ENERGY EFFICIENCY ANALYSIS OF EDGE IOT UMUDIGI A9 PRO ON CROSS-TIER NETWORKS: IMPACT OF DISTANCE AND USER-FRIENDLY APPLICATIONS
DOI:
https://doi.org/10.4314/njt.v43i3.18Keywords:
Edge IoT, 3G and 4G network, Energy utilization, Distance impact, User-friendly applications, Mobile device efficiencyAbstract
This paper investigated the energy utilisation of edge IoT mobile devices on the 3G and 4G networks, specifically focusing on the impact of the distance from the base station and user-friendly applications. Measurements were taken, and data was collected on a live network during active and passive sessions using enabling software on the test device. The study found that energy consumption varies based on distance, service type, and network usage. With IoT-matched software applications, the Umudigi A9 Pro device showed increased power consumption as distance from the base station increased and as a function of the network utilised. The study also examined video streaming, voice calls, and video playback services, focusing on their energy profiles. The analysis of both real-time and non-real-time services was carried out. Real-time services exhibited an average maximum power consumption of 243.2mW, while non-real-time usage averaged 209.1mW. The internal energy utilisation levels ranged from 370.1mW to 446.9mW for online idle radio operations and from 322.5mW to 458.3mW for offline idle radio operations, varying from the cell centre to the cell edge within a base station sector. It was shown that real-time applications on edge mobile user equipment (UEs) are more energy-intensive than other applications. Their energy requirements increased as these nodes moved towards the cell edge of the network coverage area, possibly due to Signal-to-Interference-plus-Noise Ratio (SINR) limitations. Real-time services require more energy than non-real-time services and understanding the relationship between signal strength and test device energy requirements about the service deployed can serve as an advisory tool for energy management.
References
[1] Dahunsi1, M., and Akinlabi, A. A. “Measuring Mobile Broadband Performance in Nigeria: 2G AND 3GF”. Vol. 38, No. 2, 2019, pp.422–436 Copyright© Faculty of Engineering, University of Nigeria, Nsukka, Print ISSN: 0331-8443, Electronic ISSN: 2467-8821 http://dx.doi.org/ 10.4314/njt.v38i2.19
[2] Pilatso1, P., and Chukwuere, J. E. “Investigating the Impact of Fourth-Generation (4G) Mobile Technologies on Student Academic Performance”, Nigerian Journal of Technology, Vol. 41, No. 3, 2022, pp.547-559 Print ISSN: 0331-8443 Electronic ISSN: 2467-8821 http://dx.doi.org/10.4314/njt.v41i3.15
[3] Tawalbeh, M., Eardley, A., and Tawalbeh, L. "Studying the Energy Consumption in Mobile Devices," Procedia Computer Science, vol. 94, pp. 183-189, The 13th International Conference on Mobile Systems and Pervasive Computing (MoniSPC 2016), 2016.
[4] Ladipo, O. I., and Gbenga-Ilori, A. O. “An Efficient Power Control Game Model for Wireless Sensor Networks”, Nigerian Journal of Technology, vol. 38, no. 3, pp. 726–731, Jun. 2019, Accessed: Jun. 18, 2024. [Online]. Available: https://www.nijotech.com/index.php/nijotech/article/view/2065
[5] Ladipo, O. I and Gbenga-Ilori A. O. “A NonCooperative Power Control Game for Wireless Sensor Networks”, Nigerian Journal of Technology, Vol. 38, No. 3, July 2019, pp. 726 – 731, Print ISSN: 0331-8443, Electronic ISSN: 2467-8821 http://dx.doi.org/10.4314/njt. v38i3.26
[6] El Outmani, A., Jaara, A., and Azizi, M. "Literature Review of Energy Consumption Modeling for Mobile Devices," in International Conference on Advanced Intelligent Systems for Sustainable Development (AI2SD 2022), Lecture notes in Networks and Systems, vol. 14, Springer, Cham, 2023, https://doi.org/10.10 07/978-3-031-35245-4_9.
[7] Gokhale, A., Wang, W., and Dueskar, G. "Experimental Study of Power Consumption Characteristics for Wireless Multimedia Communication Apps in iOS Devices," in Proceedings of the 11th EAI International Conference on Mobile Multimedia Communications, EAI, Qingdao, 2018, https://doi.org/10.4108/eai.21-6-2018.2276546
[8] Cruz, L., and Abreu, R. "Catalog of Energy Patterns for Mobile Applications," Empir. Softw. Eng., vol. 24, no. 4, pp. 2209-2235, 2019, https://doi.org/10.1007/s10664-019-096 82-0.
[9] Kazantsev, R., and Vatolin, D. "Power Consumption of Video Decoders on Various Android Devices," in 2021 Picture Coding Symposium (PCS), Bristol, United Kingdom, 2021, pp. 1-5, https://doi.org/10.1109/PCS5089 6.2021.9477481.
[10] Perrucci, G. P., Fitzek, F. H. P., and Widmer, J. "Survey on Energy Consumption Entities on the Smartphone Platform," 2011.
[11] Matyjaszek, H. "The Energy Impact of Mobile Phones," Energy Live News Ltd., 2021, https://www.energylivenews.com/2021/06/03/the-energy-impact-of-mobile-phones/.
[12] Dev, H. "Analysis of Power Consumption in a Smartphone," https://typexpersonality.medium .com/analysis-of-power-consumption-in-a-sma rtphone-ff327b8a5172, 2021.
[13] Tawalbeh, M., Eardley, A., and Tawalbeh, L. "Studying the Energy Consumption in Mobile Devices," 2016.
[14] Carroll, A., and Heiser, G. "Analysis of Power Consumption in a Smartphone," in USENIX Annual Technical Conference (USENIX ATC 10), 2010.
[15] Pramanik, P. K. D. et al., "Power Consumption Analysis, Measurement, Management, and Issues: A State-of-the-Art Review of Smartphone Batteries and Energy Usage," in IEEE Access, vol. 7, pp. 182113-182172, 2019, https://doi.org/10.1109/ACCESS.2019.2958684
[16] Elliot, J., Kor, A.-L., and Omotosho, O. A. "Energy Consumption in Smartphones: An Investigation of Battery and Energy Consumption of Media-Related Applications on Android Smartphones," Leeds Beckett Repository, www.eprints.leedsbeckett.ac.uk, 2017.
[17] Herglotz, C., Robitza, W., Kranzler, M., Kaup, A., and Raake, A. "Modeling of Energy Consumption and Streaming Video QoE Using a Crowdsourcing Dataset," in 14th International Conference on Quality of Multimedia Experience (QoMEX), Lippstadt, Germany, 2022, pp. 1-6, https://doi.org/10.1109/QoMEX 55416.2022.9900886
[18] Bangash, A. A., Jamal, Q., Eng, K., Ali, K., and Hindle, A. "Energy Consumption Estimation of API Usage in Mobile Apps via Static Analysis," in 20th International Conference on Mining Software Repositories (MSR), pp. 5721-5730, 2023.
[19] Pandikumar, S., Sethupandian, S. B., Arovazhagan, B., and Rajeswari, P. "Towards Smartphone Energy Optimization Through Users' Operating Pattern Discovery," in Sentiment Analysis and Deep Learning: Proceedings of ICSADL 2022, pp. 615-627, 2023.
[20] Hamzaoui, K. I., Gabli, M., Mokhtari, A., and Dahmani, S. "Optimization of Energy Consumption of Mobile Devices," in 2021 International Conference on Electrical, Computer, Communications, and Mechatronics Engineering (ICECCME), Mauritius, 2021, pp. 01-06, https://doi.org/10.1109/ICECCME5220 0.2021.9590947
[21] Song, S., Wedyan, F., and Jararweh, Y. "Empirical Evaluation of Energy Consumption for Mobile Applications," in 2021 12th International Conference on Information and Communication Systems (ICICS), Valencia, Spain, 2021, pp. 352-357, https://doi.org/10.1 109/ICICS52457.2021.9464579
[22] Andreucetti, R., Chen, S., Yuan, Z., and Muntean, G.-M. "Smartphone Energy Consum-ption of Multimedia Services in Heterogeneous Wireless Networks," in 2014 International Wireless Communications and Mobile Computing Conference (IWCMC), Nicosia, Cyprus, 2014, pp. 1147-1151, https://doi.org/1 0.1109/IWCMC.2014.6906516
[23] He, A., Srikanteswara, S., Bae, K. K., Reed, J. H., and Tranter, W. H. "Energy Consumption Minimization for Mobile and Wireless Devices - a Cognitive Approach," in IEEE Transactions on Consumer Electronics, vol. 56, no. 3, pp. 1814-1821, Aug. 2010, https://doi.org/10.1109 /TCE.2010.5606331
[24] Hu, Z., and Ruutu, J. "Comparison of Energy Consumption Between a Mobile Device and a Collection of Dedicated Devices," in Proceedings of the 2011 IEEE International Symposium on Sustainable Systems and Technology, Chicago, IL, USA, 2011, pp. 1-6, https://doi.org/10.1109/ISSST.2011.5936873
[25] Kaup, F., and Hausheer, D. "Optimizing Energy Consumption and QoE on Mobile Devices," in 2013 21st IEEE International Conference on Network Protocols (ICNP), Goettingen, Germany, 2013, pp. 1-3, https://doi.org/10.11 09/ICNP.2013.6733641
[26] Niemann, C., Ewert, C., Puttnies, H., Rethfeldt, M., Timmermann, D., and Danielis, P. "Modeling Energy Consumption for Task-Offloading Decisions on Mobile and Embedded Devices," in 2020 IEEE 2nd Global Conference on Life Sciences and Technologies (LifeTech), Kyoto, Japan, 2020, pp. 400-404, https://doi. org/10.1109/LifeTech48969.2020.1570618809
[27] Bernal, J. F. M., Ardito, L., Morisio, M., and Falcarin, P. "Towards an Efficient Context-Aware System: Problems and Suggestions to Reduce Energy Consumption in Mobile Devices," in 2010 Ninth International Conference on Mobile Business and 2010 Ninth Global Mobility Roundtable (ICMB-GMR), Athens, Greece, 2010, pp. 510-514, https://doi.org/10.1109/ICMB-GMR.2010.34
[28] Mohammed, A. F. E., Altayeb, M. H., and Osman, N. I. "Evaluating the Energy Efficiency of UE-to-Network Relay Assisted Device-to-Device Communication," in 2020 International Conference on Computer, Control, Electrical, and Electronics Engineering (ICCCEEE), Khartoum, Sudan, 2021, pp. 1-5, https://doi.o rg/10.1109/ICCCEEE49695.2021.9429654
[29] Benson, M. E., Okafor, K. C., Ezema, L. S., Chuwkuchekwa, N., and Anthony, O. C. “Heterogeneous cyber-physical network coexistence through interference contribution rate and uplink power control algorithm (ICR-UPCA) in 6G edge cells” Internet of Things, Vol. 25, April 2024, 101031 https://doi.org/10 .1016/j.iot.2023.101031
[30] Mubarakah, Naemah, and Suherman, "Reducing Mobile Device Energy Consumption in Transmitting Multimedia Content by Arranging Transport Protocol Load," in 2016 International Seminar on Application for Technology of Information and Communication (ISemantic), Semarang, Indonesia, 2016, pp. 111-113, https://doi.org/1 0.1109/ISEMANTIC.2016.7873819.
[31] Oliveira, T. R. B., Ursini, E. L., and Timoteo, V. S. "Simulation-Based Assessment of Energy Consumption Optimization in 3G Mobiles," in 2011 International Conference on Computer and Management (CAMAN), Wuhan, China, 2011, pp. 1-5, https://doi.org/10.1109/CAM AN.2011.5778753.
[32] Riaz, M. N. "Energy Consumption in Hand-Held Mobile Communication Devices: A Comparative Study," in 2018 International Conference on Computing, Mathematics and Engineering Technologies (iCoMET), Sukkur, Pakistan, 2018, pp. 1-5, https://doi.org/10.1109 /ICOMET.2018.8346333.
[33] Hamzaoui, K. I., Gabli, M., Mokhtari, A., and Dahmani, S. "Optimization of Energy Consumption of Mobile Devices," in 2021 International Conference on Electrical, Computer, Communications, and Mechatronics Engineering (ICECCME), Mauritius, 2021, pp. 01-06, https://doi.org/10.1109/ICECCME5220 0.2021.9590947
[34] Song, S., Wedyan, F., and Jararweh, Y. "Empirical Evaluation of Energy Consumption for Mobile Applications," in 2021 12th International Conference on Information and Communication Systems (ICICS), Valencia, Spain, 2021, pp. 352-357, https://doi.org/10. 1109/ICICS52457.2021.9464579.
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