A Trustworthiness Sequence Prediction Scheme Based on Neural Networks and Mathematical Calculations

doi:10.1109/JIOT.2024.3382010

	A Trustworthiness Sequence Prediction Scheme Based on Neural Networks and Mathematical Calculations
	Li, Xuefei 1; Wang, Qi 2; Li, Ru 1
	2024-06-15
发表期刊	IEEE INTERNET OF THINGS JOURNAL
ISSN	2327-4662
卷号	11 期号:12 页码:22643-22655
摘要	Trust management of network nodes can protect the security of IoT, e.g., detection of false messages and malicious nodes, optimizing IoT services, etc. Trust evaluation and trust prediction are the core contents of trust management, which are used to evaluate the trustworthiness of nodes. However, the lack of trust-related data will lead to the failure of the activation of trust evaluation mechanisms. The update of trust needs to be solved by trust prediction schemes. This article designs a trust prediction scheme, utilizing neural networks and mathematical calculations to realize the classification and prediction of trust iterations. First of all, this article gives the detailed architecture of the designed scheme, including the neural network model and data preprocessing. Then analyze the theoretical calculations of related variables in trust iterations, e.g., mean value, variance, etc. Finally, utilizing simulation experiments to verify the performance of the designed trust prediction scheme, including conserved quantity in trust iterations, data set preprocessing, testing of the scheme, malicious attack resistance analysis, etc. The experiments prove that the scheme can resist related malicious attacks, e.g., data tampering attacks, etc. Moreover, the residual error of trust prediction is not more than 0.0075, which is better than the existing trust prediction schemes.
关键词	IoT mathematical calculation neural network trust management trustworthiness prediction trustworthiness evaluation
DOI	10.1109/JIOT.2024.3382010
收录类别	SCI
语种	英语
资助项目	Science and Technology Program of Inner Mongolia Autonomous Region
WOS研究方向	Computer Science ; Engineering ; Telecommunications
WOS类目	Computer Science, Information Systems ; Engineering, Electrical & Electronic ; Telecommunications
WOS记录号	WOS:001242362600138
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/39895
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Wang, Qi; Li, Ru
作者单位	1.Inner Mongolia Univ, Sch Comp, Hohhot 010021, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, Beijing 100190, Peoples R China
推荐引用方式 GB/T 7714	Li, Xuefei,Wang, Qi,Li, Ru. A Trustworthiness Sequence Prediction Scheme Based on Neural Networks and Mathematical Calculations[J]. IEEE INTERNET OF THINGS JOURNAL,2024,11(12):22643-22655.
APA	Li, Xuefei,Wang, Qi,&Li, Ru.(2024).A Trustworthiness Sequence Prediction Scheme Based on Neural Networks and Mathematical Calculations.IEEE INTERNET OF THINGS JOURNAL,11(12),22643-22655.
MLA	Li, Xuefei,et al."A Trustworthiness Sequence Prediction Scheme Based on Neural Networks and Mathematical Calculations".IEEE INTERNET OF THINGS JOURNAL 11.12(2024):22643-22655.