Handover and load balancing self-optimization models in 5G mobile networks

Andrews, 2014, An overview of load balancing in HetNets: Old myths and open problems, IEEE Wirel. Commun., 21, 18, 10.1109/MWC.2014.6812287 Fehske, 2014, Small-cell self-organizing wireless networks, Proc. IEEE, 102, 334, 10.1109/JPROC.2014.2301595 Saad, 2019, Adaptive modulation and superposition coding for MIMO data transmission using unequal error protection and ordered successive interference cancellation techniques, J. Commun., 14 “Universal Mobile Telecommunications System (UMTS), Mobility Enhancementsin Heterogeneous Networks; 3GPP TR 36.839,” Tech. Report; 3GPP: Valbonne, France, 2012. Sun, 2020, Es-dqn-based vertical handoff algorithm for heterogeneous wireless networks, IEEE Wireless Commun. Lett., 9, 1327, 10.1109/LWC.2020.2990713 Wang, 2021, A multi-objective model-based vertical handoff algorithm for heterogeneous wireless networks, EURASIP J. Wirel. Commun. Netw., 2021, 1, 10.1186/s13638-021-01952-0 Ding, 2018, On the fundamental characteristics of ultra-dense small cell networks, IEEE Netw., 32, 92, 10.1109/MNET.2018.1700096 I. Kosmopoulos, E. Skondras, A. Michalas, D.D. Vergados, An Efficient Mobility Management Scheme for 5G Network Architectures, in: 2020 5th South-East Europe Design Automation, Computer Engineering, Computer Networks and Social Media Conference (SEEDA-CECNSM), 2020, pp. 1-6. Saad, 2012, Survey of adaptive modulation scheme in MIMO transmission, JCM, 7, 873, 10.4304/jcm.7.12.873-884 “User Equipment (UE) Radio Transmission and Reception,” Part 1: Range 1 Standalone; 3GPP TR 38.101, Tech. Report; 3GPP: Valbonne, France, 2018. “Technical Specification Group Services and System Aspects, Release 15 Description; 3GPP TR 21.915, Tech. Report; 3GPP: Valbonne, France, 2019. H.E. Ericsson, “Modified RRH Arrangement for HST SFN,” 3GPP: Valbonne, France, 2019. W. K. Saad, M. Ismail, R. Nordin, A.A. El-Saleh, On the Performance of Cooperative Spectrum Sensing of Cognitive Radio Networks in AWGN and Rayleigh Fading Environments, KSII Transactions on Internet & Information Systems, vol. 7, 2013. Damnjanovic, 2011, A survey on 3GPP heterogeneous networks, IEEE Wirel. Commun., 18, 10, 10.1109/MWC.2011.5876496 Hoadley, 2012, Enabling small cell deployment with HetNet, IEEE Wirel. Commun., 19, 4, 10.1109/MWC.2012.6189405 Saad, 2016, Spectrum sensing schemes for dynamic primary user signal under AWGN and Rayleigh fading channels, J. Commun., 11, 231 W. A. Jabbar, W. K. Saad, Y. Hashim, N. B. Zaharudin, M.F.B.Z. Abidin, Arduino-based buck boost converter for pv solar system, in 2018 IEEE Student Conference on Research and Development (SCOReD), 2018, pp. 1–6. Patil, 2021, A network controlled vertical handoff mechanism for heterogeneous wireless network using optimized support vector neural network, Int. J. Pervasive Comput. Commun. Y. Q. B. a. D. Rao, “Small cells big opportunities,” Huawei Technol., Shenzhen, China, Tech. Rep., 2014. Imran, 2014, Self organization of tilts in relay enhanced networks: A distributed solution, IEEE Trans. Wirel. Commun., 13, 764, 10.1109/TWC.2014.011614.130299 Jabbar, 2018, MEQSA-OLSRv2: A multicriteria-based hybrid multipath protocol for energy-efficient and QoS-aware data routing in MANET-WSN convergence scenarios of IoT, IEEE Access, 6, 76546, 10.1109/ACCESS.2018.2882853 Ye, 2013, User association for load balancing in heterogeneous cellular networks, IEEE Trans. Wirel. Commun., 12, 2706, 10.1109/TWC.2013.040413.120676 Hämäläinen, 2012 3GPP, “Nr and nr-ran overall description; stage 2, Tech. Rep. No. TS 38.300,” 2018. Andrews, 2012, Femtocells: Past, present, and future, IEEE J. Sel. Areas Commun., 30, 497, 10.1109/JSAC.2012.120401 Kwan, 2010, On mobility load balancing for LTE systems, 1 Jo, 2012, Heterogeneous cellular networks with flexible cell association: A comprehensive downlink SINR analysis, IEEE Trans. Wirel. Commun., 11, 3484, 10.1109/TWC.2012.081612.111361 Singh, 2013, On association cells in random heterogeneous networks, IEEE Wireless Commun. Lett., 3, 70, 10.1109/WCL.2013.111713.130707 3GPP TR 36.902 V9.3.1, Evolved Universal Terrestrial Radio Access Network (EUTRAN); Self-Configuring and Self-Optimizing Network (SON) Use Cases and Solutions, Release 9, 2011. Saad, 2020, Design and implementation of portable smart wireless pedestrian crossing control system, IEEE Access, 8, 106109, 10.1109/ACCESS.2020.3000014 Sheng, 2013, Zone-based load balancing in LTE self-optimizing networks: a game-theoretic approach, IEEE Trans. Veh. Technol., 63, 2916, 10.1109/TVT.2013.2293785 P. Szilágyi, Z. Vincze, C. Vulkán, Integrated mobility load balancing and traffic steering mechanism in LTE, in: 2013 IEEE 24th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC), 2013, pp. 2148-2153. Aguilar-Garcia, 2016, Improving load balancing techniques by location awareness at indoor femtocell networks, EURASIP J. Wirel. Commun. Netw., 2016, 1, 10.1186/s13638-016-0694-1 M. H. Ismeala, B. J. Hamzaa, and W. K. Saada, Comparison the performance evaluation of Xgpon-Rof System with Wdm and Scm for different modulation schemes, Al-Qadisiyah J. Eng. Sci., 12, 240–245-240–245, 2019. J. Steuer, K. Jobmann, The use of mobile positioning supported traffic density measurements to assist load balancing methods based on adaptive cell sizing, in: The 13th IEEE International Symposium on Personal, Indoor and Mobile Radio Communications, 2002, pp. 339–343 Abdulnabi, 2020, Performance analysis of full-duplex NG-PON2-RoF system with non-linear impairments, J. Phys. Conf. Ser. F. Guidolin, I. Pappalardo, A. Zanella, M. Zorzi, A Markov-based framework for handover optimization in HetNets, in: 2014 13th Annual Mediterranean Ad Hoc Networking Workshop (MED-HOC-NET), 2014, pp. 134-139. H. Li, S. Habibi, G. Ascheid, Handover prediction for long-term window scheduling based on SINR maps, in: 2013 IEEE 24th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC), 2013, pp. 917-921. W. K. Saad, M. Ismail, R. Nordin, A. A. El-Saleh, Optimality of the HDC rules in cooperative spectrum sensing for Cognitive Radio network, in 2015 1st International Conference on Telematics and Future Generation Networks (TAFGEN), 2015, pp. 22-27. Addali, 2019, Dynamic mobility load balancing for 5G small-cell networks based on utility functions, IEEE Access, 7, 126998, 10.1109/ACCESS.2019.2939936 Abbas, 2017, Analysis of load balancing and interference management in heterogeneous cellular networks, IEEE Access, 5, 14690, 10.1109/ACCESS.2017.2732498 Asghar, 2018, On concurrent optimization of coverage, capacity and load balance in HetNets through joint self-organization of soft and hard cell association parameters, IEEE Trans. Veh. Technol., 67, 8781, 10.1109/TVT.2018.2846655 Alhabo, 2018, Load-dependent handover margin for throughput enhancement and load balancing in HetNets, IEEE Access, 6, 67718, 10.1109/ACCESS.2018.2878489 A. L. Yusof, M. A. Zainali, M. T. M. Nasir, N. Ya'acob, Handover adaptation for load balancing scheme in femtocell Long Term Evolution (LTE) network, in: 2014 IEEE 5th Control and System Graduate Research Colloquium, 2014, pp. 242-246. M. Alhabo, L. Zhang, O. Oguejiofor, Inbound handover interference-based margin for load balancing in heterogeneous networks, in: 2017 International Symposium on Wireless Communication Systems (ISWCS), 2017, pp. 146–151. Gupta, 2014, Downlink multi-antenna heterogeneous cellular network with load balancing, IEEE Trans. Commun., 62, 4052, 10.1109/TCOMM.2014.2350504 Lee, 2013, Improved detection performance of cognitive radio networks in AWGN and Rayleigh fading environments, J. Appl. Res. Technol., 11, 437, 10.1016/S1665-6423(13)71552-9 Singh, 2013, Joint resource partitioning and offloading in heterogeneous cellular networks, IEEE Trans. Wirel. Commun., 13, 888, 10.1109/TWC.2013.120713.130548 Bjerke, 2011, LTE-advanced and the evolution of LTE deployments, IEEE Wirel. Commun., 18, 4, 10.1109/MWC.2011.6056684 Singh, 2013, Offloading in heterogeneous networks: Modeling, analysis, and design insights, IEEE Trans. Wirel. Commun., 12, 2484, 10.1109/TWC.2013.040413.121174 Saad, 2021, Handover parameters optimisation techniques in 5G networks, Sensors, 21, 5202, 10.3390/s21155202 Hwang, 2022, Adaptive handover decision using fuzzy logic for 5G ultra-dense networks, Electronics, 11, 3278, 10.3390/electronics11203278 A. Alhammadi, W. H. Hassan, A. A. El-Saleh, I. Shayea, H. Mohamad, W. K. Saad, Intelligent coordinated self-optimizing handover scheme for 4G/5G heterogeneous networks, ICT Express, 2022. S. A. Khan, I. Shayea, M. Ergen, A. A. El-Saleh, M. Roslee, An Improved Handover Decision Algorithm for 5G Heterogeneous Networks, in: 2021 IEEE 15th Malaysia International Conference on Communication (MICC), 2021, pp. 25-30. Shayea, 2020, Individualistic dynamic handover parameter self-optimization algorithm for 5G networks based on automatic weight function, IEEE Access, 8, 214392, 10.1109/ACCESS.2020.3037048 Karmakar, 2022, Mobility management in 5G and beyond: a novel smart handover with adaptive Time-to-trigger and hysteresis margin, IEEE Trans. Mob. Comput., 10.1109/TMC.2022.3188212 S. Mishra, N. Mathur, Load balancing optimization in LTE/LTE-A cellular networks: a review, arXiv preprint arXiv:1412.7273, 2014. A. M. Miyim, K. Umar, A. Ibrahim Kiyawa, A Fuzzy-based AHP approach to handover decision for mobility management in heterogeneous wireless network, SLU J. Sci. Technol., vol. 2, pp. 46-57, 2021. Balakrishnan, 2013, Traffic-aware QoS provisioning and admission control in OFDMA hybrid small cells, IEEE Trans. Veh. Technol., 63, 802, 10.1109/TVT.2013.2280124 Hernandez-Aquino, 2015, Tilt angle optimization in two-tier cellular networks—A stochastic geometry approach, IEEE Trans. Commun., 63, 5162, 10.1109/TCOMM.2015.2485981 Saad, 2012, Thoughput performance of adaptive modulation and coding scheme with link adaptation for mimo-wimax downlink transmission, J. Asian Sci. Res., 2, 641 M. Chardy, M. B. Yahia, Y. Bao, 3G/4G load-balancing optimization for mobile network planning, in: 2016 17th International Telecommunications Network Strategy and Planning Symposium (Networks), 2016, pp. 7-12. Mohsin, 2020, Performance analysis of image transmission with various channel conditions/modulation techniques, Telkomnika, 18, 1158, 10.12928/telkomnika.v18i3.14172 Ray, 2015, Hysteresis margin and load balancing for handover in heterogeneous network, Int. J. Future Comp. Commun., 4, 231, 10.7763/IJFCC.2015.V4.391 O. Aydin, Optimized carrier aggregation for handover, EP2373090 A1 2011. Self-Organizing Networks (SON) Policy Network Resource Model (NRM) Integration Reference Point (IRP); Requirements (Release 15), document TS 28.627 V15.0.0, 3GPP, Valbonne, France, 2018. Self-Organizing Networks (SON) Policy, Network Resource Model (NRM), Integration Reference Point (IRP); Information Service (IS) (Release 15), document TS 28.628 V15.0.0, 3GPP, Valbonne, France, 2018. Telecommunication management; Self-Organizing Networks (SON) Policy Network Resource Model (NRM) Integration Reference Point (IRP); Information Service (IS) (Release 11), document TS 32.522 V11.7.0, 3GPP, Valbonne, France, 2013. Pedersen, 2011, Carrier aggregation for LTE-advanced: functionality and performance aspects, Commun. Magazine, IEEE, 49, 89, 10.1109/MCOM.2011.5783991 Radio Frequency (RF) System Scenarios (Release 15), document TR 25.942 V15.0.0, 3GPP, Valbonne, France, 2018. Shayea, 2014, Handover performance over a coordinated contiguous carrier aggregation deployment scenario in the LTE-advanced system, Int. J. Vehicular Technol., 2014, 10.1155/2014/971297 3GPP, TR 25.816 V8.0.0., UMTS 900 MHz Work Item Technical Report (Release 8)., ed. Franch: http://www.3gpp.org/DynaReport/25816.htm,” 2009. 3GPP, TR 25.814 V7.1.0., Physical layer aspects for evolved Universal Terrestrial Radio Access (UTRA) (Release 7), ed. Franch: http://www.3gpp.org/DynaReport/25814.htm, 2006. Radio Frequency (RF) System Scenarios (Release 15), document TR 25.942 V15.0.0, 3GPP, Valbonne, France, 2018. Radio Resource Control (RRC); Protocol Speci_cation (Release 15), document TS 36.331 V15.3.0, 3GPP, 2018. Gudmundson, 1991, Correlation model for shadow fading in mobile radio systems, Electron. Lett, 27, 2145, 10.1049/el:19911328 A. Goldsmith, Wireless communications: Cambridge university press, 2005. a. G. L. D. Jiang, An overview of 5G requirements, 5G Mobile Communications, pp. pp. 3-26, 2017. Castro-Hernandez, 2017, Optimization of handover parameters for LTE/LTE-A in-building systems, IEEE Trans. Veh. Technol., 67, 5260, 10.1109/TVT.2017.2711582 Radio Resource Control (RRC); Protocol Specication (Release 15), document TS 36.331 V15.3.0, 3GPP, 2018. Radio Resource Control (RRC); Protocol Specication (Release 15), document TS 36.300 V15.3.0, 3GPP, Valbonne, France, 2018. 3GPP, Radio Frequency (RF) system scenarios (Release 15), TR 25.942 V15.0.0, ed. Valbonne - FRANCE: 3GPP, 2018. Shayea, 2016, Novel handover optimization with a coordinated contiguous carrier aggregation deployment scenario in LTE-advanced systems, Mob. Inf. Syst., 2016 P. J. S. a. J. Shin, Method for Handover in Multi-Carrier System, Google Patents, 2011. Dahlman, 2013 Shannon, 1993 Huang, 2010, Performance of adaptive hysteresis vertical handoff scheme for heterogeneous mobile communication networks, J. Networks, 5, 977, 10.4304/jnw.5.8.977-983 Zhu, 2007, Performance analysis of an adaptive handoff algorithm based on distance information, Comput. Commun., 30, 1278, 10.1016/j.comcom.2006.12.019 Bălan, 2011, An enhanced weighted performance-based handover parameter optimization algorithm for LTE networks, EURASIP J. Wirel. Commun. Netw., 2011, 1, 10.1186/1687-1499-2011-98 Muñoz, 2013, On the potential of handover parameter optimization for self-organizing networks, IEEE Trans. Veh. Technol., 62, 1895, 10.1109/TVT.2013.2247778 Abo-Zeed, 2019, Survey on land mobile satellite system: Challenges and future research trends, IEEE Access, 7, 137291, 10.1109/ACCESS.2019.2941900 Al-Samman, 2019, Path loss model and channel capacity for UWB–MIMO channel in outdoor environment, Wirel. Pers. Commun., 107, 271, 10.1007/s11277-019-06253-w M. Giordani, M. Zorzi, Satellite communication at millimeter waves: A key enabler of the 6G era, in: 2020 International Conference on Computing, Networking and Communications (ICNC), 2020, pp. 383-388. I. Shayea, T. Abd. Rahman, M. Hadri Azmi, A. Arsad, Rain attenuation of millimetre wave above 10 GHz for terrestrial links in tropical regions, Trans. Emerg. Telecommun. Technol., 29, e3450, 2018. I. Shayea, L. A. Nissirat, M. A. Nisirat, A. Alsamawi, T. Abd. Rahman, M. Hadri Azmi, et al., Rain attenuation and worst month statistics verification and modeling for 5G radio link system at 26 GHz in Malaysia, Trans. Emerg. Telecommun. Technol., 30, e3697, 2019. Zong, 2019, 6G technologies: Key drivers, core requirements, system architectures, and enabling technologies, IEEE Veh. Technol. Mag., 14, 18, 10.1109/MVT.2019.2921398 T. A. Al-Janabi, H. S. Al-Raweshidy, Optimised clustering algorithm-based centralised architecture for load balancing in IoT network, in 2017 International Symposium on Wireless Communication Systems (ISWCS), 2017, pp. 269-274. Pourghebleh, 2020, A comprehensive and systematic review of the load balancing mechanisms in the Internet of Things, Clust. Comput., 23, 641, 10.1007/s10586-019-02950-0 Aibinu, 2017, Development of hybrid artificial intelligent based handover decision algorithm, Eng. Sci. Technol., Int. J., 20, 381 J. V. Cervantes Bazán, A. D. Cuevas Rasgado, S. Lazcano Salas, F. García Lamont, S. Cerquides Bueno, Artificial intelligence techniques in handover decision: a brief re-view, 2019. Ergen, 2019, What is artificial intelligence? technical considerations and future perception, Anatolian J. Cardiol, 22, 5 B. Shubyn, N. Lutsiv, O. Syrotynskyi, R. Kolodii, Deep learning based adaptive handover optimization for ultra-dense 5G mobile networks, in: 2020 IEEE 15th International Conference on Advanced Trends in Radioelectronics, Telecommunications and Computer Engineering (TCSET), 2020, pp. 869-872. Yan, 2019, Machine learning-based handovers for sub-6 GHz and mmWave integrated vehicular networks, IEEE Trans. Wirel. Commun., 18, 4873, 10.1109/TWC.2019.2930193 Hamza, 2021, Performance enhancement of SCM/WDM-RoF-XGPON system for bidirectional transmission with square root module, IEEE Access, 9, 49487, 10.1109/ACCESS.2021.3065285 A. Mahmood, W. A. Jabbar, W. K. Saad, Y. Hashim, H.B. Manap, Optimal nano-dimensional channel of GaAs-FinFET transistor, in 2018 IEEE Student Conference on Research and Development (SCOReD), 2018, pp. 1-5. Munir, 2018, On the impact of mobility on battery-less RF energy harvesting system performance, Sensors, 18, 3597, 10.3390/s18113597 Tawalbeh, 2016, Studying the energy consumption in mobile devices, Procedia Comput. Sci., 94, 183, 10.1016/j.procs.2016.08.028 Zahedi, 2019, Optimum time/power fraction of energy harvesting in TSR/PSR SWIPT-based cooperative communications with effective capacity maximization approach, AEU-Int. J. Electr. Commun., 111