Journal ArticleDOI
A fog computing-based framework for process monitoring and prognosis in cyber-manufacturing
Dazhong Wu,Shaopeng Liu,Li Zhang,Janis P. Terpenny,Robert X. Gao,Thomas R. Kurfess,Judith Ann Guzzo +6 more
TLDR
A new computational framework that enables remote real-time sensing, monitoring, and scalable high performance computing for diagnosis and prognosis is introduced and a proof-of-concept prototype is developed to demonstrate how the framework can enable manufacturers to monitor machine health conditions and generate predictive analytics.About:
This article is published in Journal of Manufacturing Systems.The article was published on 2017-04-01. It has received 223 citations till now. The article focuses on the topics: Prognostics & Wireless sensor network.read more
Citations
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Journal ArticleDOI
Thermal error prediction for heavy-duty CNC machines enabled by long short-term memory networks and fog-cloud architecture
TL;DR: In this paper , a new system for thermal error prediction on heavy-duty CNC machines enabled by a Long Short-Term Memory (LSTM) networks and a fog-cloud architecture is presented.
Journal ArticleDOI
A cyber-physical production monitoring service system for energy-aware collaborative production monitoring in a smart shop floor
Kai Ding,Kai Ding,Yijie Zhang,Felix T.S. Chan,Chaoyang Zhang,Jingxiang Lv,Qiang Liu,Jiewu Leng,Hailing Fu +8 more
TL;DR: This work proposes a Cyber-Physical Production Monitoring Service System (CPPMSS) for the collaborative production monitoring of individualized product orders and shows that it can satisfy the collaborative manufacturing operations among different stakeholders in the mass individualization environment.
Proceedings ArticleDOI
Workers to super workers: A brief discussion on important technologies for industry 5.0 manufacturing systems
TL;DR: In this article, the authors discuss the important technologies for the design of Industry 5.0 manufacturing systems and emphasize on the adaptability of Industry5.0 concepts for the mass customization of products.
Journal ArticleDOI
Analyzing interrelated enablers of industry 4.0 for implementation in present industrial scenario
TL;DR: This is the first-ever attempt to conduct a structured literature review combined with text analysis and linguistic assessment to identify the enablers of Industry 4.0 for implementation.
Book ChapterDOI
Data Scheduling and Resource Optimization for Fog Computing Architecture in Industrial IoT
TL;DR: This work integrates the decentralized resources of fog nodes to form a cluster which can deliver sufficient processing power to deal with a complicated computational task and proposes an optimal data scheduling policy with multiple communication channels to minimize real-time processing delay and increase stability of the system.
References
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Journal ArticleDOI
Random Forests
TL;DR: Internal estimates monitor error, strength, and correlation and these are used to show the response to increasing the number of features used in the forest, and are also applicable to regression.
ReportDOI
The NIST Definition of Cloud Computing
Peter Mell,Timothy Grance +1 more
TL;DR: This cloud model promotes availability and is composed of five essential characteristics, three service models, and four deployment models.
Journal ArticleDOI
A view of cloud computing
Michael Armbrust,Armando Fox,Rean Griffith,Anthony D. Joseph,Randy H. Katz,Andy Konwinski,Gunho Lee,David A. Patterson,Ariel Rabkin,Ion Stoica,Matei Zaharia +10 more
TL;DR: The clouds are clearing the clouds away from the true potential and obstacles posed by this computing capability.
Book
The Grid 2: Blueprint for a New Computing Infrastructure
Ian Foster,Carl Kesselman +1 more
TL;DR: The Globus Toolkit as discussed by the authors is a toolkit for high-throughput resource management for distributed supercomputing applications, focusing on real-time wide-distributed instrumentation systems.
Proceedings ArticleDOI
Fog computing and its role in the internet of things
TL;DR: This paper argues that the above characteristics make the Fog the appropriate platform for a number of critical Internet of Things services and applications, namely, Connected Vehicle, Smart Grid, Smart Cities, and, in general, Wireless Sensors and Actuators Networks (WSANs).