Abstract
The device-to-device (D2D) communication is a candidate technology to implement 5G standards commercially. To initiate D2D, device discovery is a primary issue and very few algorithms have been proposed for device discovery. A discovery algorithm has many parameters to discover the accurate position of the devices in walking and velocity scenarios. Due to rapid changes in the environment, LOS and NLOS algorithms become complex and accurate discovery ventures. Therefore, it is needed to evaluate the performance of the discovery algorithms. In this paper, a methodological approach is introduced for the performance evaluation of discovery algorithms. The performance evaluation for discovery estimation errors and complexity is evaluated using metrics and parameters, and analysis is made for range-based RSS technique using performance metrics. Discussion of performance evaluation metrics and criteria is analyzed followed by numerical/experimental, simulation models, and the parameters which affect performance and assessment. The metrics and criteria are defined in terms of a discovery signal success ratio, average residual energy, accuracy, and root-mean-square error (RMSE). Two differentiating discovery studies, Hamming and Cosine, are given and contrasted with reference RMSE for evaluation. This paper concludes with a discovery algorithm improvement cycle overview from simulation to implementation. It decreases discovery error and enhances RMSE accuracy by an average of 21%. It also reduces the complexity of 12 pairs by Euclidean distance by 29%.
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References
Hayat, O.; Ngah, R.; Zahedi, Y.: Cooperative device-to-device discovery model for multiuser and OFDMA network base neighbour discovery in in-band 5G cellular networks. Wirel. Personal Commun. 97(3), 4681–4695 (2017). (in English)
Hayat, O.; Ngah, R.; Zahedi, Y.: Device discovery for D2D communication in in-band cellular networks using sphere decoder like (SDL) algorithm. Eurasip J. Wirel. Commun. Netw. 2018(1), 74 (2018). (in English)
Zhang, P.; Lu, J.; Wang, Y.; Wang, Q.: Cooperative localization in 5G networks: a survey. Ict Express 3(1), 27–32 (2017). (in English)
Zhang, Z.F.; Wang, L.S.; Liu, D.; Zhang, Y.: Peer discovery for D2D communications based on social attribute and service attribute. J. Netw. Comput. Appl. 86, 82–91 (2017). (in English)
Liu, Y.; Shen, Y.; Guo, D.N.; Win, M.Z.: Network localization and synchronization using full-duplex radios. IEEE Trans. Signal Process. 66(3), 714–728 (2018). (in English)
Sun, Q.; Tian, Y,; Diao, M.: Cooperative localization algorithm based on hybrid topology architecture for multiple mobile robot system. IEEE Internet Things J. 1 (2018)
Trigui, I.; Affes, S.: Generalized Analysis and Optimization of D2D Communications in Cellular Networks (2018). arXiv preprint arXiv:1802.01618
Wu, D.; Zhu, D.L.; Liu, Y.L.; Zhao, D.M.: Location verification assisted by a moving obstacle for wireless sensor networks. IEEE Internet Things J. 5(1), 322–335 (2018). (in English)
Frattasi, S.; Monti, M.: Ad-coop positioning system (ACPS): positioning for cooperative users in hybrid cellular ad-hoc networks. Trans. Emerg. Telecommun. Technol. 19(8), 923–934 (2008)
Mao, G.: Localization Algorithms and Strategies for Wireless Sensor Networks: Monitoring and Surveillance Techniques for Target Tracking: Monitoring and Surveillance Techniques for Target Tracking. IGI Global (2009)
Orange, J. S.-B.; Armada, A.G.; Evans, B.; Galis, A.; Karl, H.: White Paper for Research Beyond 5G (Final Edit) (2016)
Chawla, G.; Khurana, M.: Performance and accuracy analysis of range-free localization algorithms in wireless sensor network. Int. J. Comput. Sci. Eng. Technol. (IJCSET) (Semantic Scholar) 7(5), (2016)
Hayat, O.; Ngah, R.; Hashim, S.Z.M.: Swarm optimization based radio resource allocation for dense devices D2D communication. Int. J. Adv. Comput. Sci. Appl. 9(6), 252–256 (2018)
Hayat, O.; Ngah, R.; Zahedi, Y.: In-band device to device (D2D) communication and device discovery: a survey. Wirel. Personal Commun. 106(2), 451–472 (2019)
Poulakis, M.I.; Gotsis, A.G.; Alexiou, A.: Multicell device-to-device communication a spectrum-sharing and densification study. IEEE Veh. Technol. Mag. 13(1), 85–96 (2018). (in English)
Gandotra, P.; Jha, R.K.: Device-to-device communication in cellular networks: a survey. J. Netw. Comput. Appl. 71, 99–117 (2016). (in English)
Hayat, O.; Ngah, R.; Zahedi, Y.: Device discovery signal design for proximal devices in D2D communication. Wirel. Personal Commun. (2019). https://doi.org/10.1007/s11277-019-06435-6
Jaffry, S.; Hasan, S.F.; Gui, X.: Neighbourhood-aware out-of-network D2D discovery. Electron. Lett. 54(8), 507–509 (2018)
Liu, J.Q.; Wan, J.F.; Wang, Q.R.; Deng, P.; Zhou, K.L.; Qiao, Y.P.: A survey on position-based routing for vehicular ad hoc networks. Telecommun. Syst. 62(1), 15–30 (2016). (in English)
Zaidi, S.; El Assaf, A.; Affes, S.; Kandil, N.: Accurate range-free localization in multi-hop wireless sensor networks. IEEE Trans. Commun. 64(9), 3886–3900 (2016). (in English)
Aksu, H.; Aksoy, D.; Korpeoglu, I.: A study of localization metrics: Evaluation of position errors in wireless sensor networks. Comput. Netw. 55(15), 3562–3577 (2011). (in English)
Zhang, J.Y.; Deng, L.K.; Li, X.; Zhou, Y.C.; Liang, Y.N.; Liu, Y.: Novel device-to-device discovery scheme based on random backoff in LTE-advanced networks. IEEE Trans. Veh. Technol. 66(12), 11404–11408 (2017). (in English)
Frattasi, S.; Della Rosa, F.: Mobile Positioning and Tracking: From Conventional to Cooperative Techniques. Wiley, Chichester (2017)
Hayat, O.; Ngah, R.; Zia, J.A.: Glowworm swarm based cooperative mobile device discovery for D2D communication in cellular networks. Sci. Int. (Lahore) 29(6), 1207–1211 (2017)
Li, Y.; Sun, K.; Cai, L.: Cooperative device-to-device communication with network coding for machine type communication devices. IEEE Trans. Wirel. Commun. 17(1), 296–309 (2018). (in English)
Shen, Y.Y.; Jiang, C.X.; Quek, T.Q.S.; Ren, Y.: Device-to-device-assisted communications in cellular networks: an energy efficient approach in downlink video sharing scenario. IEEE Trans. Wirel. Commun. 15(2), 1575–1587 (2016). (in English)
Xenakis, D.; Kountouris, M.; Merakos, L.; Passas, N.; Verikoukis, C.: Performance analysis of network-assisted D2D discovery in random spatial networks. IEEE Trans. Wirel. Commun. 15(8), 5695–5707 (2016). (in English)
Chour, H.; Nasser, Y.; Artail, H.; Kachouh, A.; Al-Dubai, A.: VANET aided D2D discovery: delay analysis and performance. IEEE Trans. Veh. Technol. 66(9), 8059–8071 (2017). (in English)
Kandhalu, A.; Lakshmanan, K.; Rajkumar, R.R.; U-connect: a low-latency energy-efficient asynchronous neighbor discovery protocol. In: Proceedings of the 9th ACM/IEEE International Conference on Information Processing in Sensor Networks, pp. 350–361. ACM (2010)
Ferreira, A.G.; Fernandes, D.; Catarino, A.P.; Monteiro, J.L.: Performance analysis of ToA-based positioning algorithms for static and dynamic targets with low ranging measurements. Sensors (Basel) 17(8), 1915 (2017)
Vargas-Rosales, C.; Mass-Sanchez, J.; Ruiz-Ibarra, E.; Torres-Roman, D.; Espinoza-Ruiz, A.: Performance evaluation of localization algorithms for WSNs. Int. J. Distrib. Sens. Netw. 11(3), 493930 (2015). (in English)
Madhusudhan, S.; Jatadhar, P.; Reddy, P.D.K.: Performance evaluation of network-assisted device discovery for lte-based device to device communication system. J. Netw. Commun. Emerg. Technol. (JNCET), 6(8). www.jncet.org (2016)
Hadir, A.; Zine-Dine, K.; Bakhouya, M.; El Kafi, J.; El Ouadghiri, D.: Performance evaluation of DV-hop localization algorithm for geographical routing in wireless sensor networks. Procedia Comput. Sci. 113, 261–266 (2017)
Hussein, A.A.; Rahman, T.A.; Leow, C.Y.: Performance evaluation of localization accuracy for a log-normal shadow fading wireless sensor network under physical barrier attacks. Sensors 15(12), 30545–30570 (2015). (in English)
Donlan, B.M.; McKinstry, D.R.; Buehrer, R.M.: The UWB indoor channel: large and small scale modeling. IEEE Trans. Wirel. Commun. 5(10), 2863–2873 (2006). (in English)
Niewiadomska-Szynkiewicz, E.: Localization in wireless sensor networks: classification and evaluation of techniques. Int. J. Appl. Math. Comput. Sci. 22(2), 281–297 (2012). (in English)
Liu, H.; Zhang, Y.; Su, X.; Li, X.; Xu, N.: Mobile localization based on received signal strength and Pearson’s correlation coefficient. Int. J. Distrib. Sensor Netw. (2015)
Xing, B.; Gao, W.-J.: Innovative Computational Intelligence: A Rough Guide to 134 Clever Algorithms. Springer, New York (2014)
Zhu, F.; Wei, J.F.: Localization algorithm for large scale wireless sensor networks based on fast-SVM. Wirel. Pers. Commun. 95(3), 1859–1875 (2017). (in English)
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Hayat, O., Ngah, R. & Mohd Hashim, S.Z. Performance Analysis of Device Discovery Algorithms for D2D Communication. Arab J Sci Eng 45, 1457–1471 (2020). https://doi.org/10.1007/s13369-019-04006-2
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DOI: https://doi.org/10.1007/s13369-019-04006-2