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2024 | OriginalPaper | Buchkapitel

A Multi-objective Approach to Energy Efficiency in Cellular Networks

verfasst von : Soufiane Dahmani, Abdelhafid Serghini

Erschienen in: Applied Mathematics and Modelling in Finance, Marketing and Economics

Verlag: Springer Nature Switzerland

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Abstract

In the current generation of cellular networks, energy efficiency is considered as an important issue due to their high-energy consumption. To meet the rising traffic resulting from the growing mobile stations requests and covering the entire transmission area, base stations must be increasingly deployed. However, increasing the number of these stations increases the cost and energy consumption, which leads to conflicting goals. In this paper, we introduce a multi-objective mathematical model on cellular networks that aimed to minimize the expected total cost of base stations and maximize total coverage. This optimization must take into account the traffic demand profile. Given that the studied model corresponds to an NP-hard multi-objective problem, we use a meta-heuristic algorithm to solve it. The simulation results show the effectiveness of our approach to cover the grid while reducing costs and energy consumption.

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Literatur
1.
Zurück zum Zitat Han, C., Harrold, T., Armour, S., Krikidis, I., Videv, S., Grant, P.M., Haas, H., Thompson, J.S., Ku, I., Wang, C.-X., et al.: Green radio: radio techniques to enable energy-efficient wireless networks. IEEE Commun. Mag. 49(6), 46–54 (2011)CrossRef Han, C., Harrold, T., Armour, S., Krikidis, I., Videv, S., Grant, P.M., Haas, H., Thompson, J.S., Ku, I., Wang, C.-X., et al.: Green radio: radio techniques to enable energy-efficient wireless networks. IEEE Commun. Mag. 49(6), 46–54 (2011)CrossRef
2.
Zurück zum Zitat Dahmani, S., Gabli, M., Mermri, E.B., Serghini, A.: Optimization of green RNP problem for LTE networks using possibility theory. Neural Comput. Appl. 32(8), 3825–3838 (2020)CrossRef Dahmani, S., Gabli, M., Mermri, E.B., Serghini, A.: Optimization of green RNP problem for LTE networks using possibility theory. Neural Comput. Appl. 32(8), 3825–3838 (2020)CrossRef
3.
Zurück zum Zitat Mohammed, G., Soufiane, D., El Bekkaye, M., Abdelhafid, S.: Optimization of multi-objective and green LTE RNP problem. In: 2019 International Conference on Wireless Technologies, Embedded and Intelligent Systems (WITS), pp. 1–6. IEEE (2019) Mohammed, G., Soufiane, D., El Bekkaye, M., Abdelhafid, S.: Optimization of multi-objective and green LTE RNP problem. In: 2019 International Conference on Wireless Technologies, Embedded and Intelligent Systems (WITS), pp. 1–6. IEEE (2019)
4.
Zurück zum Zitat Gabli, M., Dahmani, S., Mermri, E.B., Serghini, A.: A dynamic genetic algorithm approach to the problem of UMTS network assignment. In: International Conference on Networked Systems, pp. 15–26. Springer (2017) Gabli, M., Dahmani, S., Mermri, E.B., Serghini, A.: A dynamic genetic algorithm approach to the problem of UMTS network assignment. In: International Conference on Networked Systems, pp. 15–26. Springer (2017)
5.
Zurück zum Zitat Saxena, N., Sahu, B.J., Han, Y.S.: Traffic-aware energy optimization in green LTE cellular systems. IEEE Commun. Lett. 18(1), 38–41 (2013)CrossRef Saxena, N., Sahu, B.J., Han, Y.S.: Traffic-aware energy optimization in green LTE cellular systems. IEEE Commun. Lett. 18(1), 38–41 (2013)CrossRef
6.
Zurück zum Zitat Alsharif, M.H., Nordin, R., Ismail, M.: Cooperation management among base stations based on cells switch-off for a green LTE cellular network. Wirel. Pers. Commun. 81(1), 303–318 (2015)CrossRef Alsharif, M.H., Nordin, R., Ismail, M.: Cooperation management among base stations based on cells switch-off for a green LTE cellular network. Wirel. Pers. Commun. 81(1), 303–318 (2015)CrossRef
7.
Zurück zum Zitat Merei, G., Berger, C., Sauer, D.U.: Optimization of an off-grid hybrid PV-Wind-Diesel system with different battery technologies using genetic algorithm. Sol. Energy. 97, 460–473 (2013)CrossRef Merei, G., Berger, C., Sauer, D.U.: Optimization of an off-grid hybrid PV-Wind-Diesel system with different battery technologies using genetic algorithm. Sol. Energy. 97, 460–473 (2013)CrossRef
8.
Zurück zum Zitat Sinha, S., Chandel, S.: Review of software tools for hybrid renewable energy systems. Renew. Sustain. Energy Rev. 32, 192–205 (2014)CrossRef Sinha, S., Chandel, S.: Review of software tools for hybrid renewable energy systems. Renew. Sustain. Energy Rev. 32, 192–205 (2014)CrossRef
9.
Zurück zum Zitat Nema, P., Nema, R., Rangnekar, S.: PV-solar/wind hybrid energy system for GSM/CDMA type mobile telephony base station. Int. J. Energy Environ. 1(2), 359–366 (2010) Nema, P., Nema, R., Rangnekar, S.: PV-solar/wind hybrid energy system for GSM/CDMA type mobile telephony base station. Int. J. Energy Environ. 1(2), 359–366 (2010)
10.
Zurück zum Zitat Gong, J., Thompson, J.S., Zhou, S., Niu, Z.: Base station sleeping and resource allocation in renewable energy powered cellular networks. IEEE Trans. Commun. 62(11), 3801–3813 (2014)CrossRef Gong, J., Thompson, J.S., Zhou, S., Niu, Z.: Base station sleeping and resource allocation in renewable energy powered cellular networks. IEEE Trans. Commun. 62(11), 3801–3813 (2014)CrossRef
11.
Zurück zum Zitat Han, T., Ansari, N.: Green-energy aware and latency aware user associations in heterogeneous cellular networks. In: 2013 IEEE Global Communications Conference (GLOBECOM), pp. 4946–4951. IEEE (2013) Han, T., Ansari, N.: Green-energy aware and latency aware user associations in heterogeneous cellular networks. In: 2013 IEEE Global Communications Conference (GLOBECOM), pp. 4946–4951. IEEE (2013)
12.
Zurück zum Zitat Kirkpatrick, S., Gelatt, C.D., Vecchi, M.P.: Optimization by simulated annealing. Sci. 220(4598), 671–680 (1983) Kirkpatrick, S., Gelatt, C.D., Vecchi, M.P.: Optimization by simulated annealing. Sci. 220(4598), 671–680 (1983)
Metadaten
Titel
A Multi-objective Approach to Energy Efficiency in Cellular Networks
verfasst von
Soufiane Dahmani
Abdelhafid Serghini
Copyright-Jahr
2024
DOI
https://doi.org/10.1007/978-3-031-42847-0_17

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