Abstract
Wireless body area networks (WBANs) become prevalent in the realm of medical and non-medical fields with the development of networking, information, and communication technologies. Applications for real-time patient monitoring rapidly create the periodic data. The data may be erratic in applications that are life-critical. As a result, the system requires a trustworthy, low-latency communication method that is also energy efficient. In this circumstance, the fixed time slot assignment leads to poor system performance in medium access control standards. Therefore, an Energy Efficient Optimal Parent Selection with Chameleon Swarm Algorithm and Non-overlapping Backoff algorithm based Dynamic Slot Allocation is proposed in this manuscript for enhancing the efficiency of packet transmission in WBAN using IEEE 802.15.6 standards. Normally, fog-based WBAN involves certain layers: sensor, body controller, central coordinator for real-time patient monitoring scheme. In this, the input data is attained by sensor devices in the sensor layer that gather vital signs of the body, like blood glucose, blood pressure, temperature, electrocardiogram, electroencephalography. Also, body controller layer collects the data from sensor layer and stores in fog layer, which is transmitted to central coordinator layer. Central coordinator layer selects prioritized data using Energy efficient optimal parent selection by utilising Chameleon Swarm Algorithm (EEOPS-CSA). The simulation of the proposed WBAN-EEOPS-CSA-NBDSA technique is activated in Network Simulator-2 and the performance metrics, like end-to-end delay, average energy consumption, latency, packet loss, network lifetime, packet delivery ratio, and overhead is analyzed. From the simulation, the proposed WBAN-EEOPS-CSA-NBDSA method attains 18.82, 25% lower end-to-end delay, 10.53, 18.87% higher packet delivery ratio, 22.22, 43.02% lower packet loss ratio, 30.89, 48.78% lower energy consumption when compared to the existing methods, such as Demand-Based Dynamic Slot Allocation for Effective Super frame Utilization in Wireless Body Area Network (WBAN-DDSA) and A bonded channel in cognitive wireless body area network based on IEEE 802.15. 6 and internet of things respectively.
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Das, K., Moulik, S., & Chang, C.Y., (2021). Priority-based dedicated slot allocation with dynamic superframe structure in IEEE 802.15. 6-based Wireless Body Area Networks. IEEE Internet of Things Journal.
Xie, Z., Huang, G., Zarei, R., Ji, Z., Ye, H., & He, J. (2020). A novel nest-based scheduling method for mobile wireless body area networks. Digital Communications and Networks, 6(4), 514–523.
Das, K., & Moulik, S., (2021). BOSS: Bargaining-based Optimal Slot Sharing in IEEE 802.15. 6-based Wireless Body Area Networks. IEEE Internet of Things Journal.
Shajin FH, Rajesh P, Nagoji Rao VK (2022) Efficient Framework for Brain Tumour Classification using Hierarchical Deep Learning Neural Network Classifier. Computer Methods in Biomechanics and Biomedical Engineering: Imaging and Visualization, pp. 1–8.
Xu, Y. H., Yu, G., & Yong, Y. T. (2020). Deep reinforcement learning-based resource scheduling strategy for reliability-oriented wireless body area networks. IEEE Sensors Letters, 5(1), 1–4.
Dhanvijay, M.M., & Patil, S.C., (2021). Energy aware MAC protocol with mobility management in wireless body area network. Peer-to-Peer Networking and Applications, pp. 1–18.
Samal, T., & Kabat, M.R., (2021). Energy-efficient time-sharing multichannel MAC protocol for wireless body area networks. Arabian Journal for Science and Engineering, pp. 1–14.
Manickavasagam, B., & Amutha, B. (2020). Analysis of efficient unmanned aerial vehicles to handle medical emergency data transmission surveillance system by using wireless body area network. Computer Communications, 152, 19–33.
Yang, G., Wu, X. W., Li, Y., & Ye, Q. (2020). Energy efficient protocol for routing and scheduling in wireless body area networks. Wireless Networks, 26(2), 1265–1273.
Misra, S., Bishoyi, P.K., & Sarkar, S., (2020). I-MAC: In-body sensor MAC in wireless body area networks for healthcare IoT. IEEE Systems Journal.
Zhang, Y., Zhang, B., & Zhang, S., (2020). An adaptive energy-aware relay mechanism for IEEE 802.15. 6 wireless body area networks. Wireless Personal Communications, 115(3), 2363–2389.
Rajesh, P., Shajin, F. H., & Kumaran, G. K. (2022). An efficient IWOLRS control technique of brushless DC motor for torque ripple minimization. Applied Science and Engineering Progress., 15(3), 5514.
Alimorad, N., Maadani, M., & Mahdavi, M., (2021). REO: a reliable and energy efficient optimization algorithm for Beacon-enabled 802.15. 4–based wireless body area networks. IEEE Sensors Journal, 21(17), 19623–19630.
Liang, B., Obaidat, M., Liu, X., Zhou, H., & Dong, M., (2021). Resource Scheduling Based on Priority Ladders for Multiple Performance Requirements in Wireless Body Area Networks. IEEE Transactions on Vehicular Technology.
Sun, G., Luo, L., Wang, K., & Yu, H. (2020). Toward improving QoS and energy efficiency in wireless body area networks. IEEE Systems Journal, 15(1), 865–876.
Pradeep, S., Bapu, T. B. B. R., Rajendran, R., & Anitha, R. (2023). Energy efficient region based source distributed routing algorithm for sink mobility in underwater sensor network. Expert Systems with Applications, 233, 120941.
Benmansour, T., Ahmed, T., Moussaoui, S., & Doukha, Z., (2020). Performance analyses of the IEEE 802.15. 6 wireless body area network with heterogeneous traffic. Journal of Network and Computer Applications, 163, 102651.
Zhang, W. (2019). A data fusion privacy protection strategy with low energy consumption based on time slot allocation and relay in WBAN. Peer-to-Peer Networking and Applications, 12(6), 1575–1584.
Roy, S., & Chowdhury, C., (2021). A multi-criteria prioritization based slot allocation scheme in ieee 802.15. 4 for wireless body area networks. In: Emerging Technologies in Data Mining and Information Security: Proceedings of IEMIS 2020, Volume 3 (pp. 505–513). Springer Singapore.
Sennan, S., Somula, R., Luhach, A. K., Deverajan, G. G., Alnumay, W., Jhanjhi, N. Z., Ghosh, U., & Sharma, P. (2021). Energy efficient optimal parent selection based routing protocol for Internet of Things using firefly optimization algorithm. Transactions on Emerging Telecommunications Technologies, 32(8), e4171.
Braik, M. S. (2021). Chameleon Swarm algorithm: A bio-inspired optimizer for solving engineering design problems. Expert Systems with Applications, 174, 114685.
Gopinath, A.J., & Nithya, B., (2021). Demand-based dynamic slot allocation for effective superframe utilization in wireless body area network. In: Advances in Computing and Network Communications (pp. 361–372). Springer, Singapore.
Niaz, F., Khalid, M., Ullah, Z., Aslam, N., Raza, M., & Priyan, M. K. (2020). A bonded channel in cognitive wireless body area network based on IEEE 802.15. 6 and internet of things. Computer Communications, 150, 131–143.
Saboor, A., Ahmad, R., Ahmed, W., Kiani, A.K., Alam, M.M., Kuusik, A., & Le Moullec, Y., (2020). Dynamic slot allocation using non overlapping backoff algorithm in IEEE 802.15. 6 WBAN. IEEE Sensors Journal, 20(18), 10862–10875.
Ashraf, M., Hassan, S., Rubab, S., Khan, M.A., Tariq, U., & Kadry, S., (2022). Energy-efficient dynamic channel allocation algorithm in wireless body area network. Environment, Development and Sustainability, pp. 1–17.
Das, K., Moulik, S., & Chang, C.Y., (2021). Priority-based dedicated slot allocation with dynamic superframe structure in IEEE 802.15. 6-based Wireless Body Area Networks. IEEE Internet of Things Journal, 9(6), 4497–4506.
Mkongwa, K.G., Liu, Q., & Wang, S., (2021). An adaptive backoff and dynamic clear channel assessment mechanisms in IEEE 802.15. 4 MAC for wireless body area networks. Ad Hoc Networks, 120, 102554
Kim, B.S., & Kim, K.I., (2020). A priority-based dynamic link scheduling algorithm using multi-criteria decision making in wireless body area networks. In: 2020 28th International Symposium on Modeling, Analysis, and Simulation of Computer and Telecommunication Systems (MASCOTS) (1–8). IEEE.
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Sankara Srinivasa Rao, I., Rajalakshmi, N.R. Energy efficient optimal parent selection with Chameleon Swarm algorithm and non-overlapping backoff algorithm based dynamic slot allocation in wireless body area network. Wireless Netw (2024). https://doi.org/10.1007/s11276-023-03621-0
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DOI: https://doi.org/10.1007/s11276-023-03621-0