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2020 | OriginalPaper | Buchkapitel

Channel Assignment with Ant Colony Optimization

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Abstract

In wireless communication arise various forms of optimization problems including channel assignment problem. There are many possible ways to assign channels to wireless links and our goal is to find the assignment that minimizes channel interference. For that purpose we have developed an ant colony optimization algorithm based on general guidelines of MAX-MIN Ant System and implemented it in C++ language. The algorithm was tested on problem instances and the results showed that the proposed algorithm is learning about instances that is solving and that way improves solution quality with the increase of iterations. Results confirmed that the proposed algorithm is an appropriate approach for solving channel assignment problem in cellular networks.

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Literatur
1.
Zurück zum Zitat Buttar, A.S., Goel, A.K., Kumar, S.: Solving 55-cell benchmark frequency assignment problem by novel nature inspired algorithm. In: 2014 International Conference on Signal Processing and Integrated Networks (SPIN), pp. 407–411, February 2014 Buttar, A.S., Goel, A.K., Kumar, S.: Solving 55-cell benchmark frequency assignment problem by novel nature inspired algorithm. In: 2014 International Conference on Signal Processing and Integrated Networks (SPIN), pp. 407–411, February 2014
2.
Zurück zum Zitat Chatterjee, S., Das, S.: Ant colony optimization based enhanced dynamic source routing algorithm for mobile ad-hoc network. Inf. Sci. 295, 67–90 (2015)MathSciNetCrossRef Chatterjee, S., Das, S.: Ant colony optimization based enhanced dynamic source routing algorithm for mobile ad-hoc network. Inf. Sci. 295, 67–90 (2015)MathSciNetCrossRef
3.
Zurück zum Zitat Eisenblätter, A., Geerdes, H.F., Siomina, I.: Integrated access point placement and channel assignment for wireless LANs in an indoor office environment. In: Proceedings of the 8th IEEE International Symposium on a World of Wireless, Mobile and Multimedia Networks, June 2007 Eisenblätter, A., Geerdes, H.F., Siomina, I.: Integrated access point placement and channel assignment for wireless LANs in an indoor office environment. In: Proceedings of the 8th IEEE International Symposium on a World of Wireless, Mobile and Multimedia Networks, June 2007
4.
Zurück zum Zitat Ghosal, S., Ghosh, S.C.: Channel assignment in mobile networks based on geometric prediction and random coloring. In: 2015 IEEE 40th Conference on Local Computer Networks (LCN), pp. 237–240, October 2015 Ghosal, S., Ghosh, S.C.: Channel assignment in mobile networks based on geometric prediction and random coloring. In: 2015 IEEE 40th Conference on Local Computer Networks (LCN), pp. 237–240, October 2015
5.
Zurück zum Zitat Ivkovic, N.: Ant colony algorithms for the travelling salesman problem and the quadratic assignment problem. In: Swarm Intelligence: Principles, Current Algorithms and Methods, Control, Robotics & Sensors, vol. 1, chap. 15, pp. 409–442. Institution of Engineering and Technology (2018) Ivkovic, N.: Ant colony algorithms for the travelling salesman problem and the quadratic assignment problem. In: Swarm Intelligence: Principles, Current Algorithms and Methods, Control, Robotics & Sensors, vol. 1, chap. 15, pp. 409–442. Institution of Engineering and Technology (2018)
6.
Zurück zum Zitat Ivkovic, N., Golub, M., Jakobovic, D.: Designing dna microarrays with ant colony optimization. JCP 11, 528–536 (2016)CrossRef Ivkovic, N., Golub, M., Jakobovic, D.: Designing dna microarrays with ant colony optimization. JCP 11, 528–536 (2016)CrossRef
7.
Zurück zum Zitat Kari, C., Shashidhar, N., Kentros, S.: Distributed dynamic channel assignment in wireless networks. In: 2014 International Conference on Computing, Networking and Communications (ICNC), pp. 1113–1117, February 2014 Kari, C., Shashidhar, N., Kentros, S.: Distributed dynamic channel assignment in wireless networks. In: 2014 International Conference on Computing, Networking and Communications (ICNC), pp. 1113–1117, February 2014
8.
Zurück zum Zitat Laidoui, F., Bessedik, M., Si-Tayeb, F.B., Bengherbia, N., Khelil, Y.: Nash-Pareto genetic algorithm for the frequency assignment problem. Procedia Comput. Sci. 126, 282–291 (2018). Knowledge-Based and Intelligent Information & Engineering Systems: Proceedings of the 22nd International Conference, KES-2018, Belgrade, SerbiaCrossRef Laidoui, F., Bessedik, M., Si-Tayeb, F.B., Bengherbia, N., Khelil, Y.: Nash-Pareto genetic algorithm for the frequency assignment problem. Procedia Comput. Sci. 126, 282–291 (2018). Knowledge-Based and Intelligent Information & Engineering Systems: Proceedings of the 22nd International Conference, KES-2018, Belgrade, SerbiaCrossRef
9.
Zurück zum Zitat Leu, F., Liu, P.: A channel assignment and AP deployment scheme for concentric-hexagon based multi-channel wireless networks. In: 2010 13th International Conference on Network-Based Information Systems, pp. 504–509, September 2010 Leu, F., Liu, P.: A channel assignment and AP deployment scheme for concentric-hexagon based multi-channel wireless networks. In: 2010 13th International Conference on Network-Based Information Systems, pp. 504–509, September 2010
10.
Zurück zum Zitat Luna, F., Alba, E., Nebro, A.J., Pedraza, S.: Evolutionary algorithms for real-world instances of the automatic frequency planning problem in GSM networks. In: Cotta, C., van Hemert, J. (eds.) Evolutionary Computation in Combinatorial Optimization, pp. 108–120. Springer, Heidelberg (2007). https://doi.org/10.1007/978-3-540-71615-0_10CrossRef Luna, F., Alba, E., Nebro, A.J., Pedraza, S.: Evolutionary algorithms for real-world instances of the automatic frequency planning problem in GSM networks. In: Cotta, C., van Hemert, J. (eds.) Evolutionary Computation in Combinatorial Optimization, pp. 108–120. Springer, Heidelberg (2007). https://​doi.​org/​10.​1007/​978-3-540-71615-0_​10CrossRef
11.
Zurück zum Zitat Marappan, R., Sethumadhavan, G.: Solving channel allocation problem using new genetic algorithm with clique partitioning method. In: 2016 IEEE International Conference on Computational Intelligence and Computing Research (ICCIC), pp. 1–4, December 2016 Marappan, R., Sethumadhavan, G.: Solving channel allocation problem using new genetic algorithm with clique partitioning method. In: 2016 IEEE International Conference on Computational Intelligence and Computing Research (ICCIC), pp. 1–4, December 2016
12.
Zurück zum Zitat Novillo, F., Valdivieso, C., Velasquez, F.: Centralized channel assignment algorithm for OSA-enabled WLANs based on simulated annealing. In: 2015 7th IEEE Latin-American Conference on Communications (LATINCOM), pp. 1–6, November 2015 Novillo, F., Valdivieso, C., Velasquez, F.: Centralized channel assignment algorithm for OSA-enabled WLANs based on simulated annealing. In: 2015 7th IEEE Latin-American Conference on Communications (LATINCOM), pp. 1–6, November 2015
13.
Zurück zum Zitat Peter, E.U., Olusegun, A.O.: A neural network and genetic algorithm scheme for optimal dynamic channel assignment in mobile networks. In: 2017 IEEE 3rd International Conference on Electro-Technology for National Development (NIGERCON), pp. 139–144, November 2017 Peter, E.U., Olusegun, A.O.: A neural network and genetic algorithm scheme for optimal dynamic channel assignment in mobile networks. In: 2017 IEEE 3rd International Conference on Electro-Technology for National Development (NIGERCON), pp. 139–144, November 2017
14.
Zurück zum Zitat Sharma, P.C., Chaudhari, N.S.: Channel assignment problem in cellular network and its reduction to satisfiability using graph k-colorability. In: 2012 7th IEEE Conference on Industrial Electronics and Applications (ICIEA). pp. 1734–1737, July 2012 Sharma, P.C., Chaudhari, N.S.: Channel assignment problem in cellular network and its reduction to satisfiability using graph k-colorability. In: 2012 7th IEEE Conference on Industrial Electronics and Applications (ICIEA). pp. 1734–1737, July 2012
15.
Zurück zum Zitat Shukla, A., Tiwari, R., Rungta, S., Kumar, M.S.: A new heuristic channel assignment in cellular networks. In: 2009 WRI World Congress on Computer Science and Information Engineering, vol. 7, pp. 473–478, March 2009 Shukla, A., Tiwari, R., Rungta, S., Kumar, M.S.: A new heuristic channel assignment in cellular networks. In: 2009 WRI World Congress on Computer Science and Information Engineering, vol. 7, pp. 473–478, March 2009
16.
Zurück zum Zitat Valdivieso, C., Novillo, F., Gomez, J., Dik, D.: Centralized channel assignment algorithm for WSN based on simulated annealing in dense urban scenarios. In: 2016 8th IEEE Latin-American Conference on Communications (LATINCOM), pp. 1–6, November 2016 Valdivieso, C., Novillo, F., Gomez, J., Dik, D.: Centralized channel assignment algorithm for WSN based on simulated annealing in dense urban scenarios. In: 2016 8th IEEE Latin-American Conference on Communications (LATINCOM), pp. 1–6, November 2016
Metadaten
Titel
Channel Assignment with Ant Colony Optimization
verfasst von
Marko Peras
Nikola Ivkovic
Copyright-Jahr
2020
DOI
https://doi.org/10.1007/978-3-030-37838-7_4