Page 84 - AJWEP-22-5

Jun, et al.

Availability of data 2025;273(9):123012.
doi: 10.1016/j.watres.2024.123012
Data corresponding to this study are available from the 12. Jiang Y, Zhang L, Wang C, et al. Multi-step prediction of
corresponding author upon reasonable request. dissolved oxygen in fish pond aquaculture using feature
reconstruction-based deep neural network. Comput
References Electron Agric. 2025;232(14):109997.
doi: 10.1016/j.compag.2025.109997
1. Yang J, Chen TS, Sun Q, Huang BY, Ren SJ. The impact 13. Ji X, Shang X, Dahlgren RA, Zhang M. Prediction
of dissolved oxygen concentration in hypoxic river
of Urban development upon the quality of drinking water systems using support vector machine: A case study of
sources: Evidence from China. IOP Conf Ser Earth Wen-Rui Tang River, China. Environ Sci Pollut Res.
Environ Sci. 2020;508(1):e012072.
doi: 10.1088/1755-1315/508/1/012072 2017;24(19):16062-16076.
doi: 10.1007/s11356-017-9243-7
2. Liu Z, Ying J, He C, et al. Scarcity and quality risks 14. Khan UT, Valeo C. A new fuzzy linear regression
for future global Urban water supply. Landsc Ecol. approach for dissolved oxygen prediction. Hydrol Sci J.
2024;39(10):1-17.
doi: 10.1007/s10980-024-01832-0 2015;60(6):1096-1119.
doi: 10.1080/02626667.2014.900558
3. Ali B, Anuska, Mishra A. Effects of dissolved oxygen 15. Wu J, Li Z, Zhu L, Li G, Niu B, Peng F. Optimized BP
concentration on freshwater fish: A review. Int J Fish neural network for dissolved oxygen prediction. IFAC-
Aquat Stud. 2022;10(4):113-127. PapersOnLine. 2018;51(17):596-601.
doi: 10.22271/fish.2022.v10.i4b.2693 doi: 10.1016/j.ifacol.2018.08.132
4. Liu W, Lin S, Li X, et al. Analysis of dissolved oxygen 16. Malek S, Mosleh MA, Syed SM. Dissolved oxygen
influencing factors and concentration prediction using prediction using support vector machine. Int J Comput
input variable selection technique: A hybrid machine Inform Syst Control Eng. 2014;8(1):46-50.
learning approach. J Environ Manage. 2024;357:120777. 17. Tan W, Zhang J, Liu X, et al. dissolved oxygen
doi: 10.1016/j.jenvman.2024.120777 prediction based on PCA-LSTM. J Phys Conf Ser.
5. Hu Y, Liu C, Wollheim WM. Prediction of riverine daily 2022;2337(1):012012.
minimum dissolved oxygen concentrations using hybrid doi: 10.1088/1742-6596/2337/1/012012
deep learning and routine hydrometeorological data. Sci 18. Hao Z. Research on prediction algorithm of dissolved
Total Environ. 2024;918:170383. oxygen in aquatic products based on improved lstm
doi: 10.1016/j.scitotenv.2024.170383 algorithm. 2024 IEEE 3 Int Conf Electr Eng Big Data
rd
6. Doroudi S, Kheyruri Y, Sharafati A, Hameed AS. Algorithms(EEBDA). 2024:86-90.
Enhancing prediction of dissolved oxygen over Santa doi: 10.1109/EEBDA60612.2024.10485663
Margarita River: Long short-term memory incorporated 19. Gandh DR, Harigovindan VP, Rasheed Abdul Haq KP,
with multi-objective observer-teacher-learner Bhide A. Attention-driven LSTM and GRU deep learning
optimization. J Water Process Eng. 2025;70:106969. techniques for precise water quality prediction in smart
doi: 10.1016/j.jwpe.2025.106969 aquaculture. Aquac Int. 2024;32(6):8455-8478.
7. Lindemann B, Müller T, Vietz H, Jazdi N, Weyrich M. doi: 10.1007/s10499-024-01574-5
A survey on long short-term memory networks for time 20. Lee SY, Jeong DY, Choi J, Jo SK, Park DH, Kim JG.
series prediction. Procedia CIRP. 2021;99(2):650-655. LSTM model to predict missing data of dissolved
doi: 10.1016/j.procir.2021.03.088 oxygen in land-based aquaculture farm. ETRI J.
8. Hikmat Haji S, Mohsin Abdulazeez A. Comparison 2024;46(6):1047-1060.
of optimization techniques based on gradient doi: 10.4218/etrij.2023-0337
descent algorithm: A review. J Archaeol Egypt. 21. Shuai M, Tian H. Long short term memory based on
2021;18(4):2715-2743. differential evolution in passenger flow forecasting. J
9. Dozat T. Incorporating nesterov momentum into Adam. Simul. 2019;7(1):17-21.
ICLR Work. 2016;1:1-4. 22. Peng L, Liu S, Liu R, Wang L. Effective long short-
10. Yu Y, Gao S, Wang Y, Todo Y. Global optimum-based term memory with differential evolution algorithm for
search differential evolution. IEEE/CAA J Autom Sin. electricity price prediction. Energy. 2018;162:1301-1314.
2019;6(2):379-394. doi: 10.1016/j.energy.2018.05.052
doi: 10.1109/JAS.2019.1911378 23. Storn RM, Price K. Differential evolution - A simple and
11. Ren X, Xu Z, Chu W, et al. The discharge of chlorinated efficient heuristic for global optimization over continuous
effluent from wastewater treatment plants enhances spaces. Australas Plant Pathol. 2009;38(3):284-287.
dissolved oxygen in the receiving river: From 24. Deng W, Shang S, Cai X, Zhao H, Song Y, Xu J. An
laboratory study to practical application. Water Res. improved differential evolution algorithm and its

Volume 22 Issue 5 (2025) 78 doi: 10.36922/AJWEP025210165