Microplastic Accumulation and Risk Assessment in Closed Biofloc Aquaculture: Integrating Biofloc Engineering with Artificial Neural Networks (ANN) Modeling

Andrady, A. L. (2011). Microplastics in the marine environment. Marine Pollution Bulletin, 62(8), 1596–1605.
Andrady, A. L. (2017). The plastic in microplastics: A review. Marine Pollution Bulletin, 119(1), 12–22. 
Avio, C. G., Gorbi, S., & Regoli, F. (2017). Plastics and microplastics in the oceans: From emerging pollutants to emerged threat. Marine Environmental Research, 128, 2–11. 
Avnimelech, Y. (2015). Biofloc technology: A practical guide book (2nd ed.). The World Aquaculture Society.
Chae, Y., & An, Y. J. (2018). Current research trends on plastic pollution and ecological impacts on the soil ecosystem: A review. Environmental Pollution, 240, 387–395. 
Cole, M., Lindeque, P., Halsband, C., & Galloway, T. S. (2011). Microplastics as contaminants in the marine environment: A review. Marine Pollution Bulletin, 62(12), 2588–2597. 
Crab, R., Defoirdt, T., Bossier, P., & Verstraete, W. (2012). Biofloc technology in aquaculture: Beneficial effects and future challenges. Aquaculture, 356–357, 351–356. 
Dauda, A. B., Ajadi, A., Tola-Fabunmi, A. S., & Akinwole, A. O. (2019). Waste production in aquaculture: Sources, components and managements in different culture systems. Aquaculture and Fisheries, 4(3), 81–88. 
de Sá, L. C., Oliveira, M., Ribeiro, F., Rocha, T. L., & Futter, M. N. (2018). Studies of the effects of microplastics on aquatic organisms: What do we know and where should we focus our efforts in the future? Science of the Total Environment, 645, 1029–1039. 
De Schryver, P., Crab, R., Defoirdt, T., Boon, N., & Verstraete, W. (2008b). The basics of bio-flocs technology: The added value for aquaculture. Aquaculture, 277(3–4), 125–137. 
Deswati, D., Zein, R., Suparno, S., & Pardi, H. (2023a). Modified biofloc technology and its effects on water quality and growth of catfish. Separation Science and Technology (Philadelphia), 58(5), 944–960. 
Deswati, Zein, R., Dwisani, R., Fitri, W. E., & Putra, A. (2023b). Biofloc-based catfish cultivation and its effect on the dynamics of water quality. AACL Bioflux, 16(6), 3123–3137.
Deswati, D., Tetra, O. N., Hayati, M., Putra, A., Fitri, W. E., Suparno, S., & Pardi, H. (2023c). Preliminary detection of microplastics in surface water of Maninjau Lake in Agam, Indonesia. AACL Bioflux, 16(5), 2601–2614.
Deswati, D., Zein, R., Bunda, I. P., Putra, A., & Suparno, S. (2024). Preliminary Study of Reduction of Microplastics Contained in Salt Produced in Padang, Indonesia. Pollution, 10(1), 90–103. 
Dussud, C., Meistertzheim, A. L., Conan, P., Pujo-Pay, M., George, M., Fabre, P., Coudane, J., Higgs, P., Elineau, A., Pedrotti, M. L., Gorsky, G., & Ghiglione, J. F. (2018). Evidence of niche partitioning among bacteria living on plastics, organic particles and surrounding seawaters. Environmental Pollution, 236, 807–816. 
Enfrin, M., Dumée, L. F., & Lee, J. (2019). Nano/microplastics in water and wastewater treatment processes – Origin, impact and potential solutions. Water Research, 161, 621–638. 
Galloway, T. S., Cole, M., & Lewis, C. (2017). Interactions of microplastic debris throughout the marine ecosystem. Nature Ecology & Evolution, 1(5), 0116. 
Geyer, R., Jambeck, J. R., & Law, K. L. (2017). Production, use, and fate of all plastics ever made. Science Advances, 37, 1700782. 
Gharbani, P., Moghaddas, N. H., & Sabour, M. R. (2022). Application of artificial neural networks (ANNs) in environmental engineering: A review. Journal of Environmental Management, 320, 115834. 
Gong, Y., Li, W., & Xu, H. (2023). Photodegradation behavior and fragmentation mechanisms of polyethylene microplastics in aquatic environments. Journal of Hazardous Materials, 441, 129907. 
Gorokhova, E. (2021). Effects of microplastics on aquatic invertebrates: The role of particle size and concentration. Environmental Science & Technology, 55(1), 250–261. 
Hidalgo-Ruz, V., Gutow, L., Thompson, R. C., & Thiel, M. (2012). Microplastics in the marine environment: A review of the methods used for identification and quantification. Environmental Science & Technology, 46(6), 3060–3075. 
Horton, A. A., Walton, A., Spurgeon, D. J., Lahive, E., & Svendsen, C. (2018). Microplastics in freshwater and terrestrial environments: Evaluating the current understanding to identify the knowledge gaps and future research priorities. Science of the Total Environment, 586, 127–141. 
Hossain, M. S., Sarker, S., Khan, M. Z. H., Chowdhury, M. A. M., & Rahman, M. Z. (2021). Microplastic contamination in aquaculture systems and its ecological implications: A review. Environmental Pollution, 277, 116795. 
Hüffer, T., & Hofmann, T. (2016). Sorption of non-polar organic compounds by micro-sized plastic particles in aqueous solution. Environmental Pollution, 214, 194–201. 
Jambeck, J. R., Geyer, R., Wilcox, C., Siegler, T. R., Perryman, M., Andrady, A., & Law, K. L. (2015). Plastic waste inputs from land into the ocean. Science, 347(6223), 768–771. 
Koelmans, A. A., Besseling, E., & Foekema, E. M. (2016). Leaching of plastic additives to marine organisms. Environmental Pollution, 212, 221–229. 
Lebreton, L. C. M., & Andrady, A. (2019). Future scenarios of global plastic waste generation and disposal. Palgrave Communications, 5(6). 
Li, J., Liu, H., & Chen, J. (2021). Microplastics in freshwater systems: Occurrence, environmental effects, and detection methods: A review. Water Research, 187, 116379. 
Li, Tse, H. F., & Fok, L. (2020a). Plastic waste in the marine environment: A review of sources, occurrence and effects. Science of the Total Environment, 566–567, 333–349. 
Li, J., Liu, H., & Chen, J. P. (2020b). Microplastics in freshwater systems: A review on occurrence, environmental effects, and methods for microplastics detection. Water Research, 137, 362–374. 
Li, J., Lusher, A. L., Rotchell, J. M., Deudero, S., Turra, A., Bråte, I. L. N., Sun, C., Hossain, M. S., Li, Q., Kolandhasamy, P., & Shi, H. (2018). Using mussel as a global bioindicator of coastal microplastic pollution. Environmental Pollution, 244, 522–533. 
Lusher, A. L., Welden, N. A., Sobral, P., & Cole, M. (2017). Sampling, isolating and identifying microplastics ingested by fish and invertebrates. Analytical Methods, 9(9), 1346–1360. 
Lv, Xd., Ng, Q., Zuo, Z., Liu, Y., Huang, X., & Wu, W. M. (2019). Microplastics in a municipal wastewater treatment plant: Fate, dynamic distribution, removal efficiencies, and control strategies. Journal of Cleaner Production, 225, 579–586. 
Martínez-Porchas, M., & Vargas-Albores, F. (2017). Microbial metagenomics in aquaculture: A potential tool for a deeper insight into the activity. Reviews in Aquaculture, 9(1), 42–56.
Masura, J., Baker, J., Foster, G., & Arthur, C. (2015). Laboratory methods for the analysis of microplastics in the marine environment: Recommendations for quantifying synthetic particles in waters and sediments. NOAA Technical Memorandum NOS-OR&R-48. National Oceanic and Atmospheric Administration.
Mohammadi, M., Mirzaei, M., & Ebrahimi, M. (2021). Artificial neural networks in aquaculture: Applications, opportunities, and challenges. Aquaculture International, 29(4), 1565–1583. 
Murphy, F., Ewins, C., Carbonnier, F., & Quinn, B. (2016). Wastewater treatment works (WWTW) as a source of microplastics in the aquatic environment. Environmental Science & Technology, 50(11), 5800–5808. 
Pittura, L., Avio, C. G., Giuliani, M. E., D’Errico, G., Keiter, S. H., Cormier, B., & Regoli, F. (2018). Microplastics as vehicles of environmental PAHs to marine organisms: Combined chemical and physical hazards to the Mediterranean mussels Mytilus galloprovincialis. Frontiers in Marine Science, 5, 103. 
Prata, J. C., da Costa, J. P., Lopes, I., Duarte, A. C., & Rocha-Santos, T. (2020). Environmental exposure to microplastics: An overview on possible human health effects. Science of the Total Environment, 702, 134455. 
Qi, R., Jones, D. L., Li, Z., Liu, Q., & Yan, C. (2021). Behavior of microplastics and plastic-associated chemicals in the soil environment: A critical review. Science of the Total Environment, 733, 139403. 
Rochman, C. M., Browne, M. A., Underwood, A. J., Franeker, J. A., Thompson, R. C., & Amaral-Zettler, L. A. (2015). The ecological impacts of marine debris: Unraveling the demonstrated evidence from what is perceived. Ecology, 96(2), 302–312. 
Smith, M., Love, D. C., Rochman, C. M., & Neff, R. A. (2018). Microplastics in seafood and the implications for human health. Current Environmental Health Reports, 5(3), 375–386. 
Sun, J., Dai, X., Wang, Q., & Ni, B. J. (2019). Accumulation and ecological effects of microplastic fibers in biofloc systems. Environmental Science & Technology, 53(24), 14015–14023. 
Suparno, S., Deswati, D., Fitri, W. E., Pardi, H., & Putra, A. (2024). Microplastics in the Water of Batang Anai Estuary, Padang Pariaman Regency, Indonesia: Assessing Effects on Riverine Plastic Load in the Marine Environment. Environment and Natural Resources Journal, 22(1), 55–64.
Syranidou, E., Karkanorachaki, K., Amorotti, F., Franchini, M., Repouskou, E., Kaliva, M., Vamvakaki, M., Gkini, O. A., & Kalogerakis, N. (2017). Biodegradation of mixture of plastic films by tailored marine consortia. Journal of Hazardous Materials, 358, 310–318. 
Tiwari, A., Rathod, N., Ajmal, P. Y., & Bhosle, N. B. (2020). Microbial communities associated with microplastics in the environment: Ecological significance and health hazards. Environmental Science and Pollution Research, 27(36), 44937–44956. 
Wang, J., Tan, Z., Peng, J., Qiu, Q., & Li, M. (2019). The behaviors of microplastics in the marine environment. Marine Environmental Research, 142, 1–14. 
Wang, Z., Xu, E. G., & Zhang, X. (2024). Removal and transformation of microplastics in integrated aquaculture systems. Journal of Hazardous Materials, 468, 133207. 
Wright, S. L., Thompson, R. C., & Galloway, T. S. (2013). The physical impacts of microplastics on marine organisms: A review. Environmental Pollution, 178, 483–492. 
Wu, D., & Wang, J. (2023). Health risk assessment of microplastics in aquatic food webs: Current progress and future perspectives. Science of the Total Environment, 857, 159461. 
Wu, P., Tang, Y., Dang, M., Wang, S., Jin, H., & Liu, Y. (2023). Mechanisms of polyethylene microplastic retention in aquatic aggregates. Water Research, 229, 119378. 
Xiong, X., Wu, C., Elser, J. J., Mei, Z., & Hao, Y. (2022). Biofloc technology: A promising tool to mitigate microplastic pollution in aquaculture systems. Aquaculture, 547, 737482. 
Yoshida, S., Hiraga, K., Takehana, T., Taniguchi, I., Yamaji, H., Maeda, Y., & Oda, K. (2016). A bacterium that degrades and assimilates poly(ethylene terephthalate). Science, 351(6278), 1196–1199. 
Yuan, J., Ma, J., Sun, Y., Zhou, T., Zhao, Y., & Yu, F. (2022). Microbial degradation and valorization of polyethylene. Science of the Total Environment, 851, 158055. 
Yuan, W., Chen, X., & Wang, H. (2019). Identification of microplastics in marine sediments by FTIR and Raman spectroscopy. Marine Pollution Bulletin, 138, 11–18. 
Zettler, E. R., Mincer, T. J., & Amaral-Zettler, L. A. (2013). Life in the “plastisphere”: Microbial communities on plastic marine debris. Environmental Science & Technology, 47(13), 7137–7146. 
Zhao, S., Zhu, L., & Li, D. (2023). Interaction of microplastics with suspended particles and biofilms in aquatic environments: Implications for aggregation and removal. Water Research, 228, 119327. 
Zhao, S., Zhu, L., Wang, T., & Li, D. (2020). Microplastic pollution in inland waters of China: A review. Science of The Total Environment, 713, 136425.