Energy-Efficient Modulation and Communication Technologies for Internet of Things Networks: A Focused Comparative Review and Research Agenda
Author
Sumistha Shrivastav, Nagendra Patel
Abstract
Energy efficiency in Internet of Things (IoT) communications cannot be inferred from transmit power alone. It depends on modulation, airtime, receiver sensitivity, protocol overhead, connection procedure, retries, sleep scheduling, topology, and the delivery target of an application. This focused review compares four widely deployed IoT connectivity families: LoRaWAN based on chirp spread spectrum (CSS), Bluetooth Low Energy (BLE) based on Gaussian frequency-shift keying (GFSK), IEEE 802.15.4/Zigbee based on offset-QPSK with direct-sequence spread spectrum (O-QPSK/DSSS), and cellular narrowband IoT (NB-IoT), for which QPSK is a representative physical-layer modulation option. Rather than declaring a universal winner, the review organizes the evidence around energy per successfully delivered packet, coverage, latency, reliability, scalability, topology, and infrastructure dependence. The analysis shows that long range and low instantaneous transmit power do not guarantee minimum energy per delivered bit; the governing trade-off is the total radio-state and protocol cost required to meet an application service constraint. Key research gaps include inconsistent energy boundaries, non-comparable workloads, missing delivery-conditioned metrics, weak treatment of density and link quality, and limited trace-calibrated cross-technology studies. A cross-layer decision framework and a research agenda are proposed to enable fairer evaluation and application-aware technology selection.
Keywords
Internet of Things, energy efficiency, LoRaWAN, Bluetooth Low Energy, Zigbee, IEEE 802.15.4, NB-IoT, modulation techniques.
Full Text:
Download Paper PDF
References
[1] J. Ding, M. Nemati, C. Ranaweera, and J. Choi, “IoT Connectivity Technologies and Applications: A Survey,” IEEE Access, vol. 8, pp. 67646–67673, 2020, doi: 10.1109/ACCESS.2020.2985932.
[2] U. Raza, P. Kulkarni, and M. Sooriyabandara, “Low Power Wide Area Networks: An Overview,” IEEE Communications Surveys & Tutorials, vol. 19, no. 2, pp. 855–873, 2017, doi: 10.1109/COMST.2017.2652320.
[3] A. Augustin, J. Yi, T. Clausen, and W. M. Townsley, “A Study of LoRa: Long Range & Low Power Networks for the Internet of Things,” Sensors, vol. 16, no. 9, Art. no. 1466, 2016, doi: 10.3390/s16091466.
[4] F. Adelantado, X. Vilajosana, P. Tuset-Peiró, B. Martinez, J. Melià-Seguí, and T. Watteyne, “Understanding the Limits of LoRaWAN,” IEEE Communications Magazine, vol. 55, no. 9, pp. 34–40, 2017, doi: 10.1109/MCOM.2017.1600613.
[5] M. Jouhari, N. Saeed, M.-S. Alouini, and E. M. Amhoud, “A Survey on Scalable LoRaWAN for Massive IoT: Recent Advances, Potentials, and Challenges,” IEEE Communications Surveys & Tutorials, vol. 25, no. 3, pp. 1841–1876, 2023, doi: 10.1109/COMST.2023.3274934.
[6] LoRa Alliance, “TS001-1.0.4 LoRaWAN L2 1.0.4 Specification,” 2023.
[7] Bluetooth SIG, “Bluetooth Core Specification, Version 6.0: Low Energy Controller, Physical Layer Specification,” 2024.
[8] IEEE Standard for Low-Rate Wireless Networks, IEEE Std 802.15.4-2020, 2020.
[9] S. Popli, R. K. Jha, and S. Jain, “A Survey on Energy Efficient Narrowband Internet of Things (NBIoT): Architecture, Application and Challenges,” IEEE Access, vol. 7, pp. 16739–16776, 2019, doi: 10.1109/ACCESS.2018.2881533.
[10] R. Marini, K. Mikhaylov, G. Pasolini, and C. Buratti, “Low-Power Wide-Area Networks: Comparison of LoRaWAN and NB-IoT Performance,” IEEE Internet of Things Journal, vol. 9, no. 21, pp. 21051–21063, 2022, doi: 10.1109/JIOT.2022.3176394.
[11] 3GPP, “E-UTRA; Physical Channels and Modulation,” TS 36.211, Release 15, 2018.
[12] A. Azari, G. Miao, C. Stefanović, and P. Popovski, “Latency-Energy Tradeoff Based on Channel Scheduling and Repetitions in NB-IoT Systems,” in Proc. IEEE GLOBECOM, 2018, pp. 1–7, doi: 10.1109/GLOCOM.2018.8648024.
[13] G. Leenders, G. Callebaut, G. Ottoy, L. Van der Perre, and L. De Strycker, “Multi-RAT for IoT: The Potential in Combining LoRaWAN and NB-IoT,” IEEE Communications Magazine, vol. 59, no. 12, pp. 98–104, 2021, doi: 10.1109/MCOM.008.2100382.
Share your valuable work from Social Media Buttons