Review of Modelling Approaches and Perspectives for Marine Fish Farming Systems

Zhongchi Liu , Sarat Chandra Mohapatra , C. Guedes Soares

Journal of Marine Science and Application ›› : 1 -20.

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Journal of Marine Science and Application ›› :1 -20. DOI: 10.1007/s11804-026-00895-6
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Review of Modelling Approaches and Perspectives for Marine Fish Farming Systems
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Abstract

This review systematically summarises the state-of-the-art modelling approaches for marine fish farming systems, encompassing experimental, numerical and analytical methods. It categorises key marine aquaculture structures, such as floating gravity cages, semi-submersible platforms, vessel-shaped cages and their inherent characteristics. Then it elaborates on core influencing parameters, including structural inherent factors and environmental parameters. Furthermore, the review identifies three major existing challenges: limitations of simplified calculation models, predominance of single-factor analysis and difficulties in establishing large-scale standardised databases for model validation and advanced algorithm application. Finally, this paper outlines prospective research directions to address these gaps, aiming to provide a comprehensive reference for optimising structural design, enhancing operational safety, and promoting the sustainable development of offshore marine aquaculture.

Keywords

Marine aquaculture structures / Structural modelling / Net-type structures / Numerical model / Analytical formulation / Mooring systems

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Zhongchi Liu, Sarat Chandra Mohapatra, C. Guedes Soares. Review of Modelling Approaches and Perspectives for Marine Fish Farming Systems. Journal of Marine Science and Application 1-20 DOI:10.1007/s11804-026-00895-6

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References

[1]

Amouzadrad P, Mohapatra SC, Guedes Soares C. Review of recent developments on the hydroelastic response and gap resonance of multi-body floating structures. Ocean Eng., 2024, 313: 119398

[2]

Amouzadrad P, Mohapatra SC, Guedes Soares C. Analytical and numerical model on the hydroelastic response of an array of moored circular offshore floating platform. Ocean Eng., 2026, 343: 123316

[3]

Aydemir O, Cheng H, Ong MC. A comparative study of two fish farm layouts under pure current conditions. Appl. Ocean Res., 2024, 148: 104025

[4]

Bai X, Xu T, Zhao Y, Dong G, Bi C. Fatigue assessment for the floating collar of a fish cage using the deterministic method in waves. Aquac. Eng., 2016, 74: 131-142

[5]

Bernardo TA, Guedes Soares C. Guedes Soares C, Santos TA. Validation of tools for the analysis of offshore aquaculture installations. Developments in Maritime Technology and Engineering, 2021, London, Taylor and Francis: 676-683

[6]

Berstad AJ, Aarsnes JV. A case study for an offshore structure for aquaculture: comparison of analysis with model testing. Proceedings of the ASME 2018 37th International Conference on Ocean, Offshore and Arctic Engineering, Madrid, Spain, 2018: V11BT12A057

[7]

Berstad AJ, Tronstad H. Guedes Soares C, Garbatov Y, Fonseca N. Response from current and regular/irregular waves on a typical polyethylene fish farm. Maritime Transportation and Exploitation of Ocean and Coastal Resources, 2005, London, Taylor & Francis Group: 1189-1196

[8]

Bi CW, Zhao YP, Dong GH, Xu TJ, Gui FK. Numerical study on wave attenuation inside and around a square array of biofouled net cages. Aquac. Eng., 2017, 78: 180-189

[9]

Boegger Industech Limited. Classification of aquaculture cages, 2022 [Accessed on Sep. 21, 2022]

[10]

Bui CM, Ho TX, Khieu LH. Numerical study of a flow over and through offshore fish cages. Ocean Eng., 2020, 201: 107140

[11]

Cha B, Lee G. Performance of a model fish cage with copper-alloy net in a circulating water channel and wave tank. Ocean Eng., 2018, 151: 290-297

[12]

Chan AT, Lee SWC. Wave characteristics past a flexible fishnet. Ocean Eng., 2001, 28(11): 1517-1529

[13]

Chen C, Wang H, Zhang X, Zhang X. Hydrodynamic interactions between the cylinder and nets of a typical offshore aquaculture structure in steady current: Numerical investigation and coupling mechanism. Mar. Struct., 2024, 97: 103657

[14]

Chen D, Wang CM, Zhang H. Examination of net volume reduction of gravity-type open-net fish cages under sea currents. Aquac. Eng., 2021, 92: 102128

[15]

Chen Y, Yang B, Chen Y. Applying a 3-D image measurement technique exploring the deformation of net cage under wave-current interaction. Ocean Eng., 2019, 173: 823-834

[16]

Cheng H, Aarsæther K, Li L, Ong M. Numerical study of a single-point mooring gravity fish cage with different deformation-suppression methods. Proceedings of the ASME 2019 38th International Conference on Ocean, Offshore and Arctic Engineering, Glasgow, UK, 2019: V006T05A006

[17]

Cheng H, Li L, Ong MC, Aarsæther KG, Sim J. Effects of mooring line breakage on dynamic responses of grid moored fish farms under pure current conditions. Ocean Eng., 2021, 237: 109638

[18]

Cheng H, Ong MC, Li L, Chen H. Development of a coupling algorithm for fluid-structure interaction analysis of submerged aquaculture nets. Ocean Eng., 2022, 243: 110208

[19]

Chu YI, Wang CM, Park JC, Lader PF. Review of cage and containment tank designs for offshore fish farming. Aquac., 2020, 519: 734928

[20]

Chu YI, Wang CM, Zhang H, Abdussamie N, Karampour H, Jeng DS, Baumeister J, Aland PA. Offshore fish farms: A review of standards and guidelines for design and analysis. J. Mar. Sci. Eng., 2023, 11: 762

[21]

Cifuentes C, Kim MH. Numerical simulation of fish nets in currents using a morison force model. Ocean Syst. Eng., 2017, 7: 143-155

[22]

Cornejo P, Guerrero N, Montes R, Quiǹones R, Sepúlveda H. Hydrodynamic effect of biofouling in fish cage aquaculture netting. Aquac., 2020, 526: 735367

[23]

Dokken J, Grue J, Karstensen LP. Wave analysis of porous geometry with linear resistance law. J. Mar. Sci. Appl., 2017, 16: 480-489

[24]

Dong G, Guo S, Bi C. Numerical study on the flow characteristics of an integrated fish cage based on the monopile offshore wind turbine foundation. Aquac. Eng., 2024, 107: 102458

[25]

Dong G, Xu T, Zhao Y, Li Y, Gui F. Numerical simulation of hydrodynamic behavior of gravity cage in irregular waves. Aquac. Eng., 2010, 42(2): 90-101

[26]

Dong GH, Hao SH, Zhao YP, Zong Z, Gui FK. Elastic responses of a flotation ring in water waves. J. Fluids Struct., 2010, 26: 176-192

[27]

Dong S, You X, Hu F. Experimental investigation on the fluid-structure interaction of a flexible net cage used to farm Pacific bluefin tuna (Thunnus orientalis). Ocean Eng., 2021, 226: 108872

[28]

Edwards P. Aquaculture environment interactions: Past, present, and likely future trends. Aquac., 2015, 447: 2-14

[29]

Endresen PC, Fore M, Fredheim A, Kristiansen D, Enerhaug B. Numerical modeling of wake effect on aquaculture nets. Proceedings of the ASME 2013 32nd International Conference on Ocean, Offshore and Arctic Engineering, Nantes, France, 2013: V003T05A027

[30]

Faltinsen OM, Shen Y. Wave and current effects on floating fish farms. J. Mar. Sci. Appl., 2018, 17(3): 284-296

[31]

Fan Z, Ma C, Xue B, Zhao Y, Liu H. An improved porous media model for simulating the flow-nets interaction. Phys. Fluids, 2024, 36(2): 023118

[32]

Fan ZQ, Liang YH, Peng ZY. Review of the research on the hydrodynamics of fishing cage nets. Ocean Eng., 2023, 276: 114192

[33]

FAO. The state of world fisheries and aquaculture 2024-Blue transformation in action, 2024, Rome, Food and Agriculture Organization of the United Nations

[34]

Fitridge I, Dempster T, Guenther J, de Nys R. The impact and control of biofouling in marine aquaculture: A review. Biofouling, 2012, 28(7): 649-669

[35]

Fore HM, Endresen PC, Norvik C, Lader P. Hydrodynamic loads on net panels with different solidities. J. Offshore Mech. Arctic Eng., 2021, 143(5): 051901

[36]

Fu S, Xu Y, Hu K, Zhang Y. Experimental investigation on hydrodynamics of floating cylinder in oscillatory and steady flows by forced oscillation test. Mar. Struct., 2013, 34: 41-55

[37]

Gansel L, Oppedal F, Birkevold J, Tuene S. Drag forces and deformation of aquaculture cages—Full-scale towing tests in the field. Aquac. Eng., 2018, 81: 46-56

[38]

Gansel LC, McClimans TA, Myrhaug D. Average flow inside and around fish cages with and without fouling in a uniform flow. J. Offshore Mech. Arctic Eng., 2012, 134(4): 041201

[39]

Gharechae A, Ketabdari MJ. Semi-analytical study on regular sea wave interaction with circular elastic floaters of aquaculture fish cages. Aquac. Eng., 2020, 91: 102125

[40]

Gharechae A, Ketabdari MJ. Semi-analytical study of wave interaction with a submerged permeable sphere applied on a spherical aquaculture cage. Ocean Eng., 2023, 272: 113839

[41]

Gharechae A, Ketabdari MJ, Kitazawa D, Li Q. Semi-analytical and experimental study on array of elastic circular floaters vertical motions in regular sea waves. Ocean Eng., 2020, 217: 107851

[42]

Guo YC, Mohapatra SC, Guedes Soares C. Review of developments in porous membranes and net-type structures for breakwaters and fish cages. Ocean Eng., 2020, 200: 107027

[43]

Gutiérrez-Romero JE, Lorente-López AJ, Zamora-Parra B. Numerical analysis of fish farm behaviour in real operational conditions. Ships Offshore Struct., 2020, 15(7): 737-752

[44]

Hou HM, Dong GH, Xu TJ. Analysis of probabilistic fatigue damage of mooring system for offshore fish cage considering long-term stochastic wave conditions. Ships Offshore Struct., 2022, 17(2): 398-409

[45]

Hou HM, Dong GH, Xu TJ, Zhao Y, Bi CW, Gui FK. Fatigue reliability analysis of mooring system for the fish cage. Appl. Ocean Res., 2018, 71: 77-89

[46]

Hou HM, Liu Y, Dong GH, Xu TJ. Reliability assessment of mooring system for fish cage considering one damaged mooring line. Ocean Eng., 2022, 257: 111626

[47]

Huang C, Tang H, Liu J. Effects of waves and currents on gravity-type cages in the open sea. Aquac. Eng., 2008, 38(2): 105-116

[48]

Huang L, Li Y, Wang G, Wang Y, Wu Q, Jia M, Wan R. An improved Morison hydrodynamics model for knotless nets based on CFD and metamodelling methods. Aquac. Eng., 2022, 96: 102220

[49]

Ito S, Kinoshia T, Bao W. Hydrodynamic behaviors of an elastic net structure. Ocean Eng., 2014, 92: 188-197

[50]

Ji J, Liu B, Zhou LL, Guedes Soares C. Experimental and numerical studies of a bottom-fixed aquaculture platform with different net configurations under wave loading. Ocean Eng., 2026, 348: 124081

[51]

Ji J, Zhou LL, Gu JH, Liu B, Guedes Soares C. Numerical evaluation on the flow field of an aquaculture vessel. Ocean Engineering, 2026, 353: 124702

[52]

Ji J, Zhou LL, Liu B, Guedes Soares C. Experimental and numerical analysis of a bottom-supported aquaculture platform in uniform flow. Ocean Eng., 2024, 311: 118859

[53]

Ji J, Zhou LL, Liu B, Guedes Soares C. Experimental and numerical investigation of a bottom-fixed net cage under regular waves. Ocean Eng., 2025, 341: 122795

[54]

Ji J, Zhou LL, Liu B, Guedes Soares C. Experimental and numerical study on the flow field of a bottom-supported net cage with double-layer fishing nets. Ocean Eng., 2025, 319: 120228

[55]

Jonsdottir KE, Klebert P, Volent Z, Alfredsen JA. Characteristic current flow through a stocked conical sea-cage with permeable lice shielding skirt. Ocean Eng., 2021, 223: 108639

[56]

Klebert P, Lader P, Gansel L, Oppedal F. Hydrodynamic interactions on net panel and aquaculture fish cages: A review. Ocean Eng., 2013, 58(4): 260-274

[57]

Klebert P, Su B. Turbulence and flow field alterations inside a fish sea cage and its wake. Appl. Ocean Res., 2020, 98: 102113

[58]

Kristiansen T, Faltinsen OM. Modelling of current loads on aquaculture net cages. J. Fluid Struct., 2012, 34: 218-235

[59]

Lader P, Dempster T, Fredheim A, Jensen S. Current induced net deformations in full-scale sea-cages for atlantic Salmon (Salmo salar). Aquac. Eng., 2008, 38(1): 52-65

[60]

Lader PF, Enerhaug B. Experimental investigation of forces and geometry of a net cage in uniform flow. IEEE Journal of Oceanic Engineering, 2005, 30(1): 79-84

[61]

Lee CW, Kim HS, Lee GH, Koo KY, Choe MY, Cha BJ, Jeong SJ. Guedes Soares C, Garbatov Y, Fonseca N. Computation modeling of the moored flexible structures. Maritime Transportation and Exploitation of Ocean and Coastal Resources, 2005, London, Taylor & Francis Group: 1239-1243

[62]

Lee CW, Kim YB, Lee GH, Choe MY, Lee MK, Koo KY. Dynamic simulation of a fish cage system subjected to currents and waves. Ocean Eng., 2008, 35(14–15): 1521-1532

[63]

Li L, Fu S, Xu Y. Nonlinear hydroelastic analysis of an aquaculture fish cage in irregular waves. Marine Struct., 2013, 34: 56-73

[64]

Li L, Fu SX, Xu YW, Wang JG, Yang JM. Dynamic responses of fish cage in waves and current. Ocean Eng., 2013, 72: 297-303

[65]

Li L, Jiang Z, Ong MC, Hu W. Design optimization of mooring system: An application to a vessel-shaped offshore fish farm. Eng. Struct., 2019, 197: 109363

[66]

Li P, Faltinsen OM. Wave induced response of an elastic circular collar of a floating fish farm. Proceedings of the 10th International Conference on Hydrodynamics, St. Petersburg, Russia, 2012: 58-64

[67]

Li Y, Zhao Y, Gui F, Teng B, Guan C. Numerical analysis of the effects of sinker weight on the hydrodynamics behaviour of gravity cage net in uniform flow. J. Hydrodyn., 2006, 18(3): 77-83

[68]

Lien E. Reinersten H, Dahle LA, Jorgensen L. Tension leg cage—A new net pen cage for fish farming. Fish Farming Technology, 2020, London, CRC Press: 251-258

[69]

Liu HF, Bi CW, Xu Z, Zhao YP. Numerical study on the flow environment for a novel design of net cage with a shielding device. Ocean Eng., 2022, 243(1): 110345

[70]

Liu HF, Huang X, Pang G, Li G, Yuan T, Hu Y, Tao Q. Numerical investigation on flow field and drag force distribution of a semi-submersible truss net cage with compartmentalization. Aquac. Eng., 2025, 111: 102551

[71]

Liu J, Guo A, Li H. Analytical solution for the linear wave diffraction by a uniform vertical cylinder with an arbitrary smooth cross-section. Ocean Eng., 2016, 126: 163-175

[72]

Liu Z, Chen Z, Guedes Soares C (2025b) Net deformation and cage volumes in towed gravity fish cages. J. Mar. Sci. Appl. https://doi.org/10.1007/s11804-025-00721-5

[73]

Liu Z, Garbatov Y, Guedes Soares C. Guedes Soares C, Santos TA. Numerical modelling of full-scale aquaculture cages under uniform flow. Developments in Maritime Technology and Engineering, 2020, London, Taylor and Francis: 705-712

[74]

Liu Z, Guedes Soares C. Experimental study of the behaviour of a circular gravity cage in linear waves. Aquac. Eng., 2022, 99: 102291

[75]

Liu Z, Guedes Soares C. Sensitivity analysis of a numerical model of the dynamics of gravity cages subjected to current and waves. Ocean Eng., 2023, 287: 115715

[76]

Liu Z, Guedes Soares C. Experimental and numerical studies on the effect of the reinforced tubes on the drag forces of a gravity cage system. Ocean Eng., 2024, 311: 118780

[77]

Liu Z, Guedes Soares C. Experimental and numerical studies on the effect of the reinforced tubes on the drag forces for a gravity cage system. Ocean Eng., 2024, 311: 118780

[78]

Liu Z, Li H, Pei Y, Guedes Soares C. Experimental investigation of towing forces on gravity cage models in calm water and regular waves. Ocean Eng., 2025, 342: 123157

[79]

Liu Z, Mohapatra SC, Guedes Soares C. Finite element analysis of the effect of currents on the dynamics of a moored flexible cylindrical net cage. J. Mar. Sci. Eng., 2021, 9(2): 159

[80]

Liu Z, Xu H, Guedes Soares C. Experimental study on the mooring forces and motions of a fish cage under regular waves. Ocean Eng., 2023, 280: 114612

[81]

Losada IJ, Losada MA, Martin FL. Experimental study of wave-induced flow in a porous structure. Coast. Eng., 1995, 27: 77-98

[82]

Lyu Z, Liu Y, Li H, Mori N. Iterative multipole solution for wave interaction with submerged partially perforated semicircular breakwater. Appl. Ocean Res., 2020, 97: 102103

[83]

Ma C, Xin L X, Xie S, Han X, Zhao YP. Hydrodynamic interactions between multi-body aquaculture platforms and nearshore random wave dynamics: A physical experiment. Ocean Eng., 2025, 342: 122944

[84]

Ma M, Zhang H, Jeng DS, Wang CM. A semi-analytical model for studying hydroelastic behaviour of a cylindrical net cage under wave action. J. Mar. Sci. Eng., 2021, 9: 1445

[85]

Ma M, Zhang H, Jeng DS, Wang CM. Hydroelastic interactions between waves and an array of submersible flexible fish cages. Ocean Eng., 2022, 266: 113035

[86]

Ma M, Zhang H, Jeng DS, Wang CM. Analytical solutions of hydroelastic interactions between waves and submerged open-net fish cage modeled as a porous cylindrical thin shell. Phy. Fluids, 2022, 34: 017104

[87]

Miao Y, Ding J, Tian C, Chen X, Fan Y. Experimental and numerical study of a semi-submersible offshore fish farm under waves. Ocean Eng., 2021, 225: 108794

[88]

Mjåtveit MA, Cheng H, Ong MC, Lee J. Comparative study of circular and square gravity-based fish cages with different dimensions under pure current conditions. Aquac. Eng., 2022, 96: 102223

[89]

Moe H, Fredheim A, Heide MA. Guedes Soares C, Garbatov Y, Fonseca N. New net cage designs to prevent tearing during handling. Maritime Transportation and Exploitation of Ocean and Coastal; Resources, 2005, London, Taylor & Francis Group: 1265-1272

[90]

Mohapatra SC, Bernardo TA, Guedes Soares C. Dynamic wave induced loads on a moored flexible cylindrical net cage with analytical and numerical model simulations. Appl. Ocean Res., 2021, 110: 102591

[91]

Mohapatra SC, Guedes Soares C. Surface gravity wave interaction with a horizontal flexible floating plate and submerged flexible porous plate. Ocean Eng., 2021, 237: 109621

[92]

Mohapatra SC, Guedes Soares C. A review of the hydroelastic theoretical models of floating porous nets and floaters for offshore aquaculture. J. Mar. Sci. Eng., 2024, 12: 1699

[93]

Mohapatra SC, Guedes Soares C. A semi-analytical model of an array of moored floating flexible offshore net cages under current loads. Ocean Eng., 2024, 291: 116309

[94]

Mohapatra SC, Guedes Soares C. Garbatov Y, Guedes Soares C. Impact of compressive force on wave diffraction by a circular elastic floater for offshore aquaculture system. Innovations in the Analysis and Design of Marine Structures, 2025, London, Taylor & Francis: 13-19

[95]

Morro B, Davidson K, Adams TP, Falconer L, Holloway M, Dale A, Aleynik D, Thies PR, Khalid F, Hardwick J, Smith H, Gillibrand PA, Planellas SR. Offshore aquaculture of finfish: Big expectations at sea. Rev. Aquac., 2022, 14: 791-815

[96]

National Fisherman. Bill Reboot: The AQUAA Act is back, 2022 [Accessed on Sep. 22, 2022]

[97]

Nobakht-Kolur F, Zeinoddini M, Ghalebi A. Hydrodynamic forces in marine-fouled floating aquaculture cages: physical modelling under irregular waves. J. Fluid Struct., 2021, 105: 103331

[98]

Nobakht-Kolur F, Zeinoddini M, Harandi MMA, Abi FA, Jadidi P. Effects of soft marine fouling on wave-induced forces in floating aquaculture cages: physical model testing under regular waves. Ocean Eng., 2021, 238: 109759

[99]

Nordlaks. Havfarm 1. NSK Ship Design, 2020 [Accessed on Nov. 13, 2025]

[100]

Park S, Zhou J, Dong S, Li Q, Yoshida T, Kitazawa D. Characteristics of the flow field inside and around a square fish cage considering the circular swimming pattern of a farmed fish school: Laboratory experiments and field observations. Ocean Eng., 2022, 261: 112097

[101]

Peng Y, Cheng T, Fu S, Xu Y, Moan T, Li H, Jiang Z, Niedzwecki JM, Wang Y (2025) Structural response and mooring dynamics of a vessel-shaped fish cage considering hydroelastic effects. Engineering. https://doi.org/10.1016/j.eng.2025.10.005

[102]

Poizot E, M’ear Y, Guillou Y, Bibeau E. High resolution characteristics of turbulence tied of a fish farm structure in a tidal environment. Appl. Ocean Res., 2021, 108: 102541

[103]

Qu X, Hu F, Kumazawa T, Takeuchi Y, Dong S, Shiode D, Tokai T. Deformation and drag force of model square fish cages in a uniform flow. Ocean Eng., 2019, 171: 619-624

[104]

Refamed. TLC Systems, 2022 [Accessed on Sep. 22, 2022]

[105]

Ristolainen A, Piho L, Kruusmaa M. Feasibility study on distributed flow sensing with inertial sensors in aquaculture fish cages. Aquac. Eng., 2022, 98: 102271

[106]

Shaik AS, Thuvanismail N, Vijayakumar M, Kumar P. Numerical investigation on different configurations of offshore fish cages in submerged conditions subjected to regular waves. J. Mar. Sci. Appl., 2023, 22: 445-455

[107]

Shen Y, Firoozkoohi R, Greco M, Faltinsen OM. Comparative investigation: Closed versus semi-closed vertical cylinder-shaped fish cage in waves. Ocean Eng., 2022, 245: 110397

[108]

Shen Y, Firoozkoohi Y, Greco M, Faltinsen OM. Experimental investigation of a closed vertical cylinder-shaped fish cage in waves. Ocean Eng., 2021, 236: 109444

[109]

Strand IM, Faltinsen OM. Linear wave response of a 2D closed flexible fish cage. J. Fluids Struct., 2019, 87: 58-83

[110]

Su W, Zhan JM, Huang H. Wave interactions with a porous and flexible cylindrical fish cage. Procedia. Eng., 2015, 126: 254-259

[111]

Sun Z, Li H, Zhou S, Guoqing Feng G. Calculating the structural responses of aquaculture tanks by considering the effects of corrosion and tank sloshing. J. Mar. Sci. Appl., 2024, 23: 249-260

[112]

Sunaryo, Syahrihaddin A, Imfianto PS. Solar energy for a traditional coastal fishing platform. J. Mar. Sci. Appl., 2019, 18: 366-371

[113]

Tian C, Cao S, Cui M, Wang L, Xu Z. Identification of the dynamic response of an aquaculture cage system with and without biofouling using experimental irregular time-series data. Ocean Eng., 2025, 342: 123132

[114]

Tsukrov I, Eroshkin O, Fredriksson D, Swift MR, Celikkol B. Finite element modeling of net panels using a consistent net element. Ocean Eng., 2002, 30: 251-270

[115]

Tu G, Liu H, Ru Z, Shao D, Yang W, Sun T, Wang H, Gao Y. Numerical analysis of the flows around fishing plane nets using the lattice Boltzmann method. Ocean Eng., 2020, 214: 107623

[116]

Tu Z, Zhu R, Zhang C, Hu J, Chen Y, Liu H, Li C. Study on hydrodynamic characteristics of the cylinder-net structure for offshore wind turbine integrated aquaculture cage using the net grouping method. Ocean Eng., 2025, 335: 121719

[117]

Wang G, Martin T, Huang L, Bihs H. Numerical investigation of the hydrodynamics of a submersible steel-frame offshore fish farm in regular waves using CFD. Ocean Eng., 2022, 256: 111528

[118]

Wang H, Gu S, Ma G, Huang W, Sun Y, Du Z. Dynamic performance analysis of grid mooring system for gravity cages. Ships Offshore Struct., 2025, 20(8): 1143-1160

[119]

Wang Z, Niu S, Cui C, Gu T, Hu F, Feng D, Qu X. Evaluation of a novel design of floating net cage with hybrid side and bottom nets in current. Appl. Ocean Res., 2025, 158: 104563

[120]

Xie W, Liang Z, Jiang Z, Zhen Y. The coupled vibrations of a rectangular frame and a flexible net subjected to waves and currents. Aquac. Eng., 2024, 107: 102465

[121]

Xu L, Li P, Qin H, Xu Z. Numerical studies on wake and turbulence characteristics of aquaculture nets. Front. Mar. Sci., 2022, 9: 1055873

[122]

Xu TJ, Dong GH, Li YC, Guo WJ. Numerical study of a self-submersible single-point mooring gravity cage in combined wave-current flow. Appl. Ocean Res., 2014, 48: 66-79

[123]

Xu TJ, Dong GH, Zhao YP, Li YC, Gui FK. Numerical investigation of the hydrodynamic behaviors of multiple net cages in waves. Aquac. Eng., 2012, 48: 6-18

[124]

Xu TJ, Zhao YP, Dong GH, Li YC, Gui FK. Analysis of hydrodynamic behaviors of multiple net cages in combined wave-current flow. J. Fluid Struct., 2013, 39: 222-236

[125]

Xu Z, Qin H. Fluid-structure interactions of cage based aquaculture: From structures to organisms. Ocean Eng., 2020, 217: 107961

[126]

Yang C, Hu A, Wu D, Bai X, Johanning L. Big multi-step motion and mooring load forecasting of fish cage using a novel hybrid model based on Bi-SLSTM neural network. Aquac. Eng., 2025, 111: 102601

[127]

Yang C, Hu A, Zhang H, Chen H. Numerical study on flow characteristics, hydrodynamics, and structural response of an integrated aquaculture platform with WECs and wind turbine. Ocean Eng., 2026, 343: 123423

[128]

Yang C, Yuan H, Bai X, Hao Z, Sun Y, Wu D, Johanning L. Numerical investigations on fluid characteristics around the bottom-fixed aquacultural farm. Ocean Eng., 2022, 266: 112689

[129]

Yao Y, Chen Y, Zhou H, Yang H. Numerical modeling of current loads on a net cage considering fluid-structure interaction. J. Fluid Struct., 2016, 62: 350-366

[130]

Yu S, Qin H, Li P, Gong F. Impact of the biological fouling on the hydrodynamic characteristics of nets under different current and attack angle conditions. Aquac. Eng., 2024, 106: 102416

[131]

Zhan JM, Jia XP, Li YS, Sun MG, Guo GX, Hu YZ. Analytical and experimental investigation of drag on nets of fish cages. Aquac. Eng., 2006, 35: 91-101

[132]

Zhang B, Fu Y, Wang H, Wang X. A novel wave-moored porous structure interaction framework for assessment of hydrodynamic behavior of aquaculture platforms. Ocean Eng., 2025, 330: 121238

[133]

Zhang D, Bai Y, Guedes Soares C. Dynamic analysis of an array of semi-rigid “sea station” fish cages subjected to waves. Aquac. Eng., 2021, 94: 102172

[134]

Zhang S, Zheng XY, Liu Y, Jiang Y, Lei Y, Zhang X, Shi W. Nonlinear dynamic responses of a novel floating semi-submersible wind-solar-aquaculture hybrid system: An experimental study. Mar. Struct., 2025, 104: 103881

[135]

Zhang Y, Guo J, Liu Q, Huang W, Bi C, Zhao Y, Li S. Storm damage risk assessment for offshore cage culture. Aquac. Eng., 2021, 95: 102198

[136]

Zhang YM, Bi CW, He SY, Huang LY. Numerical analysis of the hydrodynamic response of an aquaculture-cage group in offshore wind farm. Ocean Eng., 2024, 309: 118404

[137]

Zhao H, Hu Y, Bi C, Li X. Numerical study on hydrodynamic behaviors of and flow field around UHMWPE plane nets. Aquac. Eng., 2024, 106: 102397

[138]

Zhao Y, Liu H, Bi C, Cui Y, Guan C. Numerical study on the flow field inside and around a semi-submersible aquaculture platform. Appl. Ocean Res., 2021, 115: 102824

[139]

Zhao YP, Bi CW, Chen CP, Li YC, Dong GH. Experimental study on flow velocity and mooring loads for multiple net cages in steady current. Aquac. Eng., 2015, 67: 24-31

[140]

Zhao YP, Li YC, Dong GH, Gui FK, Teng B. Numerical simulation of the effects of structure size ratio and mesh type on three-dimensional deformation of the fishing-net gravity cage in current. Aquac. Eng., 2007, 36(3): 285-301

[141]

Zhao YP, LI YC, Gui FK, Dong GH. Numerical simulation of the effects of weight system on the hydrodynamic behavior of 3-D net of gravity cage in current. J. Hydrodyn., 2007, 19(4): 442-452

[142]

Zheng S, Zhang Y, Liu Y, Iglesias G. Wave radiation from multiple cylinders of arbitrary cross sections. Ocean Eng., 2019, 184: 11-22

[143]

Zhou XW, Bi CW, Huang LY, Zhang YM, Zhou YX, Pang W. Numerical study on the flow fields inside and around a submersible truss-type aquaculture cage. Aquac. Eng., 2026, 112: 102655

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