Optimizing Structural Health Monitoring Systems Through Integrated Fog and Cloud Computing Within IoT Framework

被引:2
作者
Hassan, Muhammad [1 ]
Hussein, Ali [2 ]
Nassr, Amr A. [3 ,4 ]
Karoumi, Raid [5 ]
Sayed, Usama M. [1 ,6 ]
Abdelraheem, Mohamed [1 ,7 ]
机构
[1] Assiut Univ, Elect Engn Dept, Asyut 71515, Egypt
[2] Assiut Univ, Fac Comp & Informat, Informat Technol Dept, Asyut 71515, Egypt
[3] Ajman Univ, Dept Civil Engn, Ajman, U Arab Emirates
[4] Assiut Univ, Dept Civil Engn, Asyut 71515, Egypt
[5] KTH Royal Inst Technol, S-10044 Stockholm, Sweden
[6] Sphinx Univ, Fac Engn, Asyut 17090, Egypt
[7] Misr Int Technol Univ, EGC TECH, Asyut 71515, Egypt
来源
IEEE ACCESS | 2024年 / 12卷
关键词
Monitoring; Servers; Feature extraction; Cloud computing; Accelerometers; Internet of Things; Shape; Edge computing; Biomedical monitoring; Sampling methods; Synchronization; fog computing; cloud computing; hybrid IoT solutions; structural health monitoring system; synchronized sampling; cellular internet; DAMAGE DETECTION;
D O I
10.1109/ACCESS.2024.3419028
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we propose the design, operation, and implementation of an Internet of Things-based hybrid structural health monitoring. This innovative system leverages the capabilities of both fog and cloud layers in computing and monitoring. The system architecture consists of leaf nodes deployed on a target structure. These nodes, synchronously, collect acceleration signals from accelerometers attached directly to the structure and transmit the data to an on-site central node via a short-range communication protocol. At the fog layer, the central node, applies damage detection algorithms on the collected data. If a damage is detected, it forwards the acceleration signals to a cloud-based monitoring server using cellular internet connectivity, where more complex algorithms are used to identify and locate the damage. We provide detailed information about the design of the different system nodes, the implementation of damage detection algorithms, and the architecture of the monitoring server. To evaluate the effectiveness of the proposed system, several practical experiments were conducted. The results demonstrate that the hybrid system presented in this paper provides an efficient, reliable and cost-effective approach to damage detection and identification in civil infrastructures.
引用
收藏
页码:89628 / 89646
页数:19
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