Design of Routing Algorithm for Communication of Power Wireless Sensor Networks Based on Improved Harmony Search
DOI:
https://doi.org/10.13052/jicts2245-800X.1223Keywords:
harmony search algorithm, power wireless sensor, artificial bee colony algorithm, Levy flight mechanism, low delay, low energy consumptionAbstract
In this paper, a routing algorithm for the communication of power wireless sensor networks based on improved harmony search is proposed to reduce the communication routing delay and energy consumption of power wireless sensor networks. Firstly, according to the composition of communication routing delay and energy consumption of power wireless sensor networks, the delay model and energy consumption model are constructed respectively, and the objective function is constructed by assigning different weights. Then, artificial bee colony algorithm and Levy flight mechanism improved harmony search algorithm are adopted for solving the objective function. Experiment results reveal that the algorithm can meet different users’ different demands on delay and energy consumption. If the user needs low delay, set the low delay weight to 1 and the power consumption weight to 0, then the average delay is 7s, and the average power consumption is 3203J. When user demand is low energy consumption, set the delay weight to 0 and the energy consumption weight to 1, so that the average energy consumption is 2667J and the average delay is 15s, which can meet the needs of users.
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Hongzhang H, Jun T, Zhengjun J., ‘Wireless sensor network routing optimization based on improved ant colony algorithm in the Internet of Things’, Heliyon, 2024, 10 (1): e23577–e23579.
Soundararajan S, Lalitha S, B. J, et al., ‘Delay-aware optimized scheduling algorithm for high performance wireless sensor networks’, Automatika, 2024, 65 (1): 92–97.
Abbou N A, Manner J, ‘ETXRE: Energy and delay efficient routing metric for RPL protocol and wireless sensor networks’, IET Wireless Sensor Systems, 2023, 13 (6): 235–246.
Radhika K, Anjana G, Sangita K, ‘Optimization of energy and delay on interval data based graph model of wireless sensor networks’, Wireless Networks, 2023, 29 (5): 2293–2311.
Wei S, Lei Z, Qiushuo L, et al., ‘Dynamic collaborative optimization of end-to-end delay and power consumption in wireless sensor networks for smart distribution grids’, Computer Communications, 2023, 20(2):87–96.
Shreedhar Y, M S J, ‘Efficient energy consumption and fault tolerant method for clustering and reliable routing in wireless sensor network’, Peer-to-Peer Networking and Applications, 2024, 17 (3): 1552–1568.
Wang L, Luo Y, Yan H, ‘Optimization analysis of node energy consumption in wireless sensor networks based on improved ant colony algorithm’, Sustainable Energy Technologies and Assessments, 2024, 6(4):103680–103687.
Liu W, Wei G, Zhu M, ‘A survey on multi-dimensional path planning method for mobile anchor node localization in wireless sensor networks’, Ad Hoc Networks, 2024, 15(6):103416–103419.
M Y R, B U M, M A, et al., ‘Energy optimization in spectrum sensing using cognitive radio wireless sensor networks’, Wireless Personal Communications, 2024, 133 (3): 1675–1691.
Anand V, M S J, ‘Novel phase adjournment data capturing technique for a mobile object in wireless sensor network’, International Journal of Information Technology, 2023, 16 (2): 993–1004.
Ma N, Wang S, Hao S, ‘Enhancing reptile search algorithm with shifted distribution estimation strategy for coverage optimization in wireless sensor networks’, Heliyon, 2024, 10 (15): e34455–e34455.
Sankaranarayanan S, Vijayakumar R, Swaminathan S, et al., ‘Node localization method in wireless sensor networks using combined crow search and the weighted Centroid method’, Sensors (Basel, Switzerland), 2024, 24 (15): 4791-4791.
Zaher A A, V P R P, R. R M, et al., ‘iCapS-MS: an improved Capuchin search algorithm-based mobile-sink sojourn location optimization and data collection scheme for wireless sensor networks’, Neural Computing and Applications, 2024, 36 (15): 8501–8517.
Kishalay B, Sulata M, Uma B, ‘Efficient approaches to optimize energy consumption in 3D wireless video sensor network under the coverage and connectivity constraints’, Annals of Telecommunications, 2023,78(5–6): 329–346.
Wang B, Zhang P, Wang X, et al, ‘Three-way decision based island harmony search algorithm for robust flow-shop scheduling with uncertain processing times depicted by big data’, Applied Soft Computing, 2024, 16(2):111842–111848.
Makhmudov F, Kilichev D, Cho I Y, ‘An application for solving minimization problems using the Harmony search algorithm’, SoftwareX, 2024, 2(7):101783–101788.
Xue G, Wang Z, Wang Y, ‘The restaurant delivery problem with uncertain cooking time and travel time’, Computers & Industrial Engineering, 2024, 19(1):110039–110045.
Simsir Sakir, ‘Symbol detection based on a novel discrete harmony search algorithm in MIMO-FBMC/OQAM system’, Wireless Networks, 2024, 30 (4): 2895–2916.
Charu A, Anurag M, Gaurav D, ‘Correction: A novel gray-scale image watermarking framework using harmony search algorithm optimization of multiple scaling factors’, Multimedia Tools and Applications, 2024, 83 (8): 21823–21823.
Abdul Q, Aas M, ‘A novel approach for optimal synthesis of path generator four-bar planar mechanism using improved harmony search algorithm’, Australian Journal of Mechanical Engineering, 2024, 22 (1): 95–108.
Riya K, Sandip C, Debabrata D, et al., ‘Application of harmony search algorithm in optimizing autoregressive integrated moving average: A study on a data set of Coronavirus Disease 2019’, Systems and Soft Computing, 2024, 6(1):200067–200069.
Shaoqiang Y, Kaiqing Z, Mohd A Z, et al., ‘A modified harmony search algorithm and its applications in weighted fuzzy production rule extraction’, Frontiers of Information Technology & Electronic Engineering, 2023, 24 (11): 1574–1590.
Hwansuk K, Seungwan H, Gabriel A L, et al., ‘Improving water quality modelling for green roof runoff using storm water management model’, Urban Climate, 2023, 52(1):1578–1584.
Zhe D, Haohao Z, Hai L, et al., ‘Improved harmony search algorithm for enhancing efficiency and quality in optimization of the distillation process’, ACS omega, 2023, 8 (31): 28487-28498.
Jian M, ‘Dynamic obstacle avoidance and trajectory planning of five-axis redundant industrial manipulator’, Journal of Vibroengineering, 2023, 25 (4): 778–791.
Ala’a S A, A. B M, Mohammad A, ‘Retraction note: Hybrid harmony search algorithm for social network contact tracing of COVID-19’, Soft Computing, 2023, 27 (15): 11069–11069.
Charu A, Anurag M, Gaurav D, ‘A novel gray-scale image watermarking framework using harmony search algorithm optimization of multiple scaling factors’, Multimedia Tools and Applications, 2023, 83 (8): 21801–21822.
Singh S S, Sai G C, ‘Fuzzy modeling and cost optimization for machine repair problem with retrial under admission control F-policy and feedback’, Mathematics and Computers in Simulation, 2023, 21(1): 214–240.
Cinthia P, Oscar C, Patricia M, et al., ‘A type-3 fuzzy parameter adjustment in harmony search for the parameterization of fuzzy controllers’, International Journal of Fuzzy Systems, 2023, 25 (6): 2281–2294.
NagSeop J, YoungHwan K, HongSeob O, ‘Comparison of the prediction of effective moment of inertia of FRP rebar-reinforced concrete by an optimization algorithm’, Materials, 2023, 16 (2): 621–621.