Research of the optimization problem of structure hierarchical communication network with changing its parameters
DOI:
https://doi.org/10.32347/2411-4049.2024.1.99-125Keywords:
hierarchical communication networks, discrete flows and parameters, optimization problems, computer modelingAbstract
The article is devoted to the study of the problem of optimizing the hierarchical structure of a multicommodity communication network with discrete flows when changing its important parameters, such as the capacity of network arcs in transport blocks and the size of the transport block for transportation of the discrete small-lot cargo or of the data transmission in a digital communication network. The network has three levels of hierarchy – a backbone, a zonal and an internal and four types of nodes - backbone nodes of the first, second and third types, forming the backbone and zonal levels of the network, and nodes of the fourth type, which subordinate to each backbone node and forming the internal levels of the network. Types of nodes differ from each other in terms of functionality. The main task of the study is to establish how the structure of the backbone network changes (the number and location of backbone nodes of the first, second, and third types), the flow processing and distribution scheme, and the technical and economic indicators of the network's functioning for different values of its parameters. The principles of organization of sorting and distribution of flows in a three-level network and its mathematical model are given. A mathematical model of the optimization problem of the backbone network structure and flow sorting and distribution scheme is formulated. Algorithms for solving the problem are based on the discrete analogue of the local descent method proposed by the authors earlier, when the neighborhoods of the metric space of possible solutions are chosen based on heuristic considerations, taking into account the specifics of the problem being solved. Computer modeling of the problem on a network containing 10 nodes at the specified change in the both parameters is carried out. The modeling was carried out on the example of the transport network of cargo transportation using a computer program that is part of the instrumental software of the Information and Analytical Decision Support System (IA DSS), which is being developed at the Institute of Telecommunications and Global Information Space of the National Academy of Sciences of Ukraine. An experimental study of solution the problem showed that the structure of the network is weakly dependent on the change in the carrying capacity of the arcs and the size of the transport block. The proposed computer technology for solving problem when the network parameters are changed allows you to interactively modeling various options of a network, changing the topology, hierarchical structure, flows, parameters and constraints of the model and from the set of the obtained solutions to choose a best option, taking into account the selected a goal function and the accepted constraints; calculate preliminary technical and economic indicators of the network's functioning, estimate the cost of additional resources and plan the amount of investment required for the modernization and construction of its structural elements, which ultimately makes it possible to increase the efficiency functioning of the network by optimizing use of its resources and reducing the operating costs for the processing and transportation of flows.
References
Vasyanin, V.A. (2011). Models and algorithms for the distribution of discrete multicommodity flows in zonal networks of hierarchical structures. Environmental safety and natural resources: Zb. Sciences. prats, 8, 176-190 [in Russian]. http://dspace.nbuv.gov.ua/handle/123456789/58222
Vasyanin, V.A. & Trofimchuk, A.N. (2012). The problem of choosing the hierarchical structure of a multicommodity communication network with small batch discrete flows. Environmental safety and natural resources: Zb. Sciences. Prats, 10, 182-204 [in Russian]. http://dspace.nbuv.gov.ua/handle/123456789/57543
Trofimchuk, A.N. & Vasyanin, V.A. (2013). Optimization of the processing and distribution of small-lot cargo flows in a hierarchical multiproduct transport network. Sisteme de transport şi logistică: Materialele Conferinţei Internaţionale, Chişinău, 11-13 decembrie 2013 / red. resp.: Dumitru Solomon; col. red.: Dumitru Gortolomei [et al.]. Chişinău: Evrica, ATIC, (Tipogr. AŞM). 317-331. Antetit.: Academia de Transporturi, Informatică şi Comunicaţii.
Trofymchuk, O.M., Ushakova, L.P. & Vasyanin, V.A. (2014). Management and decision making in hierarchical communication networks with discrete flows. V International Conference on Optimization Methods and Applications «Optimization and applications» (OPTIMA-2014) held in Petrovac, Montenegro, September 28 - October 4, Petrovac, Montenegro: Proceedings. Moscow, Russia: ESC Dorodnicyn Computing Centre of RAS, Russia, 187-188.
Trofimchuk, A.N. & Vasyanin, V.A. (2016). Computer simulation of the hierarchical structure of a communication network with discrete multicommodity flows. USiM, 2, 48-57 [in Russian]. https://doi.org/10.15407/usim.2016.02.048
Vasyanin, V.A. (2016). Computer modeling of distribution and routing of discrete multicommodity flows in a communication network. USiM, 3, 43-53 [in Russian]. https://doi.org/10.15407/usim.2016.03.043
Trofimchuk, A.N., Ushakova, L.P. & Vasyanin, V.A. (2016). Computer technology for modeling the hierarchical structure of a network with discrete flows. Modelare matematică, optimizare şi tehnologii informaţionale: Materialele Conferinţei Internaţionale, Volumul II, Chişinău, 22-25 martie 2016 / red. resp.: Dumitru Solomon; col. red.: Dumitru Lozovanu [et al.]. Chişinău: Evrica, ATIC, (Tipogr. AŞM), 2, 354-365. Antetit.: Academia de Transporturi, Informatică şi Comunicaţii.
Vasyanin, V.A., Trofimchuk, A.N. & Ushakova L.P. (2016). Economic and mathematical models of the problem of distribution of flows in a multicommodity communication network. Mathematical modeling in economics, 2, 5-21 [in Russian]. http://dspace.nbuv.gov.ua/handle/123456789/131848
Trofimchuk, A.N., Vasyanin, V.A. & Ushakova, L.P. (2021). Study of the problem of optimizing the hierarchical structure of a sparse and dense communication network. Problems of management and informatics, 1, 5-21 [in Russian]. https://doi.org/10.34229/0572-2691-2021-1-1. http://nbuv.gov.ua/UJRN/PUI_2021_1_3
Trofimchuk, A.N., Vasyanin, V.A. & Ushakova, L.P. (2021). Analysis of the solution of the problem of optimizing the hierarchical structure of a sparse and dense communication network. In International Scientific Conference Mathematical modeling, optimization and information technologies (7th ed., pp. 333-334). Chişinău – Kyiv – Batum [in Russian]. https://www.youtube.com/watch?v=pNLRCmVeRbI (video report).
Vasyanin, V.A., Trofymchuk, O.M. & Ushakova, L.P. (2022). Problem of Groupage Cargo Routing in the Multicommodity Transport Network with Given Tariffs and Delivery Time Constraints. Cybern Syst Anal, 58, 966–976. https://doi.org/10.1007/s10559-023-00531-z. https://rdcu.be/c2Vh9
Cohn, A., Root, S., Wang, A. & Mohr, D. (2007). Integration of the Load Matching and Routing Problem with Equipment Balancing for Small Package Carriers. University of Michigan Industrial and Operations Engineering, Technical Report number 05-04. - 2005. 31. (see also Transportation Science, 41(2), 238-252). https://doi.org/10.1287/trsc.1060.0174
Hellsten, E., Koza, D.F., Contreras, I., Cordeau, J.F. & Pisinger, D. (2021). The transit time constrained fixed charge multi-commodity network design problem. Computers & Operations Research, 136, 105511. https://doi.org/10.1016/j.cor.2021.105511
Alessio Trivella, Francesco Corman, David F. Koza & David Pisinger. (2021). The multi-commodity network flow problem with soft transit time constraints: Application to liner shipping. Transportation Research Part E: Logistics and Transportation Review. 150, 102342. https://doi.org/10.1016/j.tre.2021.102342
Trofymchuk, O.M. & Vasyanin, V.A. (2015). Simulation of Packing, Distribution and Routing of Small-Size Discrete Flows in a Multicommodity Network. Journal of Automation and Information Sciences, 47(7), 15-30. https://doi.org/10.1615/JAutomatInfScien.v47.i7.30
Vasyanin, V.A. (2015). Problem of Distribution and Routing of Transport Blocks with Mixed Attachments and Its Decomposition. Journal of Automation and Information Sciences, 47(2), 56-69. https://doi.org/10.1615/JAutomatInfScien.v47.i2.60
Trofymchuk, O.M., Vasyanin, V.A. & Kuzmenko, V.N. (2016). Complexity of one packing optimization problem. Cybern. Syst. Analysis, 52(1), 76–84. https://doi.org/10.1007/s10559-016-9802-9
Trofymchuk, O.M., Vasyanin, V.A. & Kuzmenko, V.N. (2016). Optimization algorithms for packing of small-lot correspondence in communication networks. Cybern. Syst. Analysis, 52(2), 258–268. https://doi.org/10.1007/s10559-016-9822-5
Vasyanin, V.A. (2014). A Two-Criterion Lexicographic Algorithm for Finding All Shortest Paths in Networks. Cybernetics and Systems Analysis, 50(5), 759-767. https://doi.org/10.1007/s10559-014-9666-9
Vasyanin, V.A. (2014). Reference Matrix of Flow Merging in Packing Optimization Problems on Multicommodity Networks. System follow-up and information technologies, 3, 42-49 [in Russian]. http://dspace.nbuv.gov.ua/bitstream/handle/123456789/85552/05-Vasyanin.pdf?sequence=1
Vasyanin, V.A. & Trofimchuk, A.N. (2010). Automation of decision-making processes in multi-product communication networks with small batch discrete flows. Environmental safety and natural resources: Zb. Sciences. prats, 5, 172-213 [in Russian]. http://dspace.nbuv.gov.ua/handle/123456789/19407
Trofimchuk, A.N. & Vasyanin, V.A. (2015). Information technologies for decision support in communication networks with discrete flows. In 14 International scientific and practical conference "Modern information technologies for the management of environmental safety, environmental protection, visits in extreme situations" (pp. 64-70). Kyiv [in Russian].
Certificate of copyright registration for the work "Computer program for optimizing the hierarchical structure of a multi-product communication network with discrete flows". Applicant and owner O.M. Trofymchuk, V.O. Vasyanin, L.P. Ushakova; A. p. dated 07/20/2016 No. 66791, State Intellectual Property Service of Ukraine; application dated 05/25/2016 No. 67221 on registration of copyright to the work.
Vasyanin, V.A. & Ushakova, L.P. (2015). Balancing the matrix of container flows in the problem of small-lot cargo transportation. Environmental safety and natural resources: Zb. Sciences. prats, 17, 98-115 [in Russian]. http://nbuv.gov.ua/UJRN/ebpk_2015_1_13
Vasyanin, V.A. (2017). Methodology for designing multicommodity communication networks with discrete flows, Doctoral Thesis, Kyiv [in Russian]. https://itgip.org/wp-content/uploads/2017/03/dis_Vas.pdf
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2024 Vasyanin V.O., Trofymchuk O.M., Ushakova L.P.

This work is licensed under a Creative Commons Attribution 4.0 International License.
The journal «Environmental safety and natural resources» works under Creative Commons Attribution 4.0 International (CC BY 4.0).
The licensing policy is compatible with the overwhelming majority of open access and archiving policies.