A new hierarchical belief-rule-based method for reliability evaluation of wireless sensor network

التفاصيل البيبلوغرافية
العنوان: A new hierarchical belief-rule-based method for reliability evaluation of wireless sensor network
المؤلفون: Pei-Li Qiao, Zhi-Jie Zhou, Hang Wei, Chun Shi, Yuan-Yuan Qu, Guanyu Hu, Wei He, Xiaoxia Han
المصدر: Microelectronics Reliability. 87:33-51
بيانات النشر: Elsevier BV, 2018.
سنة النشر: 2018
مصطلحات موضوعية: Computer science, Process (computing), 020206 networking & telecommunications, Rule-based system, 02 engineering and technology, Condensed Matter Physics, Fault (power engineering), Atomic and Molecular Physics, and Optics, Surfaces, Coatings and Films, Electronic, Optical and Magnetic Materials, Reliability engineering, Evaluation methods, 0202 electrical engineering, electronic engineering, information engineering, Qualitative knowledge, 020201 artificial intelligence & image processing, Electrical and Electronic Engineering, Safety, Risk, Reliability and Quality, Wireless sensor network, Reliability (statistics)
الوصف: With the wide applications of wireless sensor network (WSN), its reliability evaluation has been attracted more attention. The reliability of a WSN is affected mainly by internal and external factors, which include internal faults and external attacks. In this paper, a reliability evaluation method based on a hierarchical belief rule base (BRB) method is proposed for the reliability evaluation of the WSN. First, the factors affecting the reliability of a WSN are analysed, and the reliability evaluation process that considers the WSN fault evaluation and WSN security evaluation is described. Second, the reliability evaluation model is constructed based on the hierarchical BRB model. The qualitative knowledge is used by the BRB model to build initial belief rules, and the quantitative data are used to optimize the initial parameters of the BRB model, which can utilize various types of uncertainty information effectively. Therefore, the proposed method can be applied to the WSN reliability evaluation, which is a complex and uncertain problem. Finally, a simulation case study and an actual case study of wellhead blowout monitoring are conducted to verify the effectiveness of the proposed method. The reliability results of actual WSN are obtained by the standard testing method, where the loss and accuracy rates of the collected data are treated as the observation factors for obtaining the actual reliability values. The estimated results of hierarchical BRB model are very close to the actual reliability values, which shows that the proposed method can be used for evaluating the reliability of the actual WSN accurately.
تدمد: 0026-2714
URL الوصول: https://explore.openaire.eu/search/publication?articleId=doi_________::c01f5205de3c12524415c123df1ae592
https://doi.org/10.1016/j.microrel.2018.05.019
حقوق: CLOSED
رقم الأكسشن: edsair.doi...........c01f5205de3c12524415c123df1ae592
قاعدة البيانات: OpenAIRE