtado, M. Mateos, I. C. Caballero, T. E. Oladimeji, A. Adite, M. O. Awodiran, & K. O. Winemiller (2023). Critically small contemporaneous effective population sizes for stocks of the African bonytongue in West Africa.

DOI: 10.20944/preprints202311.1070.v1

Google Scholar

[38] E. J. Ijatuyi, O. A. Abiolu, & O. A. Olaniyi (2016). Information needs of fish farmers in Osun-State, Nigeria.

DOI: 10.1080/09709274.2016.11907068

Google Scholar

[39] I. A. Isangedighi, & G. S. David, (2019). Heavy metals contamination in fish: effects on human health. Journal of Aquatic Science and Marine Biology, 2(4), 7-12.

DOI: 10.22259/2638-5481.0204002

Google Scholar

[40] S. C. Izah, & T. C. Angaye, (2016). Heavy metal concentration in fishes from surface water in Nigeria: Potential sources of pollutants and mitigation measures. Sky Journal of Biochemistry Research, 5(4), 31-47.

Google Scholar

[41] F. Jamil Emon, M. F. Rohani, N. Sumaiya, M. F. Tuj Jannat, Y. Akter., M. Shahjahan, & K. W. Goh, (2023). Bioaccumulation and bioremediation of heavy metals in fishes—A review. Toxics, 11(6), 510.

DOI: 10.3390/toxics11060510

Google Scholar

[42] M., Javed & N. Usmani (2019). An overview of the adverse effects of heavy metal contamination on fish health. Proceedings of the National Academy of Sciences, India Section B: Biological Sciences, 89, 389-403.

DOI: 10.1007/s40011-017-0875-7

Google Scholar

[43] S. Jeamsripong V. Thaotumpitak, S. Anuntawirun, N. Roongrojmongkhon, E. R. Atwill, & W. Hinthong, (2022). Molecular epidemiology of antimicrobial resistance and virulence profiles of Escherichia coli, Salmonella sp., and Vibrio sp. isolated from coastal seawater for aquaculture. Antibiotics, 11(12), 1688.

DOI: 10.3390/antibiotics11121688

Google Scholar

[44] C. M. Jolly, & H. A. Clonts, (2020). Economics of aquaculture. CRC Press.

Google Scholar

[45] C. M., Jolly, B. Nyandat, Z. Yang, N. Ridler, F. Matias, Z. Zhang, & A. Menezes (2023). Dynamics of aquaculture governance. Journal of the World Aquaculture Society, 54(2), 427-481.

DOI: 10.1111/jwas.12967

Google Scholar

[46] S. Kane, F. Qarri, P., Lazo & L. Bekteshi, (2015). The effect of physico-chemical parameters and nutrients on fish growth in Narta Lagoon, Albania.

Google Scholar

[47] V. Karri, M. Schuhmacher, & V. Kumar (2016). Heavy metals (Pb, Cd, As and Hg) as risk factors for cognitive dysfunction: A general review of metal mixture mechanism in brain. Environmental Toxicology and Pharmacology, 48, 203-213.

DOI: 10.1016/j.etap.2016.09.016

Google Scholar

[48] J. Y. Kim, & J. L. Lee (2017). Correlation of total bacterial and Vibrio sp. populations between fish and water in the aquaculture system. Frontiers in Marine Science, 4, 147.

DOI: 10.3389/fmars.2017.00147

Google Scholar

[49] V. Linderhof, T. De Lange, & S. Reinhard, (2021). The dilemmas of water quality and food security interactions in low-and middle-income countries. Frontiers in Water, 3, 736760.

DOI: 10.3389/frwa.2021.736760

Google Scholar

[50] H. Liu, H. Li, H. Wei, X. Zhu, D. Han, J. Jin, & S. Xie (2019). Biofloc formation improves water quality and fish yield in a freshwater pond aquaculture system. Aquaculture, 506, 256-269.

DOI: 10.1016/j.aquaculture.2019.03.031

Google Scholar

[51] Y. Lu, S. Song, R. Wang, Z. Liu, J. Meng, A. J. Sweetman, & T. Wang, (2015). Impacts of soil and water pollution on food safety and health risks in China. Environment International, 77, 5-15.

DOI: 10.1016/j.envint.2014.12.010

Google Scholar

[52] O. S. Majeed, M. R., Nashaat & A. J. Al-Azawi, (2022). Physicochemical parameters of river water and their relation to zooplankton: A review. In IOP Conference Series: Earth and Environmental Science (Vol. 1120, No. 1, p.012040). IOP Publishing.

DOI: 10.1088/1755-1315/1120/1/012040

Google Scholar

[53] D. S. Malik, A. K. Sharma, R. Thakur, & M. Sharma, (2020). A review on impact of water pollution on freshwater fish species and their aquatic environment. Advances in Environmental Pollution Management: Wastewater Impacts and Treatment Technologies, 1, 10-28.

DOI: 10.26832/aesa-2020-aepm-02

Google Scholar

[54] M. Mamun, & K. G. An (2022). Key factors determining water quality, fish community dynamics, and the ecological health in an Asian temperate lotic system. Ecological Informatics, 72, 101890.

DOI: 10.1016/j.ecoinf.2022.101890

Google Scholar

[55] J. M., Matunguru, G. M., Okito, S. Lubembe, J. J. A. Uvon, F. Lutili, J. J. B. Mashimango, & G. Ntakimazi, (2022). Assessment of physicochemical parameters in relation with ecology of Bagrus bayad (Fabricius, 1775, Bagridae) in Lake Albert, Ituri, Democratic Republic of the Congo (DRC). Open Access Library Journal, 9(11), 1-18.

DOI: 10.4236/oalib.1109488

Google Scholar

[56] J. M. Munguti, J. G. Kirimi, K. O. Obiero, E. O. Ogello, D. N. Kyule, D. M. Liti, & L. M. Musalia (2021). Aqua-feed wastes: Impact on natural systems and practical mitigations—A review.

DOI: 10.5539/jas.v13n1p111

Google Scholar

[57] L. Nigussie, T. T. Minh, & S. Senaratna Sellamuttu (2024). Youth inclusion in value chain development: a case of the aquaculture in Nigeria. CABI Agriculture and Bioscience, 5(1), 44.

DOI: 10.1186/s43170-024-00243-0

Google Scholar

[58] M. Nilsson, (2022). Important interactions among the sustainable development goals under review at the high-level political forum 2017. Stockholm Environment Institute.

Google Scholar

[59] A. C. Nwuzo, P. C. Igwe, U. C. Aniokete, O. L. Nomeh, E. C. Nwojiji, Odi, L. O. Chukwuemeka, & N. R. Nwokporo (2024). Assessment of bacterial contamination of fish from aquaculture sources and its public health implications in Abakaliki, Ebonyi State, Nigeria. Journal of Applied Sciences and Environmental Management, 28(12), 4153-4160.

DOI: 10.4314/jasem.v28i12.26

Google Scholar

[60] J. Ogunji, O. Evulobi, S. Iheanacho, & S. Wuertz (2024). Heterotis niloticus (African bonytongue) domestication: Potentials, efforts, and challenges. Fishes, 10(1), 3.

DOI: 10.3390/fishes10010003

Google Scholar

[61] J. Ogunji, & S. Wuertz (2023). Aquaculture development in Nigeria: The second biggest aquaculture producer in Africa. Water, 15(24), 4224.

DOI: 10.3390/w15244224

Google Scholar

[62] C. R. Onoja, C. S. Ezedinma, K. E. Amuneke, & I. M. Izundu, (2023). Microbiological status and physico chemical parameters of fish and water samples across selected farms in South East Nigeria. ASRIC Journal on Agricultural Sciences, 175.

Google Scholar

[63] U. Onuche, M. A. Oladipo, T. Enize, & O. Daikwo (2020). Perception and uptake of aquaculture technologies in Kogi state, central Nigeria: imperative for improved management practices for sustainable aquaculture development. African Journal of Agricultural Research, 16(6), 819-828.

DOI: 10.5897/ajar2019.14558

Google Scholar

[64] P. O. Orobator, T. M., Akiri-Obaroakpo, & R. Orowa, (2020). Water quality evaluation from selected aquaculture ponds in Benin City, Nigeria. Journal of Research in Forestry, Wildlife and Environment, 12(1), 24-33.

Google Scholar

[65] Y. D. Porto, F. H. D. S. Fogaca, A. O. Andrade, L. K. S. da Silva, J. P. Lima, J. L. da Silva, & W. D. S. Tassinari (2022). Salmonella sp. in aquaculture: An exploratory analysis (integrative review) of microbiological diagnoses between 2000 and 2020. Animals,13(1), 27.

DOI: 10.3390/ani13010027

Google Scholar

[66] D. R. Prapti, A. R. Mohamed Shariff, H. Che Man, N. M. Ramli, T. Perumal, & M. Shariff, (2022). Internet of Things (IoT)‐based aquaculture: An overview of IoT application on water quality monitoring. Reviews in Aquaculture, 14(2), 979-992.

DOI: 10.1111/raq.12637

Google Scholar

[67] S. Saha, D. Pradhan, & G. Dash, (2023). Studies on diversity of bacterial diseases and occupational risks through mudcrab aquaculture in West Bengal. Journal of Pure & Applied Microbiology, 17(2).

DOI: 10.22207/jpam.17.2.23

Google Scholar

[68] O. O. Samuel, (2021). Involvement in fish farming and the wellbeing of youths in Southwestern Nigeria [Doctoral dissertation].

Google Scholar

[69] M. S. Sankhla, M. Kumari, M. Nandan, R. Kumar, & P. Agrawal (2016). Heavy metals contamination in water and their hazardous effect on human health-a review. International Journal of Current Microbiology and Applied Sciences, 5(10), 759-766.

DOI: 10.20546/ijcmas.2016.510.082

Google Scholar

[70] A. Sharma, A. S. Grewal, D., Sharma & A. L. Srivastav (2023). Heavy metal contamination in water: consequences on human health and environment. In Metals in water (pp.39-52). Elsevier.

DOI: 10.1016/b978-0-323-95919-3.00015-x

Google Scholar

[71] S. S. Sonone, S. Jadhav, M. S. Sankhla & R. Kumar (2020). Water contamination by heavy metals and their toxic effect on aquaculture and human health through food chain. Letters in Applied NanoBioScience, 10(2), 2148-2166.

DOI: 10.33263/lianbs102.21482166

Google Scholar

[72] A. Ssekyanzi, N. Nevejan, R., Kabbiri, J. Wesana, & G. V. Stappen (2022). Knowledge, attitudes, and practices of fish farmers regarding water quality and its management in the Rwenzori region of Uganda. Water, 15(1), 42.

DOI: 10.3390/w15010042

Google Scholar

[73] M. M. Stavrescu-Bedivan, G. V. Scaeteanu, R. M. Madjar, M. S. Manole, A. C. Staicu, F. T. Aioanei, & C. G. Nicolae (2016). Interactions between fish well-being and water quality: a case study from MoriiLake area, Romania. Agriculture and Agricultural Science Procedia, 10, 328-339.

DOI: 10.1016/j.aaspro.2016.09.071

Google Scholar

[74] Svobodova, Z., Machova, J., Kroupova, H. K., & Velisek, J. (2017). Water quality–disease relationship on commercial fish farms. In Fish Diseases (pp.167-185). Academic Press.

DOI: 10.1016/b978-0-12-804564-0.00007-7

Google Scholar

[75] K. Taslima, M. Al-Emran, M. S. Rahman, J. Hasan, Z. Ferdous, M. F. Rohani, & M. Shahjahan, (2022). Impacts of heavy metals on early development, growth and reproduction of fish–A review. Toxicology Reports, 9, 858-868.

DOI: 10.1016/j.toxrep.2022.04.013

Google Scholar

[76] A. P. Tom, J. S. Jayakumar, M. Biju, J. Somarajan, & M. A. Ibrahim (2021). Aquaculture wastewater treatment technologies and their sustainability: A review. Energy Nexus, 4, 100022.

DOI: 10.1016/j.nexus.2021.100022

Google Scholar

[77] S. K. Upadhyay, N. Rani, V. Kumar, R., Mythili & D. Jain, (2023). A review on simultaneous heavy metal removal and organo-contaminants degradation by potential microbes: Current findings and future outlook. Microbiological Research, 273, 127419.

DOI: 10.1016/j.micres.2023.127419

Google Scholar

[78] D. K. Verma, N. K. M. Satyaveer, P. Kumar, & R. Jayaswa, (2022). Important water quality parameters in aquaculture: An overview. Agriculture and Environment, 3(3), 24-29.

Google Scholar

[79] E. J. Vettom, A. Danve, & Y. Khalasi, (2024). Precision aquaculture: Integrating technology for enhanced production and sustainability. Agric. Mag, 3, 203-211.

Google Scholar

[80] C. Wang, Z. Li, T. Wang, X. Xu, X. Zhang, & D. Li, (2021). Intelligent fish farm—the future of aquaculture. Aquaculture International, 1-31.

DOI: 10.1007/s10499-021-00773-8

Google Scholar

[81] H. Yavuzcan Yildiz, L. Robaina, J. Pirhonen, E. Mente, D. Domínguez, & G. Parisi, (2017). Fish welfare in aquaponic systems: its relation to water quality with an emphasis on feed and faeces—a review. Water, 9(1), 13.

DOI: 10.3390/w9010013

Google Scholar

[82] K. Yue, & Y. Shen, (2022). An overview of disruptive technologies for aquaculture. Aquaculture and Fisheries, 7(2), 111-120.

DOI: 10.1016/j.aaf.2021.04.009

Google Scholar

[83] B. Zanna, A. I. Tijjani, & M. Musa (2020). Aquaculture: A tool for community sustainable development under the background of cultural and economic consideration in Nigeria. Journal of Aquaculture Research & Development, 11(8).

Google Scholar

[84] D. Zhang, X. Wang, J. Xiong J. Zhu, Y. Wang, Q. Zhao, & H. Dai, (2014). Bacterioplankton assemblages as biological indicators of shrimp health status. Ecological Indicators, 38, 218-224.

DOI: 10.1016/j.ecolind.2013.11.002

Google Scholar