Modeling of a Generic Edge Computing Application Design

被引:2
|
作者
Juan Roig, Pedro [1 ]
Alcaraz, Salvador [1 ]
Gilly, Katja [1 ]
Bernad, Cristina [1 ]
Juiz, Carlos [2 ]
机构
[1] Miguel Hernandez Univ, Comp Engn Dept, Elche 03202, Spain
[2] Univ Balearic Isl, Math & Comp Sci Dept, Palma De Mallorca 07022, Spain
关键词
edge computing; fog computing; CNN; formal modeling; ACP; Promela; Spin; CONVOLUTIONAL NEURAL-NETWORK; ARTIFICIAL-INTELLIGENCE; BIG DATA; FOG; ARCHITECTURE; IOT; TECHNOLOGY; MECHANISM; TAXONOMY; TRUST;
D O I
10.3390/s21217276
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Edge computing applications leverage advances in edge computing along with the latest trends of convolutional neural networks in order to achieve ultra-low latency, high-speed processing, low-power consumptions scenarios, which are necessary for deploying real-time Internet of Things deployments efficiently. As the importance of such scenarios is growing by the day, we propose to undertake two different kind of models, such as an algebraic models, with a process algebra called ACP and a coding model with a modeling language called Promela. Both approaches have been used to build models considering an edge infrastructure with a cloud backup, which has been further extended with the addition of extra fog nodes, and after having applied the proper verification techniques, they have all been duly verified. Specifically, a generic edge computing design has been specified in an algebraic manner with ACP, being followed by its corresponding algebraic verification, whereas it has also been specified by means of Promela code, which has been verified by means of the model checker Spin.
引用
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页数:29
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