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A New Parameter Repurposing Method for Parameter Transfer with Small Dataset and Its Application in Fault Diagnosis of Rolling Element Bearings
2019
IEEE Access
INDEX TERMS Fault diagnosis, transfer learning, convolution neural networks, rolling element bearings, parameter transfer. ...
Using two sets of the source-target domain, artificial faults with different fault size and artificial faults-natural faults of rolling element bearing, the proposed SPF allows adaptation to the target ...
A new parameter repurposing method named SPF is
proposed for parameter transfer with small dataset. ...
doi:10.1109/access.2019.2906273
fatcat:fhkrei755zdkncjct5qwdje3mq
Probabilistic Bearing Fault Diagnosis Using Gaussian Process with Tailored Feature Extraction
[article]
2021
arXiv
pre-print
Rolling bearings are subject to various faults due to its long-time operation under harsh environment, which will lead to unexpected breakdown of machinery system and cause severe accidents. ...
Deep learning methods recently have gained growing interests and extensively applied in the data-driven bearing fault diagnosis. ...
Zhang et al integrated new training method into a deep convolutional neural network for bearing fault diagnosis under noisy environment and different working loads. ...
arXiv:2109.09189v1
fatcat:2h76vbscc5b27jmwdv24eehg6i
Detection and Identification of Demagnetization and Bearing Faults in PMSM Using Transfer Learning-Based VGG
2020
Energies
This paper presents a deep learning-based FDI for the irreversible-demagnetization fault (IDF) and bearing fault (BF) using a new transfer learning-based pre-trained visual geometry group (VGG). ...
Predictive maintenance in the permanent magnet synchronous motor (PMSM) is of paramount importance due to its usage in electric vehicles and other applications. ...
It can be seen that in the case of the healthy machine the vibration is very small and with a uniform pattern. ...
doi:10.3390/en13153834
fatcat:5m4oufmgmbbapag7o73pakr7ye
Pre-Processing Method to Improve Cross-Domain Fault Diagnosis for Bearing
2021
Sensors
Even though each of the ball-bearing systems have their own specifications, using the proposed method was very helpful for domain adaptation, and cross-domain fault diagnosis was performed with high accuracy ...
In this paper, the pre-processing method was used for improving the diagnosis without prior knowledge such as fault frequencies. ...
Institutional Review Board Statement: Not applicable.
Informed Consent Statement: Not applicable. ...
doi:10.3390/s21154970
fatcat:rp4an3zz45ah3m43lz7ywi7x3i
Artificial Intellgence – Application in Life Sciences and Beyond. The Upper Rhine Artificial Intelligence Symposium UR-AI 2021
[article]
2021
arXiv
pre-print
Topics of the conference are applications of Artificial Intellgence in life sciences, intelligent systems, industry 4.0, mobility and others. ...
The TriRhenaTech alliance is a network of universities in the Upper-Rhine Trinational Metropolitan Region comprising of the German universities of applied sciences in Furtwangen, Kaiserslautern, Karlsruhe ...
(Charité, Institute of Pathology) for helpful comments and acknowledge the financial support by the Federal Ministry of Education and Research of Germany (BMBF) in the project deep.HEALTH (13FH770IX6). ...
arXiv:2112.05657v1
fatcat:wdjgymicyrfybg5zth2dc2i3ni
Present State of CFD Softwares Application for Launch Vehicle Analysis
발사체 해석을 위한 CFD 소프트웨어 적용 현황
2020
Journal of the Korean Society of Propulsion Engineers
발사체 해석을 위한 CFD 소프트웨어 적용 현황
This software program takes an XML representation of the contents of a Hierarchical Data Format-Earth Observing System (HDF-EOS) file and recreates the file from that description . ...
Please visit the following URL for additional information: http://opensource .gsfc .nasa .gov/projects/xml2he/index . ...
Government Purpose Release Bearing Analysis Tool (BAT) MFS-31864-1 The Bearing Analysis Tool (BAT) allows detailed design of rolling element bearings rocket engine turbopumps and other applications . ...
doi:10.6108/kspe.2020.24.3.071
fatcat:trxkhiuqrjakll32bcjxskgwju
Engineering, Technology & Applied Science Research (ETASR), Vol. 12, No. 1, pp. 7974-8227
2022
Zenodo
of science application, technology, and engineering. ...
), and has been awarded a DOAJ seal. ...
Kotzampigikis from the Department of Electrical and Computer Engineering of the University of Peloponnese, in the repetitive task of joining different line parts in order to comply with Google My Maps ...
doi:10.5281/zenodo.6369694
fatcat:nvdnhvh53rcvhiic5lij7azjka
2014 AAPM Spring Clinical Meeting - Abstracts
2014
Journal of Applied Clinical Medical Physics
exam the applicability of a previously developed method of using an imaging-based volumetric metric to indicate the received dose. ...
The purpose of this study is to show the clinical impact caused by the choice of detector with respect to its ability to accurately measure dose in the penumbra and tail regions of a scanned profile. ...
A total of eight new CT dataset was generated for roll angles ranged from -10° to +10° with an increment of 2.5°. ...
doi:10.1120/jacmp.v15i3.4958
pmid:28297364
pmcid:PMC5711065
fatcat:zuiip7h7rnamvlne6tg7dvgdqq
Comparative Analysis of Different Machine Learning Classifiers for the Prediction of Chronic Diseases
[chapter]
2022
Comparative Analysis of Different Machine Learning Classifiers for the Prediction of Chronic Diseases
Precise diagnosis of these diseases on time is very significant for maintaining a healthy life. ...
A comparative study of different machine learning classifiers for chronic disease prediction viz Heart Disease & Diabetes Disease is done in this paper. ...
the characteristics of this heat engine as it has a large scope in the energy sector, because besides its limitations Stirling engine when integrated with CSPP can reduce the CO 2 emissions of nearly ...
doi:10.13052/rp-9788770227667
fatcat:da47mjbbyzfwnbpde7rgbrlppe
Defense Advanced Research Projects Agency (Darpa) Fiscal Year 2015 Budget Estimates
2014
Zenodo
The budget request details the proposed investments $80 million to develop new sets of tools for imaging and analytics of neural and synaptic brain activities that will improve diagnosis and care of wounded ...
Included in this category is the National Center for Advancing Translational Sciences (NCATS) efforts to reengineer drug discovery and development in collaboration with industry, academia, the Food and ...
This unique interaction will develop new mathematical and experimental tools for understanding biology in a way that will allow its application to a myriad of DoD problems. ...
doi:10.5281/zenodo.1215345
fatcat:fjzhmynqjbaafk67q2ckcblj2m
The Fourth Paradigm – Data-Intensive Scientific Discovery
[chapter]
2012
Communications in Computer and Information Science
The F o u r T H Data-In t e n s I v e scIen t I f I c DIs c o v e r y P a r a d i g m MiCroSoF T reSe arCH REDMOND, WASHINGTON ...
And, of course, we thank Jim Gray, for inspiring us.
ACKN OWLE DG M E NTS ...
very helpful discussion on a draft of this material. to all the contributors to this book for sharing their visions within the Fourth Paradigm. ...
doi:10.1007/978-3-642-33299-9_1
fatcat:etue636ubrandga5corvkx3d7u
Artificial Intelligence
[article]
2018
Zenodo
A major part of the problem is that movies, television shows, and books have all conspired to give false hopes as to what AI will accomplish. ...
In addition, the human tendency to anthropomorphize (give human characteristics to) technology makes it seem as if AI must do more than it can hope to accomplish. ...
Transfer learning is something new to most machine learning algorithms and opens up a possible market for transferring knowledge from one application to another, from one company to another. ...
doi:10.5281/zenodo.5599660
fatcat:rn6nyx5xinehzpwfy3knurtzgy
Challenges to the deployment of autonomous weapons
2019
Zenodo
This weapon technology may still be in its infancy, but both semi-autonomous and other pre-cursor systems are already in service. ...
This requires material step-change in both hardware and software and, once deployed, posits a significant change in how humans wage war. ...
. 147 The 'method' of warfare, bearing in mind that any weapon's effects will result from a combination of its design and the manner in which it is used. they are weakened too by their basis that 'all ...
doi:10.5281/zenodo.3689445
fatcat:suxmfofsozfeheeyjm4bo237j4
Linezolid for drug-resistant pulmonary tuberculosis
2019
The Cochrane library
), suggesting that it should be included in the regimen for all patients unless contraindicated. ...
Linezolid was recently re-classified as a Group A drug by the World Health Organization (WHO) for treatment of multi-drug resistant tuberculosis (MDR-TB) and extensively drug-resistant tuberculosis (XDR-TB ...
Early diagnosis and treatment with effective drugs is a mainstay of tuberculosis disease control, as well as being a life-saving intervention for people with tuberculosis. ...
doi:10.1002/14651858.cd012836.pub2
pmid:30893466
pmcid:PMC6426281
fatcat:4jmlcvgljfdlfbwaki3fx67e74
SIENNA D4.4: Ethical Analysis of AI and Robotics Technologies
2020
Zenodo
(2) their physical technological products and procedures that are designed for practical applications; and (3) the particular uses and applications of these products and procedures. ...
Its primary aims have been to comprehensively identify and analyse the present and potential future ethical issues in relation to: (1) the AI and robotics subfields, techniques, approaches and methods; ...
In music, it is being used to create new compositions based on examples by retaining elements of their underlying structure, to make style transfers, and to de-mix music pieces to retain particular sounds ...
doi:10.5281/zenodo.4068082
fatcat:xiucqv6opng6rbit25lyfemzm4
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