METHOD FOR CALCULATION OF DISPERSIONS OF DEPENDENT VARIABLES OF A STOCHASTIC MODEL OF QUASI-STATIONARY OPERATING MODES OF THE MAIN WATER PIPELINE

Authors

DOI:

https://doi.org/10.30837/ITSSI.2022.22.058

Keywords:

stochastic model, dispersion, main water conduit, quasi-stationary regime, deterministic equivalent

Abstract

The subject of research in the article is a stochastic model of quasi-stationary modes of operation of water supply and distribution systems, which adequately describes the actual operating modes of the water supply system for a given time interval and can be used as a basic model for setting and solving problems of optimal stochastic control of the development and operation of supply and distribution systems. water. The goal of the work is to develop a method for calculating estimates of the dispersions of dependent variables depending on the given values of mathematical expectations and dispersions of independent variables for a stochastic model of quasi-stationary modes of operation of the main water conduit as a subsystem of the water supply and distribution system. To achieve this goal, it is necessary to solve the following tasks: to build a deterministic equivalent of a stochastic model of quasi-stationary modes of operation of the main water conduit; calculate estimates of mathematical expectations of dependent variables; calculate estimates of variances of dependent variables. To calculate estimates of the variances of dependent variables depending on the variances of independent variables, we will use the method of statistical linearization. To obtain estimates of mathematical expectations of dependent variables, the deterministic equivalent of the stochastic model of quasi-stationary modes of operation of the main water conduit is solved by the modified Newton method. The following results are obtained: a method for calculating estimates of the dispersions of dependent variables for a stochastic model of quasi-stationary modes of operation of the main water conduit. Conclusions: the paper proposes an approximate method for calculating the statistical properties of dependent variables depending on the statistical properties of the parameters and independent variables of the stochastic model of quasi-stationary modes of operation of the main water conduit. The proposed method is based on the construction of a deterministic equivalent of a stochastic model of quasi-stationary modes of operation of the main water conduit and its use for calculating estimates of variances of dependent variables depending on the given values of mathematical expectations and variances of independent variables. Compared with the simulation method, the proposed approximate method does not require significant time and computational resources. The use of the proposed method was demonstrated by an example.

Author Biographies

Olha Matviienko, Kharkіv National University of Radio Electronics

PhD (Engineering Sciences),Associate Professor

Nataliia Manchynska, Kharkiv National University of Radio Electronics

Senior Lecturer

References

Levin, A. A., Chistyakov, V. F., Chistyakova, E. V. (2015), "Calculation of hydraulic circuits in the quasi-stationary approximation" ["Raschet gidravlicheskikh tsepey v kvazistatsionarnom priblizhenii"], Pipeline systems of power engineering. Methodical and applied problems of mathematical modelling, P. 100–109.

Tevyashev, A. D., Matvienko, O. I. (2016), "Assessment of the potential for resource and energy saving in the management of the development and operation of the main water pipeline" ["Otsenka potentsiala resurso- i energosberezheniya pri upravlenii razvitiem i funktsionirovaniem magistral'nogo vodovoda"], Underwater technologies. Industrial and civil engineering, No. 4, P. 27–38.

Perelman, L. S., Allen, M., Preis, A., Iqbal, M., Whittle, A. J. (2015), "Automated Sub-Zoning of Water Distribution Systems", Environmental Modelling & Software, Vol. 65, P. 1–14. DOI: https://doi.org/10.1016/j.envsoft.2014.11.025

Diao, K., Jung, D., Farmani, R., Fu, G., Butler, D., Lansey, K. (2021), "Modular interdependency analysis for water distribution systems", Water Research, Vol. 201, 117320. DOI: https://doi.org/10.1016/j.watres.2021.117320

Zheng, F., Zecchin, A. C., Simpson, A. R. (2013), "A decomposition and multi-stage optimization approach applied to the optimization of water distribution systems with multiple supply sources", Water Resources Research, Vol. 49, P. 1–20. DOI: https://doi.org/10.1029/2012WR013160

Nardo, A. D., Natale, M. D., Santonastaso, G. F., Venticinque, S. (2011), Graph Partitioning for Automatic Sectorization of a Water Distribution System, 841 p.

Tevyashev, A. D., Matvienko, O. I. (2015), "Mathematical model and method of optimal stochastic control of the operating modes of the main water conduit" ["Matematicheskaya model' i metod optimal'nogo stokhasticheskogo upravleniya rezhimami raboty magistral'nogo vodovoda"], East European Journal of Advanced Technologies, No. 6/4 (78), P. 45–53. DOI: https://doi.org/10.15587/1729-4061.2015.55469

Tevyashev, A. D., Kozyrenko, S. I., Nepochatova, V. D. (2015), "Stochastic model of quasi-stationary modes of operation of water supply systems and the method of its construction for water supply networks with leaks" ["Stokhasticheskaya model' kvazistatsionarnykh rezhimov raboty sistem vodosnabzheniya i metod ee postroeniya dlya vodoprovodnykh setey s utechkami"], Pipeline systems of power engineering. Methodical and applied problems of mathematical modelling, P. 205–220.

Tevyashev, A. D. Matvienko, O. I. (2015), "On a class of optimal stochastic control problems with probabilistic constraints on phase variables" ["Ob odnom klasse zadach optimal'nogo stokhasticheskogo upravleniya s veroyatnostnymi ogranicheniyami na fazovye peremennye"], Information systems and technologies: abstracts. 4th International Scientific and Technical Conference, September 21-27, P. 140–142.

Tevyashev, A. D., Tevyasheva, O. A., Frolov, V. A. (2011), "About one class of stochastic models of quasi-stationary operation modes of gas transportation systems" ["Ob odnom klasse stokhasticheskikh modeley kvazistatsionarnykh rezhimov raboty gazotransportnykh system"], Radio electronics and computer science, No. 3, P. 75–81.

Tevyashev, A. D., Kozyrenko, S. I., Nepochatova, V. D. (2010), "Method for constructing a model of quasi-stationary modes of operation of water supply networks with leaks" ["Metod postroeniya modeli kvazistatsionarnykh rezhimov raboty vodoprovodnykh setey s utechkami"], Eastern-European Journal of Enterprise Technologies, No. 9 (44), P. 9–12. DOI: https://doi.org/10.15587/1729-4061.2010.2738

Samoylenko, N. I., Gavrilenko, I. A., Senchuk, T. S. (2015), "Development of mathematical models for ordering the edges of the pipeline distribution network graph" ["Razrabotka matematicheskikh modeley uporyadochivaniya reber grafa truboprovodnoy raspredelitel'noy seti"], Eastern-European Journal of Enterprise Technologies, No. 4 (75), P. 21–25. DOI: https://doi.org/10.15587/1729-4061.2015.42811

Nardo, A. D, Natale, M. D., Giudicianni, C., Santonastaso, G. F., Savic, D. (2018), "Simplified Approach to Water Distribution System Management via Identification of a Primary Network", Journal of Water Resources Planning and Management, No. 144 (2). DOI: https://doi.org/10.1061/(ASCE)WR.1943-5452.0000885

Elhay, S., Deuerlein, J., Piller, O., Simpson, A. R. (2018), "Graph Partitioning in the Analysis of Pressure Dependent Water Distribution Systems", Journal of Water Resources Planning and Management, No. 144 (4). DOI: https://doi.org/10.1061/(ASCE)WR.1943-5452.0000896

Pesantez, J. E., Berglund, E. Z., Mahinthakumar, G. (2019), "Multiphase Procedure to Design District Metered Areas for Water Distribution Networks", Journal of Water Resources Planning and Management, No. 145 (8). DOI: https://doi.org/10.1061/(ASCE)WR.1943-5452.0001095

Santonastaso, G., Nardo, A. D., Natale, M. D., Giudicianni, C., Greco, R. (2018), "Scaling-Laws of Flow Entropy with Topological Metrics of Water Distribution Networks", Entropy, No. 20 (2), P. 95–109. DOI: https://doi.org/10.3390/e20020095

Natale, M. D., Giudicianni, C., Greco, R., Santonastaso, G. F. (2017), "Weighted spectral clustering for water distribution network partitioning", Applied Network Science, No. 2 (1). DOI: https://doi.org/10.1007/s41109-017-0033-4

Bezkorovayniy, V. V., Berezovs'kiy, G. V. (2017), "Evaluation of the properties of technological systems using fuzzy sets" ["Otsinka vlastyvostey tekhnolohichnykh system iz vykorystannyam nechitkykh mnozhyn"], The current state of scientific research and technology in industry, No. 1 (1), P. 14–20. DOI: https://doi.org/10.30837/2522-9818.2017.1.014

Bezkorovayniy, V. V. (2017), "Parametric synthesis of models of multi-criteria assessment of technological systems" ["Parametrychnyy syntez modeley bahatokryterial'noho otsinyuvannya tekhnolohichnykh system"], The current state of scientific research and technology in industry, No. 2 (2), P. 5–11. DOI: https://doi.org/10.30837/2522-9818.2017.2.005

Davіdіch, Yu. O., Galkіn, A. S., Davіdіch, N. V., Galkіna, O. P. (2018), "Estimation of energy costs of end users of the logistics system in the process of mastering the material flow" ["Otsinka velychyny enerhetychnykh vytrat kintsevykh spozhyvachiv lohistychnoyi systemy v protsesi osvoyennya material'noho potoku"], The current state of scientific research and technology in industry, No. 2 (2), P. 5–11. DOI: https://doi.org/10.30837/2522-9818.2018.4.005

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Published

2023-04-17

How to Cite

Matviienko, O., & Manchynska, N. (2023). METHOD FOR CALCULATION OF DISPERSIONS OF DEPENDENT VARIABLES OF A STOCHASTIC MODEL OF QUASI-STATIONARY OPERATING MODES OF THE MAIN WATER PIPELINE. INNOVATIVE TECHNOLOGIES AND SCIENTIFIC SOLUTIONS FOR INDUSTRIES, (4 (22), 58–69. https://doi.org/10.30837/ITSSI.2022.22.058

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MATHEMATICAL MODELING & COMPUTATIONAL METHODS