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
Analysis of Industrial Sensor Data Using Statistical and Regression Methods
TL;DR: In this paper , the authors demonstrate how Apache Spark's unified engine can be harnessed for conducting statistical analysis of time series data, thereby expediting industrial data analysis processes and examine and implement both linear and random forest regression models within the context of the demonstrated use case.
Proceedings ArticleDOI
Driving Intelligent Manufacturing: An Application Study on Digital Twin in Factory Digitalization
TL;DR: In this paper , the authors discuss the application of digital twin in manufacturing scenarios, and its role in enterprises' digital transformation through intelligent operation and maintenance, virtual debugging, anomaly diagnosis, risk prediction, decision-making assistance, intelligent production scheduling and system optimization, so as to help improve production efficiency and promote digital economy.
Posted Content
A Taxonomy and Archetypes of Business Analytics in Smart Manufacturing.
TL;DR: In this paper, the authors performed an extensive structured literature review, yielding 904 relevant hits, to develop a quadripartite taxonomy as well as to derive archetypes of business analytics in smart manufacturing.
Journal ArticleDOI
Small and Medium-Sized Enterprises’ Perceptions of the Use of Cloud Services
Journal ArticleDOI
An exploration of high performance computing cloud contract for SMEs: a systematic literature review
Qin Lu,Nadja Damij,Jason Whalley +2 more
TL;DR: In this paper , the authors proposed that SMEs could gain competitive advantage(s) by understanding their own needs and improving their contract negotiation abilities, service management skills and risk management abilities before accepting the terms and conditions of the cloud contract.
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).