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Supervised Health Stage Prediction Using Convolutional Neural Networks for Bearing Wear

Sungho Suh, Joel Jang, Seungjae Won, Mayank Shekhar Jha, Yong Oh Lee
2020 Sensors  
In this paper, we propose a novel data-driven health division method based on convolutional neural networks using a graphical representation of time series data, called a nested scatter plot.  ...  Current methods of fault detection suffer from the lack of efficient feature extraction method, the need for designating a threshold producing minimal false alarm rates, and the need for expert domain  ...  Supervised Health Stage Prediction Image Transformation of Vibration Signals NSP is a data wrangling method that transforms correlated time series data into an image for multi-variate correlation analysis  ... 
doi:10.3390/s20205846 pmid:33081097 fatcat:ckx3ab66jzbplcr7srsen2zo5a

Generative Oversampling Method for Imbalanced Data on Bearing Fault Detection and Diagnosis

Sungho Suh, Haebom Lee, Jun Jo, Paul Lukowicz, Yong Lee
2019 Applied Sciences  
In this study, we developed a novel data-driven fault detection and diagnosis (FDD) method for bearing faults in induction motors where the fault condition data are imbalanced.  ...  First, we propose a bearing fault detector based on convolutional neural networks (CNN), in which the vibration signals from a test bench are used as inputs after an image transformation procedure.  ...  Acknowledgments: We thank Andrea Bubert and Stefan Quabeck in ISEA of RWTH Aachen University for discussion on data collection and synthetic fault data generation.  ... 
doi:10.3390/app9040746 fatcat:pybgkid22vc6rpbxumyswzeqwm

Visualization in Astrophysics: Developing New Methods, Discovering Our Universe, and Educating the Earth [article]

Fangfei Lan, Michael Young, Lauren Anderson, Anders Ynnerman, Alexander Bock, Michelle A. Borkin, Angus G. Forbes, Juna A. Kollmeier, Bei Wang
2021 arXiv   pre-print
The approaches are classified based on five categories: data wrangling, data exploration, feature identification, object reconstruction, as well as education and outreach.  ...  We survey representative papers from both astrophysics and visualization and provide a taxonomy of existing approaches based on data analysis tasks.  ...  Time Series Data Visualization and Analysis Most of the current time series data visualizations are built to display halo evolution.  ... 
arXiv:2106.00152v1 fatcat:i4e6jsx5k5flbgk7hbf5i5cpre

a need to know

William A. Spencer, Larry R. Gettman, H. H. Bridge, Allan J. Ryan
1983 Physician and sportsmedicine  
A Bayesian Generalized CAR Model for Correlated Signal Detection-FAndrew Brown, Clemson University; Gauri S. Datta, University of Georgia; Nicole A. Lazar, University of Georgia 2:45 p.m.  ...  A Bayesian Approach to Measuring the Nonstationarity of a Time Series-FSourav Das; Guy Nason, University of Bristol 4:35 p.m.  ...  Professional Development This year marks the centennial of Statistics of Income (SOI), a principal Federal statistical agency responsible for the statistical policies and programs of the U.S.  ... 
doi:10.1080/00913847.1983.11708423 pmid:27409254 fatcat:7rlbreoerngb3epmighz7l5vr4

Final Report --- Always Already Computational: Collections as Data [article]

Thomas Padilla, Laurie Allen, Hannah Frost, Sarah Potvin, Elizabeth Russey Roke, Stewart Varner
2019 Zenodo  
This report documents the activities and impacts of the Always Already Computational project, delineates findings, and identifies areas for further inquiry.  ...  Museum and Library Services, Always Already Computational held two national forums, organized multiple workshops, shared project outcomes in disciplinary and professional conferences, and generated nearly a  ...  batch of materials (data from every third year over the 23-year time-series).  ... 
doi:10.5281/zenodo.3152934 fatcat:4plw2tw3tzha3bt6qwvhrqcyrq

Proceedings, MSVSCC 2018

ACKNOWLEDGMENTS This paper is a result of ECE 807 -Machine Learning II. The work was supported by NASA under Grant NNX17AH01G. ACKNOWLEDGMENTS The ODU Capstone Team would like to thank Dr.  ...  In order for an MLP to model a time series(such as sensor signal), it is necessary to include some temporal information in the input data.  ...  of a signal over time.  ... 
doi:10.25776/exgd-c079 fatcat:kyzemep3zrfobia5ybzz7sw4nq

Data-driven prototyping in information visualization

Michael Oppermann
We provide a detailed characterization of non-contiguous time series slices and propose TimeElide, a domain-agnostic visual analysis tool and design space.  ...  The findings from the Ocupado study highlight the need for analyzing data concerning time periods of interest that are known in advance rather than determined on the fly.  ...  For example, while looking at a report, a CBR system might also recommend the related report for comparison and it is not relevant whether the workbook contains a scatter plot or a bar chart.  ... 
doi:10.14288/1.0401844 fatcat:wftlmm4krbhcvalxou2gchlqaq

Conservation of Iranian Wetlands Project (CIWP) for providing the platform to carry out my work and for their unlimited support especially

Ali Nazaridoust, Mr Solaymani, Saber Masoumi, Ali Arvahi, Sara Koochaki, Mr Osqoee, Mr Arabpour, Mike Moser, Eeloc Van Beek, Mr Lotfi, Mr Saeid, Ferdosi
The main aim of this interdisciplinary research is to develop a socio-technical and institutional framework for implementing the Integrated Water Resources Management (IWRM) paradigm by analysing how water  ...  assess water allocation decision outcomes in multitier Multi-Stakeholder Platforms (MSPs).  ...  Nested Enterprises: planning, allocations, provisions, monitoring, enforcements, conflict resolutions are organised by multi-layered nested enterprises.  ... 

Worldviews and the American West: The Life of the Place Itself

James P. Leary, Polly Stewart, Steve Siporin, C. W. Sullivan, Suzi Jones
2002 Western Folklore  
Urry argues that there is a hierarchy of tourist sites:  ...  The dolls are generally named after a place, and the collection includes the following: Arctic Barbie (1997), Australian Barbie (1993), Brazilian Barbie (1990), Canadian Barbie (1988), Chilean Barbie (  ...  Then his saxophone would wrangle their hearts for yes or no.  ... 
doi:10.2307/1500427 fatcat:eq5sny3s5ndpjblfbafglosluy

Data Visualization, Dashboards, and Evidence Use in Schools: Data Collaborative Workshop Perspectives of Educators, Researchers, and Data Scientists

Alex J. Bowers
We aimed to achieve three goals through a collaborative workshop: (a) to bring educators together with data scientists in collaborative co-design to build conversation, workflows, visualizations, and pilot  ...  as well as educator perceptions of this intersection of data use, visualization, and education data science to inform evidence-based improvement cycles for instructional improvement in schools.  ...  Acknowledgements Author Note This research was supported by a grant from the Institute of Education Sciences (R305A100670).  ... 
doi:10.7916/d8-jj2g-e225 fatcat:zz6bpksomjbwdl6qm24wnzkba4

Counterinsurgency's Impact on Transitions from Authoritarianism: The Case of South Africa

Daniel Douek
2013 Politikon  
A program of clandestine violence and intelligence operations orchestrated at the regime's highest military and political echelons, it intensified during the 1990-94 transitional period.  ...  Using a single case study for in-depth analysis is an ideal method for evaluating institutional historical processes over time (Collier 1993) .  ...  a grassroots network with enormous potential as a channel for social transformation.  ... 
doi:10.1080/02589346.2013.798459 fatcat:cnxyclu6lrfktbenmm5t6iem3m

Editorial Team Associate Editors Editorial Board

Deborah Rose, Thom Van Dooren, Matthew Chrulew, Matthew Kearnes, Emily O'gorman, Marc Bekoff, Brett Buchanan, Eileen Crist, Virginia Tech, Colin Dayan, Tom Griffiths, Donna Haraway (+7 others)
2012 ! Environmental Humanities   unpublished
He writes that "the human heart is the most sensitive instrument, and that is why Amy Seidl's marvellous book is so important." 98 No doubt Seidl, a first time author, is thankful for the attention that  ...  ACKNOWLEDGEMENTS This essay was originally written for an edited collection that malingered for many years before finally giving up the ghost; the essay has had a comparatively long life, then, circulating  ...  These poultry places required alternative methods for controlling disease.  ... 

Model-driven design of self-observing products [article]

Funk, M (Mathias), Corporaal, H (Henk), Brombacher, AC (Aarnout), Putten, PHA (Piet) Van Der
It has been a great experience to be supervised and challenged by you. I will not forget the invaluable support and the confidence you had in me.  ...  What would timed correlation of subjective and objective data reveal about a user?  ...  packaging from the waste, pack the product, locate the shop, and wrangle with shop assistants to get a refund.  ... 
doi:10.6100/ir694414 fatcat:dcpnsu2dcjc6ziepafz2aokeme

A Grammar of Trung

Ross Perlin
2020 Himalayan Linguistics  
can signal cause and effect. viii.  ...  In a phrase like tɕiŋ⁵³ mɛ⁵³ təi⁵³ mɛ⁵³ 'whether big or small', it can function as a correlative conjunction.  ...  keuleu /kɯ³¹lɯ⁵³/ n 名 inveterate thief; kleptomaniac 惯 偷 keuma /kɯ³¹mɑ⁵³/ n 名 thief 贼 Keunding /kɯn³¹diŋ⁵³/ 1) top rvmvng dung /rə³¹məŋ⁵⁵ duŋ⁵³/ n 名 section of bamboo used as container 竹筒 wvnsam sam a  ... 
doi:10.5070/h918244579 fatcat:e4x642zl5zdgvltwx4k6imjsrm

Scalar Politics: Sustainability planning under Localism and the delivery of London's Olympic legacy

Andrew Hoolachan, Apollo-University Of Cambridge Repository, Apollo-University Of Cambridge Repository, Wendy Pullan
We take the example of a failed upgrade due the Localism Act, of a multi-scalar and multi-functional 'Greenway' to consider the relationship between localism and sustainable urbanism in the context neo-liberalism  ...  ; and lastly how our case study example highlights the need for policy-makers to examine the often overlooked trade-offs which exist in normative sustainable development models.  ...  Once this data had been collected, I felt that I had to wait for further methods to complement its findings. On its own, the data was merely descriptive and didn't offer any qualitative insights.  ... 
doi:10.17863/cam.15619 fatcat:lmkxm6ekpfcnzap4mbcz4xfsmm
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