Research on Efficiency Optimization of Logistics Vehicle Monitoring Model Based on Wireless Sensor Network
DOI:
https://doi.org/10.13052/jicts2245-800X.1112Keywords:
Logistics carriage supervisory, improved bat algorithm, Wireless sensor network, coverage ratioAbstract
For enhance running effectiveness efficiency of logistics carriage supervisory depended on wireless sensor network (WSN), a novel wireless sensor network optimized by improved bat algorithm is established. Firstly, working theory and system framework of WSN depended on logistics monitoring system are analyzed. Secondly, B-MAC protocol is used in proposed wireless sensor network, and corresponding models are established, and recovery ratio of wireless sensor network is defined, and node deployment optimization of wireless sensor network is constructed. Thirdly, the optimization algorithm of node deployment of WSN is designed based on amended bat algorithm, and analysis procedure of this algorithm is established. Finally, a simulation analysis is carried out, analysis results show that performance of proposed WSN logistics carriage supervisory based on improved bat algorithm is better, which has quicker convergence speed and higher convergence precision, and reliability of proposed WSN logistics carriage supervisory is improved, the energy consumption of sensor node data transmission is reduced, and the life of WSN is improved. Proposed WSN based on logistics carriage supervisory based on improved BA has higher coverage ratio and higher efficiency. Therefore proposed wireless sensor network based on logistics carriage supervisory based on improved bat algorithm can obtain better monitoring efficiency, which has prospect application view.
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Jie Tang, Yifeng Zou, Ruhe Xie, Bo Tu, Guanghai Liu, Compact supervisory system for cold chain logistics, Food Control, 126, 2021, 108025.
Devinder Kumar, Rajesh Kr Singh, Ruchi Mishr, Samuel Fosso Wamb, Applications of the internet of things for optimizing warehousing and logistics operations: A systematic literature review and future research directions, Computers & Industrial Engineering, 171, 2022, 108455.
Qing-Shan Ren, Kui Fang, Xin-Ting Yang, Jia-Wei Han, Ensuring the quality of meat in cold chain logistics: A comprehensive review, Trends in Food Science & Technology, 119, 2022, 133–151.
Giorgia Casella, Barbara Bigliardi, Eleonora Bottani, The evolution of RFID technology in the logistics field: a review, Procedia Computer Science, 200, 2022, 1582–1592.
Romany F. Mansour, Sayed Abdel-Khalek, Shaik Mahaboo, Bashac Manal MKhayyat, Bushra M.E. Elnaim, Vishnu Shankar, Adaptive Parallel Seeker Optimization-based Route Planning for clustered WSN in smart cities, Computers and Electrical Engineering, 102, 2022, 108289.
Pakarat Musikawan, Yanika Kongsorot, Paisarn Muneesawang, Chakchai So-In, An enhanced obstacle-aware deployment scheme with an opposition-based competitive swarm optimizer for mobile WSNs, Expert Systems with Applications, 189, 2022, 116035.
Aparna Ashok, Kamble B.M. Patil, Systematic analysis and review of path optimization techniques in WSN with mobile sink, Computer Science Review, 41, 2021, 100412.
V. Kavitha, Kirupa Ganapathy, Galactic swarm optimized convolute network and cluster head elected energy-efficient routing protocol in WSN, Sustainable Energy Technologies and Assessments, 52, 2022, 102154
Bin Zhao, Hao Chen, Diankui Gao, Lizhi Xu, Risk assessment of refinery unit maintenance based on fuzzy second generation curvelet neural network, Alexandria Engineering Journal, 59(3), 2020, 1823–1831.
Jiahong Chen, Jing Wang, Tongxin Shu, Clarence W. de Silva, WSN optimization for sampling-based signal estimation using semi-binarized variational autoencoder, Information Sciences, 587, 2022, 188–205.
Amir Seyyedabbasi, Farzad Kiani, Tofigh Allahviranloo, Unai Fernandez-Gamiz, Samad Noeiaghdam, Optimal data transmission and pathfinding for WSN and decentralized IoT systems using I-GWO and Ex-GWO algorithms, Alexandria Engineering Journal, 63, 2023, 339–357.
Bin Zhao, Haoyang Song, Fuzzy Shannon wavelet finite element methodology of coupled heat transfer analysis for clearance leakage flow of single screw compressor, Engineering with Computers, 37, 2021, 2493–2503.
Tan Deng, Xiaoyong Tang, Zhiqiang Wu, Xiao Liu, Wei Wei, Zeng Zeng, An improved DECPSOHDV-Hop algorithm for node location of WSN in Cyber–Physical–Social-System, Computer Communications, 191, 2022, 349–359.
Xianfeng Ou, Meng Wu, Yuanyuan Pu, Bing Tu, Guoyun Zhang, Zhi Xu, Cuckoo search algorithm with fuzzy logic and Gauss–Cauchy for minimizing localization error of WSN, Applied Soft Computing, 125, 2022, 109211.
Bin Zhao, Yi Ren, Diankui Gao, Lizhi Xu, Yuanyuan Zhang, Energy utilization efficiency evaluation model of refining unit Based on Contourlet neural network optimized by improved grey optimization algorithm, Energy, 185, 2019, 1032–1044.
Prerna Sharm, Kapil Sharm, Fetal state health monitoring using novel Enhanced Binary Bat Algorithm, Computers and Electrical Engineering, 101, 2022, 108035.
Wei-Chang Yeh, BAT-based algorithm for finding all Pareto solutions of the series-parallel redundancy allocation problem with mixed components, Reliability Engineering & System Safety, 228, 2022, 108795.
Riddhi Chawla Sheh, Mohamed Beram, C Ravindr, Murthyc T. Thiruvenkadam, N.P.G. Bhavani, R. Saravanakumar, P.J. Sathishkumar, Brain tumor recognition using an integrated bat algorithm with a convolutional neural network approach, Measurement: Sensors, 24, 2022, 100426.
Bin Zhao, Yi Ren, Diankui Gao, Lizhi Xu, Performance ratio prediction of photovoltaic pumping system based on grey clustering and second curvelet neural network, Energy, 171, 2019, 360–371.
Nazmiye Eligüzel, Cihan Çetinkay, Türkay Derelic, A novel approach for text categorization by applying hybrid genetic bat algorithm through feature extraction and feature selection methods, Expert Systems with Applications, 202, 2022, 117433.
Wei-Hao Zhou, Yu-Xiang Wu, Yan Zhao, Jian Xu, Research on multi-energy complementary microgrid scheduling strategy based on improved bat algorithm, Energy Reports, 8, Supplement 4, 2022, 1258–1272.
Galiveeti Hemakumar Reddy, Aditya NKoundiny, Sadhan, Gope More Raju, Kshetrimayum Millaner Singh, Optimal Sizing and Allocation of DG and FACTS Device in the Distribution System using Fractional Lévy Flight Bat Algorithm, IFAC-PapersOnLine, 55(1), 2022, 168-173.
S. Eskandari, M. Seifaddini, Online and offline streaming feature selection methods with bat algorithm for redundancy analysis, Pattern Recognition, 133, 2023, 109007.
S Akil, S Allin Christe, A wrapper based binary bat algorithm with greedy crossover for attribute selection, Expert Systems with Applications, 187, 2022, 115828.
Felipe Carvalho Sampaio, Fernando Less, Tofolib Lucas Silveir, Meloc Giovanni Cordeir Barroso, Raimundo Furtado Sampaio, Ruth Pastôr, Saraiva Leão, Adaptive fuzzy directional bat algorithm for the optimal coordination of protection systems based on directional overcurrent relays, Electric Power Systems Research, 211, 2022, 108619.
