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A resilient and distributed near real-time traffic forecasting application for Fog computing environments

Juan Luis Pérez, Alberto Gutierrez-Torre, Josep Ll. Berral, David Carrera
2018 Future generations computer systems  
h i g h l i g h t s • A data Distribution algorithm for FCD collection in city-wide Fog deployments. • A distributed traffic learning and forecasting model, particularly designed for Fog deployments in  ...  the city. • Validation of the two previous elements through the simulation of different network stability conditions, using as a source real FCD data collected in Barcelona for one week period in 2014  ...  Our architecture combines a data distribution layer, connecting the Fog nodes with a centralized Cloud focusing on resilience and near real-time communication, and an on-line Machine Learning modeling  ... 
doi:10.1016/j.future.2018.05.013 fatcat:x743vnaaevfkja34uqqlgh6pze

Fog Computing for Realizing Smart Neighborhoods in Smart Grids

Rituka Jaiswal, Reggie Davidrajuh, Chunming Rong
2020 Computers  
There is a need for ultra-low latency, reliable service along with security and privacy. Fog Computing is a promising solution to overcome these challenges.  ...  This is achieved through an extensive literature study, firstly on Fog Computing and its foundation technologies, its applications and the literature review of Fog Computing research in various application  ...  Therefore, for effective V2G operations, reliable MicroGrid operations and real-time RES energy forecasting, we need a computing paradigm near these sources.  ... 
doi:10.3390/computers9030076 doaj:56a1bb6fa6584ded977208dc1be1f513 fatcat:tbs4p5paczam3bfoqkcpi7zwyy

Context-Aware Data-Driven Intelligent Framework for Fog Infrastructures in Internet of Vehicles

Razi Iqbal, Talal Ashraf Butt, M. Omair Shafique, Manar Wasif Abu Talib, Tariq Umer
2018 IEEE Access  
In order to overcome these challenges, this paper proposes a data analytics framework for fog infrastructures at the fog layer of traditional IoV architecture that offers context-aware real time, near  ...  real-time and batch services at the edge of a network.  ...  These applications can be categorized in real-time, near real-time and batch data requirement-based applications.  ... 
doi:10.1109/access.2018.2874592 fatcat:kaplvshf25flrcovpipa2ler7u

Fog Computing Enabling Industrial Internet of Things: State-of-the-Art and Research Challenges

Rabeea Basir, Saad Qaisar, Mudassar Ali, Monther Aldwairi, Muhammad Ikram Ashraf, Aamir Mahmood, Mikael Gidlund
2019 Sensors  
Industrial Internet-of-Things (IIoT) applications require real-time processing, near-by storage, ultra-low latency, reliability and high data rate, all of which can be satisfied by fog computing architecture  ...  In this paper, we provide a comprehensive review of methods and techniques in fog computing. Our focus is on fog infrastructure and protocols in the context of IIoT applications.  ...  Results shows that fog computing gives better services for real-time scenario applications, namely traffic detection and time estimation.  ... 
doi:10.3390/s19214807 pmid:31694254 pmcid:PMC6864669 fatcat:xdiwmkpkkrheni4chxi7kbuc6m

Survey on Intelligence Edge Computing in 6G: Characteristics, Challenges, Potential Use Cases, and Market Drivers

Ahmed Al-Ansi, Abdullah M. Al-Ansi, Ammar Muthanna, Ibrahim A. Elgendy, Andrey Koucheryavy
2021 Future Internet  
To this end, compared to other surveys, this paper provides a comprehensive survey and an inclusive overview of Intelligence Edge Computing (IEC) technologies in 6G focusing on main up-to-date characteristics  ...  In addition, IEC enables various use cases and applications, including autonomous vehicles, augmented and virtual reality, big data analytic, and other customer-oriented services.  ...  Coexistence of IEC and Cloud Central: Cloud Distributed centers, with abundant computing resources, can handle big data applications at near-zero time and support a large number of users.  ... 
doi:10.3390/fi13050118 fatcat:tmqiwsswvfbgraply7m4qpcdp4

Next generation cloud computing: New trends and research directions

Blesson Varghese, Rajkumar Buyya
2018 Future generations computer systems  
Instead an application in a fog or MEC environment may be modularised with respect to the time taken to execute a module or the memory used by the application.  ...  Also, methods to detect intrusion, such as anomaly detection, will need to be designed for real-time resource and bandwidth limited environments for upcoming IoT workloads.  ... 
doi:10.1016/j.future.2017.09.020 fatcat:zj7l4d3vhnadvhprtghcemnkcu

Introducing the new paradigm of Social Dispersed Computing: Applications, Technologies and Challenges

Marisol García-Valls, Abhishek Dubey, Vicent Botti
2018 Journal of systems architecture  
Edge devices (that we call end or user devices for disambiguation) play the role of personal computers, dedicated to a user and to a set of correlated applications.  ...  Similar to the concept of "platform as a service" or "software as a service", both cloudlets and fog computing have found their own use cases.  ...  She has been the leader of the Distributed Real Time Systems Lab for more than 10 years. Her research interests are IoT systems and distribution software design and performance for fog computing.  ... 
doi:10.1016/j.sysarc.2018.05.007 fatcat:l3opmdzatzh67oepoc7zwcjww4

A Survey of Architecture, Framework and Algorithms for Resource Management in Edge Computing

S. Premkumar, A. Sigappi
2020 EAI Endorsed Transactions on Energy Web  
This paper presents a survey of the research publications from edge computing from 2013 to 2020, covering the various architectures, frameworks, and the fundamental algorithms involved in resource management  ...  Internet-based applications predominantly use the existing method of acquiring the computing resources remotely from the cloud data centers.  ...  Therefore, Cloud computing serves as a solution for providing highly extendable and resilient distributed computing environments.  ... 
doi:10.4108/eai.23-12-2020.167788 fatcat:vcok5rac35gajhvgtxcclawuje

Fog Computing: Survey of Trends, Architectures, Requirements, and Research Directions

2018 IEEE Access  
Emerging technologies such as the Internet of Things (IoT) require latency-aware computation for real-time application processing.  ...  One of the key challenges in running IoT applications in a Fog computing environment are resource allocation and task scheduling.  ...  ACKNOWLEDGEMENT The authors would like to sincerely thank Professor Rajkumar Buyya for his insightful comments and discussion on improving the overall quality of the paper.  ... 
doi:10.1109/access.2018.2866491 fatcat:eohm7vdbpvdazkv7afmwml6eui

Fog computing state of the art: concept and classification of platforms to support distributed computing systems [article]

Alexandra A. Kirsanova, Gleb I. Radchenko, Andrei N. Tchernykh
2021 arXiv   pre-print
Today, fog computing technology is seen as a novel approach for processing large amounts of critical and time-sensitive data.  ...  This article reviews cloud computing technology and analyzes the prerequisites for the evolution of this approach and the emergence of the concept of fog computing.  ...  This paper is distributed under the terms of the Creative Commons Attribution-Non Commercial 3.0 License which permits non-commercial use, reproduction and distribution of the work without further permission  ... 
arXiv:2106.11726v1 fatcat:jofp2bagmrb57fvrhi7kuumvri

Recent Advances in Evolving Computing Paradigms: Cloud, Edge, and Fog Technologies

Nancy A Angel, Dakshanamoorthy Ravindran, P M Durai Raj Vincent, Kathiravan Srinivasan, Yuh-Chung Hu
2021 Sensors  
The newest drift is moving computational and storage resources to the edge of the network, involving a decentralized distributed architecture.  ...  It still is and continues to be the best practice for implementing complex computational applications, emphasizing the massive processing of data.  ...  Augmented reality (AR) and virtual reality (VR) Augmented reality overlays digital and virtual content into a physical environment. It is highly time-critical, warranting responses in real-time.  ... 
doi:10.3390/s22010196 pmid:35009740 pmcid:PMC8749780 fatcat:syxfgjxg45hkvbgny4hxlxas4e

Fog Computing: Survey of Trends, Architectures, Requirements, and Research Directions [article]

Ranesh Kumar Naha, Saurabh Garg, Dimitrios Georgakopoulos, Prem Prakash Jayaraman, Longxiang Gao, Yong Xiang, Rajiv Ranjan
2018 arXiv   pre-print
Emerging technologies like the Internet of Things (IoT) require latency-aware computation for real-time application processing.  ...  However, processing IoT application requests on the cloud exclusively is not an efficient solution for some IoT applications, especially time-sensitive ones.  ...  SMART CITY Smart city-related applications need to process sensor data on a real-time basis, where Fog computing can play a major role. Giordano et al.  ... 
arXiv:1807.00976v1 fatcat:tbgtjxn7kratpcg46hvmkqzm34

Machine Learning Technologies for Secure Vehicular Communication in Internet of Vehicles: Recent Advances and Applications

Elmustafa Sayed Ali, Mohammad Kamrul Hasan, Rosilah Hassan, Rashid A. Saeed, Mona Bakri Hassan, Shayla Islam, Nazmus Shaker Nafi, Savitri Bevinakoppa, Fawad Ahmed
2021 Security and Communication Networks  
The paper has assumed a Secure IoV edge-computing offloading model with various data processing and traffic flow.  ...  The IoV edge computing and fog-based identity authentication and security mechanism were presented as well.  ...  VCPS depends on AI technology to provide smart processing in huge data traffic utilizing fog and cloud computing for civilian and safety applications.  ... 
doi:10.1155/2021/8868355 fatcat:z3bnxkaydvd5jl36dcgvta6xa4

Fog Computing in IoT Aided Smart Grid Transition- Requirements, Prospects, Status Quos and Challenges [article]

Md. Muzakkir Hussain, Mohammad Saad Alam, M.M. Sufyan Beg
2018 arXiv   pre-print
The objective of this work is to comprehend the applicability of fog computing algorithms to interplay with the core centered cloud computing support, thus enabling to come up with a new breed of real-time  ...  This paper synoptically inspects to what extent the cloud computing utilities can satisfy the mission-critical requirements of SG ecosystems and which subdomains and services call for fog based computing  ...  panels etc. ii) Real-time outage management in generation-distribution subsystems. iii) Dynamically optimizing the wind farm operation through forecasting at finer granularities (once every 5 minutes  ... 
arXiv:1802.01818v1 fatcat:3zzefjxcqng35kguhzuocy5hsq

Modeling of a Generic Edge Computing Application Design

Pedro Juan Roig, Salvador Alcaraz, Katja Gilly, Cristina Bernad, Carlos Juiz
2021 Sensors  
scenarios, which are necessary for deploying real-time Internet of Things deployments efficiently.  ...  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  ...  It is to be noted that the integration of fog computing with AI techniques, namely fog AI, makes it possible to bring intensive calculation tasks near the end user, thus allowing near-real-time applications  ... 
doi:10.3390/s21217276 pmid:34770582 pmcid:PMC8587040 fatcat:amxvi7nxmbf2tbvscx4kcv477e
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