THE PROBLEM OF MULTI-PARAMETER DATA FLOW MANAGEMENT IN WASTEWATER MONITORING OF LIVESTOCK COMPLEXES
Keywords:
wastewater, sensor data, multi-parameter data flow, optimization model, treatment efficiency, information system, livestock complexAbstract
This paper addresses the problem of managing multi-parameter data flows in monitoring and treatment of livestock wastewater based on sensor measurements. A sensor network was deployed to collect key water quality parameters, and the data were analyzed using mathematical modeling. Differential equations were employed to describe the treatment dynamics, efficiency indices were applied for performance evaluation, and an optimization function was developed. The results demonstrated high removal efficiency for COD, BOD, ammonium, and antibiotic residues. The proposed information system architecture enables real-time monitoring and control, contributing to improved ecological safety in livestock complexes.
References
M. Khmaissa, H. Zouari-Mechichi, G. Sciara, E. Record, and T. Mechichi, “Pollution from livestock farming antibiotics an emerging environmental and human health concern: A review,” J. Hazard. Mater. Adv., vol. 13, p. 100410, Feb. 2024, doi: 10.1016/j.hazadv.2024.100410.
A. Checcucci et al., “Exploring the Animal Waste Resistome: The Spread of Antimicrobial Resistance Genes Through the Use of Livestock Manure,” Front. Microbiol., vol. 11, p. 1416, July 2020, doi: 10.3389/fmicb.2020.01416.
I. Yaroshenko et al., “Real-Time Water Quality Monitoring with Chemical Sensors,” Sensors, vol. 20, no. 12, p. 3432, June 2020, doi: 10.3390/s20123432.
I. Ajtai et al., “Wastewater Impact on Surface Water Quality and Suitability of Water Reuse in Agriculture Using a Comprehensive Methodology Based on PCA and Specific Indices,” Water, vol. 17, no. 13, p. 2011, July 2025, doi: 10.3390/w17132011.
J. L. Mawdsley, R. D. Bardgett, R. J. Merry, B. F. Pain, and M. K. Theodorou, “Pathogens in livestock waste, their potential for movement through soil and environmental pollution,” Appl. Soil Ecol., vol. 2, no. 1, pp. 1–15, Mar. 1995, doi: 10.1016/0929-1393(94)00039-A.
A. B. Abdullahi, A. R. Siregar, W. Pakiding, and Mahyuddin, “The analysis of BOD (Biological Oxygen Demand) and COD (Chemical Oxygen Demand) contents in the water of around laying chicken farm,” IOP Conf. Ser. Earth Environ. Sci., vol. 788, no. 1, p. 012155, June 2021, doi: 10.1088/1755-1315/788/1/012155.
P. Samanta, H. Horn, and F. Saravia, “Impact of Livestock Farming on Nitrogen Pollution and the Corresponding Energy Demand for Zero Liquid Discharge,” Water, vol. 14, no. 8, p. 1278, Apr. 2022, doi: 10.3390/w14081278.
R. Altaf et al., “Phosphorus removal and recovery from livestock wastewater by using modified zirconium‑lanthanum magnetite,” J. Water Process Eng., vol. 71, p. 107385, Mar. 2025, doi: 10.1016/j.jwpe.2025.107385.
S. Gupta, S. Sireesha, I. Sreedhar, C. M. Patel, and K. L. Anitha, “Latest trends in heavy metal removal from wastewater by biochar based sorbents,” J. Water Process Eng., vol. 38, p. 101561, Dec. 2020, doi: 10.1016/j.jwpe.2020.101561.
F. Huang, Y. Hong, C. Mo, P. Huang, X. Liao, and Y. Yang, “Removal of antibiotic resistance genes during livestock wastewater treatment processes: Review and prospects,” Front. Vet. Sci., vol. 9, p. 1054316, Dec. 2022, doi: 10.3389/fvets.2022.1054316.
C. Uluseker et al., “A Review on Occurrence and Spread of Antibiotic Resistance in Wastewaters and in Wastewater Treatment Plants: Mechanisms and Perspectives,” Front. Microbiol., vol. 12, p. 717809, Oct. 2021, doi: 10.3389/fmicb.2021.717809.
R. Huang et al., “Assessment of veterinary antibiotics from animal manure-amended soil to growing alfalfa, alfalfa silage, and milk,” Ecotoxicol. Environ. Saf., vol. 224, p. 112699, Nov. 2021, doi: 10.1016/j.ecoenv.2021.112699.
R. L. Knight, V. W. E. Payne, R. E. Borer, R. A. Clarke, and J. H. Pries, “Constructed wetlands for livestock wastewater management,” Ecol. Eng., vol. 15, no. 1–2, pp. 41–55, June 2000, doi: 10.1016/S0925-8574(99)00034-8.
Z. Lin, M. Li, P. Yan, J. Zhang, H. Xie, and H. Wu, “Constructed wetlands for wastewater treatment and reuse: Two decades of experience from China,” Environ. Res., vol. 279, p. 121781, Aug. 2025, doi: 10.1016/j.envres.2025.121781.
Y. Park, S. Kim, J. Kim, S. Khan, and C. Han, “UV/TiO2 Photocatalysis as an Efficient Livestock Wastewater Quaternary Treatment for Antibiotics Removal,” Water, vol. 14, no. 6, p. 958, Mar. 2022, doi: 10.3390/w14060958.
“ПФ-6024-сон 10.07.2020. Ўзбекистон Республикаси сув хўжалигини ривожлантиришнинг 2020–2030 йилларга мўлжалланган концепциясини тасдиқлаш тўғрисида.” Accessed: Sept. 26, 2025. [Online]. Available: https://lex.uz/uz/docs/4892953
E. T. De Camargo et al., “Low-Cost Water Quality Sensors for IoT: A Systematic Review,” Sensors, vol. 23, no. 9, p. 4424, Apr. 2023, doi: 10.3390/s23094424.
A. U. Alam, D. Clyne, and M. J. Deen, “A Low-Cost Multi-Parameter Water Quality Monitoring System,” Sensors, vol. 21, no. 11, p. 3775, May 2021, doi: 10.3390/s21113775.
P. Rekha, K. Sumathi, S. Samyuktha, A. Saranya, G. Tharunya, and R. Prabha, “Sensor Based Waste Water Monitoring for Agriculture Using IoT,” in 2020 6th International Conference on Advanced Computing and Communication Systems (ICACCS), Coimbatore, India: IEEE, Mar. 2020, pp. 436–439. doi: 10.1109/ICACCS48705.2020.9074292.
J. Ophir Isaac, “IOT - LIVESTOCK MONITORING AND MANAGEMENT SYSTEM,” Int. J. Eng. Appl. Sci. Technol., vol. 5, no. 9, Jan. 2021, doi: 10.33564/IJEAST.2021.v05i09.042.
F. M. Tangorra, E. Buoio, A. Calcante, A. Bassi, and A. Costa, “Internet of Things (IoT): Sensors Application in Dairy Cattle Farming,” Animals, vol. 14, no. 21, p. 3071, Oct. 2024, doi: 10.3390/ani14213071.
Axram Nishanov, Batirbek Samandarov, Dawranbek Joldasbaev, and Go’zal Gulmirzaeva, “IoT QURILMALARDA MA’LUMOT UZATISH JARAYONLARINI ADAPTIV BOSHQARISH ALGORITMI,” Mar. 2025, doi: 10.5281/ZENODO.15071148.
P. Wongburi and J. K. Park, “Big Data Analytics from a Wastewater Treatment Plant,” Sustainability, vol. 13, no. 22, p. 12383, Nov. 2021, doi: 10.3390/su132212383.
B. Samandarov and B. Geldibayev, “Development of a database of the livestock complex monitoring system using RFID devices,” presented at the INTERNATIONAL SCIENTIFIC AND PRACTICAL CONFERENCE ON ACTUAL PROBLEMS OF MATHEMATICAL MODELING AND INFORMATION TECHNOLOGY, Nukus, Uzbekistan, 2024, p. 040003. doi: 10.1063/5.0210270.
D. Velásquez et al., “EDAR 4.0: Machine Learning and Visual Analytics for Wastewater Management,” Sustainability, vol. 16, no. 9, p. 3578, Apr. 2024, doi: 10.3390/su16093578.
G. B. Y. Samandarov Batirbek Satimovich1, “CHORVA KOMPLEKSLARIDA MA’LUMOTLAR OQIMIGA ISHLOV BERISHNING ARXITEKTURAVIY TEXNOLOGIYALARI TAHLILI,” Apr. 2023, doi: 10.5281/ZENODO.7856464.
H. Lin et al., “Designing a novel Ti3C2 MXene-bridged Z-scheme photocatalyst for effective H2 generation and removal of non-biodegradable norfloxacin: Optimization and mechanism insights,” J. Alloys Compd., vol. 1031, p. 181029, June 2025, doi: 10.1016/j.jallcom.2025.181029.
M. Bashir, S. Abu Amr, S. Q. Aziz, C. Ng, and S. Sethupathi, “Wastewater Treatment Processes Optimization Using Response Surface Methodology (RSM) Compared with Conventional Methods: Review and Comparative Study,” Middle East J. Sci. Res., vol. 23, pp. 244–252, Feb. 2015.
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