Dynamic modeling analysis of oxygen transfer mechanism and water quality dynamics in recirculating aquaculture systems
References
- Abusam, A., Keesman, K.J., Meinema, K., Straten, G.V.A.N. (2001): Oxygen transfer rate estimation in oxidation ditches from clean water measurements. Water Research, 35(8), 2058–2064. https://doi.org/10.1016/S0043-1354(00)00451-6
- Ahmed, N., Turchini, G. M. (2021): Recirculating aquaculture systems (RAS): Environmental solution and climate change adaptation. Journal of Cleaner Production, 297, 126604. https://doi.org/10.1016/j.jclepro.2021.126604
- Ali, M. (2022): Aquacultural Engineering Experimental study on design and operational performance of solar-powered venturi aeration system developed for aquaculture – A semi-floating prototype. Aquacultural Engineering, 98, 102255. https://doi.org/10.1016/j.aquaeng.2022.102255
- Araujo, A.N., San, C.F., Nguyen, K.Q., Corby, T.L., Rhodes, A., García, J., Roy, L.A., Davis, D.A. (2025): Effects of minimum dissolved oxygen setpoints for aeration in semi-intensive pond production of Pacific white shrimp (Litopenaeus vannamei): Aquaculture, 594, 741376. https://doi.org/10.1016/j.aquaculture.2024.741376
- Ariadi, H., Fadjar, M., Mahmudi, M., Supriatna. (2019): The relationships between water quality parameters and the growth rate of white shrimp (Litopenaeus vannamei) in intensive ponds. AACL Bioflux, 12(6): 2103-2116
- Ariadi, H., Azril, M., Mujtahidah, T. (2023): Water quality fluctuations in shrimp ponds during dry and rainy seasons. Croatian Journal of Fisheries, 81(3), 127-137. DOI: 10.2478/cjf-2023-0014
- Ariadi, H., Mujtahidah, T., Silmi, S., Tartila, Q., Azril, M., Ayisi, C.L. (2024): Dynamic Modelling Analysis of Vibrio sp. and Plankton Abundance in Intensive Shrimp Pond. Biosaintifika Journal of Biology and Biology Education, 16(3), 449–463. DOI:10.15294/biosaintifika. v16i3.16465
- Ariadi, H., Musa, M., Mahmudi, M., Hertika, A.M.S. (2025): Organic material solubility and dynamic modelling analysis of intensive shrimp farming activities in the coastal area of Pekalongan, Indonesia. Croatian Journal of Fisheries, 83(2), 71-85. DOI: 10.2478/cjf-2025-0008
- Ariadi, H., Syakirin, M.B., Hidayati, S., Madusari, B.D., Soeprapto, H. (2022): Fluctuation Effect of Dissolved of TAN (Total Ammonia Nitrogen) on Diatom Abundance in Intensive Shrimp Culture Ponds. IOP Conference Series: Earth and Environmental Science, 1118 (1): https://doi.org/10.1088/1755-1315/1118/1/012001
- Ariadi, H., Wafi, A., Musa, M., Supriatna, S. (2021): Keterkaitan Hubungan Parameter Kualitas Air Pada Budidaya Intensif Udang Putih (Litopenaeus vannamei): Samakia: Jurnal Ilmu Perikanan, 12 (1), 18–27. https://doi.org/10.35316/jsapi.v12i1.781
- Ayuso-virgili, G., Jafari, L., Lande-sudall, D., and Lümmen, N. (2023): Aquacultural Engineering Linear modelling of the mass balance and energy demand for a recirculating aquaculture system. Aquacultural Engineering, 101, 102330. https://doi.org/10.1016/j.aquaeng.2023.102330
- Blazhekovikj-Dimovska, D., Ukoski, M. (2024): Accumulation of toxic elements in fish from Ohrid Lake under the influence of anthropogenic activities. Croatian Journal of Fisheries, 82, 137-144. DOI: 10.2478/cjf-2024-0017
- Canh, P., Costa, A. P. L., Almeida, C. (2026): Life cycle assessment of a recirculatory aquaculture system (RAS) A case study of meagre (Argyrosomus regius) farming. Aquaculture Reports, 48, 103641. https://doi.org/10.1016/j.aqrep.2026.103641
- Cheng, H., Li, L., Gunnar, K., Chen, M. (2020): Aquacultural Engineering Typical hydrodynamic models for aquaculture nets: A comparative study under pure current conditions. Aquacultural Engineering, 90, 102070. https://doi.org/10.1016/j.aquaeng.2020.102070
- El-Rewiny, M.N., Abou Zaid, A.A., Abdel-Rahim, M.M., Elhetawy, A.I.G., Mohamed, R.A. (2026): Effects of stocking density and mechanical aeration system on water quality, growth, and economic outcomes of Nile tilapia reared in concrete ponds. Aquacultural Engineering, 114, 102749. https://doi.org/10.1016/j.aquaeng.2026.102749
- Feng, D., Feng, R., Liu, C., Wang, L., Li, Y., Zhang, M., Yu, M., Jiang, H., Qiao, Z., Wang, L. (2025): Indoor Recirculating Aquaculture Versus Traditional Ponds: Effects on Muscle Nutrient Profiles, Texture, and Flavour Compounds in Largemouth Bass (Micropterus salmoides): Foods, 14(24), 1–16. https://doi.org/10.3390/foods14244339
- Fu, J., Nie, L., Xia, G., Lu, W., Liu, H., Liang, Y., You, W., Ke, C., Luo, X., Shen, M. (2024): Changes in low salinity and hypoxia tolerance in F1 hybrids of the ivory shell, Babylonia areolata. Aquaculture Reports, 36, 102131. https://doi.org/10.1016/j.aqrep.2024.102131
- Halim, A., Aziz, D., Arshad, A., Leena, N., Wong, W. S., Nabi, M. M., Islam, A., Syukri, F. (2025): Aquacultural Engineering A systematic analysis of recirculating aquaculture systems (RAS) and biofloc technology (BFT) for white leg shrimp (Litopenaeus vannamei) in the indoor farming system. Aquacultural Engineering, 110, 102544. https://doi.org/10.1016/j.aquaeng.2025.102544
- Hashmi, Z., Metali, F., Amin, M., Saifullah, M., Bakar, A., Wibisono, Y., Agung, W., ad Roil, M. (2025): Bioresource Technology Reports Recirculating aquaculture systems: Advances, impacts, and integrated pathways for sustainable growth. Bioresource Technology Reports, 32, 102340. https://doi.org/10.1016/j.biteb.2025.102340
- Hiep, L. H., Faggotter, S. J., Chen, C., Sammut, J., Astrid, M. (2019): Factors driving low oxygen conditions in integrated rice-shrimp ponds. Aquaculture, 512, 734315. https://doi.org/10.1016/j.aquaculture.2019.734315
- Hossain, M.M.M., Ghosh, R.R., Sen, B.K., Alam, M.M., Farid, M.A., Farjana, N., Moon, R.S., Mojumdar, S., Rahman, N., Rojoni, S.A., Rubayea, U., Bristy, S.A., Rahman, M., Hasan, M.M., Suhag, N.I., Azam, M.S., Mistry, S.K., Rahman, M.A., Rahman, M.A., Mondal, S. (2026): Strategic integration of SOPs, harmonizing pond management, water quality, and disease resilience in semi-intensive shrimp farming: A Bangladeshi perspective. Comparative Immunology Reports, 10, 200281. https://doi.org/10.1016/j.cirep.2026.200281
- Hou, D., Li, H., Wang, S., Weng, S., He, J. (2024): Nitrite nitrogen stress disrupts the intestine bacterial community by altering host-community interactions in shrimp. Science of the Total Environment, 925, 171536. https://doi.org/10.1016/j.scitotenv.2024.171536
- Hu, M., Wang, Y., Chen, J., Cui, H., Zhu, S., Jin, T., Qu, K., Cui, Z. (2026): Optimizing shrimp growth and water quality in constructed wetland recirculating aquaculture systems: Effects of stocking density and shrimp size. Aquaculture, 612, 743222. https://doi.org/10.1016/j.aquaculture.2025.743222
- Huang, T., Ju, H., Huang, M., Kuo, Q., Su, W. (2025): Optimal nitrite degradation by isolated Bacillus subtilis sp. N4 and applied for intensive aquaculture water quality management with immobilized strains. Journal of Environmental Management, 374, 123896. https://doi.org/10.1016/j.jenvman.2024.123896
- Hukom, V., Nielsen, R., Asmild, M., Nielsen, M. (2020): Do aquaculture farmers have an incentive to maintain good water quality? The case of small-scale shrimp farming in Indonesia. Ecological Economics, 176, 106717. https://doi.org/10.1016/j.ecolecon.2020.106717
- Huysman, N., Krebs, E., Barnes, M.E. (2025): Design and construction of a recirculating aquaculture system without a constant water source. J Aquac Res Dev, 16, 1037. DOI: 10.35248/2155-9546.25.16.1037
- Janeo, R. L., Corre, V. L., and Sakata, T. (2009): Water quality and phytoplankton stability in response to application frequency of bioaugmentation agent in shrimp ponds. Aquacultural Engineering, 40(3), 120–125. https://doi.org/10.1016/j.aquaeng.2009.01.001
- Jasmin, S. A., Ramesh, P., Tanveer, M. (2022): An intelligent framework for prediction and forecasting of dissolved oxygen level and biofloc amount in a shrimp culture system using machine learning techniques. Expert Systems With Applications, 199, 117160. https://doi.org/10.1016/j.eswa.2022.117160
- Jayanthi, M., Balasubramaniam, A.A.K., Suryaprakash, S., Veerapandian, N., Ravisankar, T., Vijayan, K. (2021): Aquacultural Engineering Assessment of standard aeration efficiency of different aerators and its relation to the overall economics in shrimp culture. Aquacultural Engineering, 92, 102142. https://doi.org/10.1016/j.aquaeng.2020.102142
- Jayraj, P., Sahoo, S., Jana, P., Prem, R. (2025): Aquacultural Engineering CFD optimised solar powered IoT integrated paddlewheel aerator for sustainable shrimp farming. A review. Aquacultural Engineering, 111, 102583. https://doi.org/10.1016/j.aquaeng.2025.102583
- Kaya, D., Genc, E., Ayce, M., Aktas, M., Eroldogan, O.T. (2020): Biofloc technology in recirculating aquaculture system as a culture model for green tiger shrimp, Penaeus semisulcatus: Effects of different feeding rates and stocking densities. Aquaculture, 528, 735526. https://doi.org/10.1016/j.aquaculture.2020.735526
- Li, C., Lei, K., Wu, X., Tian, X., Shan, H., Li, Z. (2025): Regional Studies in Marine Science The water physicochemical factors, plankton, and biological composition of Penaeus vannamei guts in the salt-field ponds. Regional Studies in Marine Science, 85, 104156. https://doi.org/10.1016/j.rsma.2025.104156
- Li, Y., Wang, Y., Zhang, J., Sun, Y., Kong, J. (2025): Plankton community diversity-driven mutualism in medium-salinity ponds enhances growth of pacific white shrimp Penaeus vannamei. Marine Environmental Research, 211, 107403. https://doi.org/10.1016/j.marenvres.2025.107403
- Madusari, B. D., Ariadi, H., Mardhiyana, D. (2022): Effect of the feeding rate practice on the white shrimp (Litopenaeus vannamei) cultivation activities. AACL Bioflux, 15(1): 473-479.
- Maharani, K., Ulfa, S., Ariadi, H. (2024): An estimation of dissolved oxygen production model by paddle aerator in whiteleg shrimp (Litopenaeus vannamei) culture. BIO Web Conf, 01004, 11. DOI:10.1051/bioconf/202413601004
- Mazuran, N., Kovacevic, G. (2025): Comparison of reproductive success of Daphnia magna straus cultured in different types of water. Croatian Journal of Fisheries, 83, 15-20. DOI: 10.2478/cjf-2025-0003
- Miller, R., Rose, K. (2014): Simulating the effects of fluctuating dissolved oxygen on growth, reproduction, and survival of fish and shrimp. Journal of Theoretical Biology, 343, 54–68. https://doi.org/10.1016/j.jtbi.2013.11.004
- Moghbeli, A., Bagher, M., Sayari, N., Zounemat, M. (2023): Numerical study on the performance of circular juvenile fish breeding ponds. Computers and Electronics in Agriculture, 213, 108206. https://doi.org/10.1016/j.compag.2023.108206
- Mokarram, M., Obeidi, R., Pham, T.M. (2025): Assessing water quality and environmental impact in the Persian Gulf coast: The role of shrimp farming and WQI index. Physics and Chemistry of the Earth, 141, 104152. https://doi.org/10.1016/j.pce.2025.104152
- Montjourid, M.A., Susanna, R. (2025): Optimizing alkalinity control in recirculating aquaculture systems (RAS): A dynamic modelling approach. Aquacultural Engineering, 108, 102492. https://doi.org/10.1016/j.aquaeng.2024.102492
- Ramesh, P., Jasmin, A., Tanveer, M., Roshan, R. U., Ganeshan, P., Rajendran, K., Roy, S. M., Kumar, D., Chinnathambi, A., Brindhadevi, K. (2024): Optimizing aeration efficiency and forecasting dissolved oxygen in brackish water aquaculture: Insights from paddle wheel aerator. Journal of the Taiwan Institute of Chemical Engineers, 156, 105353. https://doi.org/10.1016/j.jtice.2024.105353
- Rashdan, M., Zahirulhaq, M., Taufiq, M., Adnan, J., Rosdzimin, M., Rahman, A. (2026): Results in Engineering Enhancement of the dissolved oxygen concentration in water using paddlewheel aerator. Results in Engineering, 30, 110870. https://doi.org/10.1016/j.rineng.2026.110870
- Roy, S. M., Machavaram, R., Pareek, C. M., Kim, T. (2024): Heliyon Investigating the performance of a perforated pooled circular stepped cascade aeration system for intensive aquaculture. Heliyon, 10(5), e26367. https://doi.org/10.1016/j.heliyon.2024.e26367
- Ruan, C., Chen, Y., Zheng, L., Guo, B., Chen, J., Yang, J., Chen, S. (2026): Optimization of centrifugal fan for oolong tea shaking machine based on Kriging model and multi- objective particle swarm algorithm. Sci Rep. 16, 2737. https://doi.org/10.1038/s41598-025-32474-0
- Saengsuk, N., Boonanuntanasarn, S., Kingwascharapong, P. (2024): Comparative study on the composition and characteristics of giant river prawn (Macrobrachium rosenbergii) cultured using an alternative vertical-recirculating aquaculture system (RAS) and traditional pond: Organoleptic and nutritional aspects. Aquaculture, 591, 741151. https://doi.org/10.1016/j.aquaculture.2024.741151
- Silva, R.A.S., Oliveira, G.A.A., da Silva, J.M., Silva, I.S., Garcia, C.A.B., Gomes, M.V.T., Monteiro, A.S.C., da Costa, S.S.L. (2025): Evaluation of shrimp farming impacts on the water quality of the Lower Sao Francisco watershed region, Brazil. Regional Studies in Marine Science, 81, 103933. https://doi.org/10.1016/j.rsma.2024.103933
- Soeprapto, H., Ariadi, H., Badrudin, U. (2023): The dynamics of Chlorella spp. abundance and its relationship with water quality parameters in intensive shrimp ponds. Biodiversitas, 24 (5), 2919-2926. https://doi.org/10.13057/biodiv/d240547
- Song, Y., Qiu, Y., Li, J., Zhang, Z., He, W., Ma, J. (2026): Journal of Environmental Chemical Engineering Advances in separation and resource management technologies for solid waste in aquaculture systems. Journal of Environmental Chemical Engineering, 14 (1), 120651. https://doi.org/10.1016/j.jece.2025.120651
- Sulthon, Z., Setiawardhana, S., Indra, A. (2026): Aquacultural Engineering Performance evaluation of water quality for shrimp farming using deep learning classification. Aquacultural Engineering, 112, 102648. https://doi.org/10.1016/j.aquaeng.2025.102648
- Sun, Z., Li, H., Yin, G., Chen, M. (2026): Numerical simulation of dissolved oxygen transport under jet – roll coupled hydrodynamics in an aquaculture vessel tank. Ocean Engineering, 350, 124240. 10.1016/j. oceaneng.2026.124240
- Taufik, M., Ismarani, T., Ismail, T., Manan, H., Ikhwanuddin, M., Ihsan, A., Salam, A., Ideris, A., Rahim, A., Najmi, A., Suryatie, A., Shuhaimi, A., Azman, N. (2024): Synergistic effects of Recirculating Aquaculture System (RAS) with combination of clear water, probiotic and biofloc technology : A review. Aquaculture and Fisheries, 9(6), 883–892. https://doi.org/10.1016/j.aaf.2023.07.006
- Uçar, D., Morken, J., Eshetu, M., Pelin, N., Schumacher, K. (2026): Impacts of aquaculture RAS effluent source on treatment performance, microalgal growth, and biomass feed value. Journal of Environmental Management, 401, 128890. https://doi.org/10.1016/j.jenvman.2026.128890
- Uka, K., Jashari, B., Haradinaj-Zharku, J., Gashi, V., Merovci, X., Bytyqi, H., Blazhekovikj-Dimovska, D. (2026): Monitoring The microbial prevalence in farmed trout species from an aquaculture facility in Kosovo. Croatian Journal of Fisheries, 84, 61-70. DOI: 10.2478/cjf-2026-0006
- Wafi, A., Ariadi, H., Minnen, T. Van. (2025): Dynamic model analysis of waste absorption carrying capacity values in semi-intensive shrimp ponds. Biosaintifika Journal of Biology and Biology Education, 17(3), 395–405. 10.15294/biosaintifika.v17i3.28439
- Wang, L., Wei, Y., Jiang, Z., Hong, C., Li, X., Liu, H., Hu, Q., Li, H., Li, G., Chen, K. (2025): Bubble size, mass transfer, and hydrodynamics in a self-priming aeration draft tube reactor. Chemical Engineering Research and Design, 219, 79–90. https://doi.org/10.1016/j.cherd.2025.05.049
- Widiasa, I.N., Sunaryo, S., Yudiati, E., Susanto, H., Darma, G., Khoiruddin, K., Wenten, I.G. (2025): Pond water dynamics and cultivation performance of super-intensive whiteleg shrimp (Litopenaeus vannamei) farming in membrane-based recirculating aquaculture system. Aquaculture and Fisheries, 11(4), 808-820. https://doi.org/10.1016/j.aaf.2025.11.013
- Wu, G., Liu, H., Ma, C., Xu, H., Ren, X., Sun, W. (2025): Developments and application of fish school swimming model in recirculating aquaculture systems. Ocean Engineering, 319, 120196. https://doi.org/10.1016/j.oceaneng.2024.120196
- Xiong, Z., Ma, M., Guo, Y., Sun, Y., Li, R. (2025): Effect of flow rate and dissolved oxygen distribution on aeration of the recirculating aquaculture tank. Computers and Electronics in Agriculture, 234, 110290. https://doi.org/10.1016/j.compag.2025.110290
- Yang, J., Zhou, Y., Guo, Z., Zhou, Y., Shen, Y. (2024): Deep learning-based intelligent precise aeration strategy for factory recirculating aquaculture systems. Artificial Intelligence in Agriculture, 12, 57–71. https://doi.org/10.1016/j.aiia.2024.04.001
- Yeob, S., Garcia, H. A., Lopez-vazquez, C. M., Milligan, C., Herrera, A., Matosic, M., Curko, J., Brdjanovic, D. (2020): Oxygen transfer performance of a supersaturated oxygen aeration system (SDOX) evaluated at high biomass concentrations. Process Safety and Environmental Protection, 139, 171–181. https://doi.org/10.1016/j.psep.2020.03.026
- Yu, M., Feng, Y., Ouyang, B., Wills, P.S., Tang, Y. (2026): Aquacultural Engineering Dissolved oxygen in aquaculture ponds: Causal factors, predictive modeling, and intelligent monitoring. Aquacultural Engineering, 112, 102634. https://doi.org/10.1016/j.aquaeng.2025.102634
- Zhang, J., Zhang, Y., Guo, J., Liu, Z., Cao, S., Liu, X. (2025): Hydrodynamics of large-scale recirculating aquaculture tanks equipped with paddlewheel aerators. Aquacultural Engineering, 111, 102569. https://doi.org/10.1016/j.aquaeng.2025.102569
- Zhu, Z., Pinho, S.M., Körner, O., Turchini, G.M., Lopes, I.G., Brown, P.B., Ye, Z., Zhao, J., Luo, G., Monsees, H., Keesman, K. J., Gross, A. (2026): On how to make aquaponics more circular. Bioresource Technology, 450. https://doi.org/10.1016/j.biortech.2026.134470
Language: English
Page range: 135 - 147
Submitted on: Jun 23, 2026
Accepted on: Jul 13, 2026
Published online: Sep 19, 2026
Published in print: Sep 1, 2026
Published by: University of Zagreb, Faculty of Agriculture
In partnership with: Paradigm Publishing Services
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© 2026 Heri Ariadi, Muhammad Azril, Roikhanatun Nafi’ah, Tri Yusufi Mardiana, Linayati Linayati, published by University of Zagreb, Faculty of Agriculture
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