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Machine learning pipeline for battery state of health estimation [article]

Darius Roman, Saurabh Saxena, Valentin Robu, Michael Pecht, David Flynn
2021 arXiv   pre-print
Lithium-ion batteries are ubiquitous in modern day applications ranging from portable electronics to electric vehicles.  ...  The pipeline estimates battery SOH with an associated confidence interval by using two parametric and two non-parametric algorithms.  ...  Data augmentation is carried out using the fast gradient sign method (FGSM) in combination with the weight decay algorithm (ridge regression).  ... 
arXiv:2102.00837v1 fatcat:rcwl2totgfhx3f5f5stfma2nrq

Monitoring Methods of Human Body Joints: State-of-the-Art and Research Challenges

Abu Ilius Faisal, Sumit Majumder, Tapas Mondal, David Cowan, Sasan Naseh, M. Jamal Deen
2019 Sensors  
A smart joint monitoring system can identify and record important musculoskeletal-related parameters.  ...  Human body joint monitoring and early diagnosis of these disorders will be a strong and effective solution to this problem.  ...  Key Parameters for Joint Monitoring The physiologic joint movement occurs through the isotonic contraction of the muscles and the contractile force is closely related to the change of muscle length at  ... 
doi:10.3390/s19112629 pmid:31185629 pmcid:PMC6603670 fatcat:w2hpdedqqbdwldyefsmmtiq2iq

Review of deep learning: concepts, CNN architectures, challenges, applications, future directions

Laith Alzubaidi, Jinglan Zhang, Amjad J. Humaidi, Ayad Al-Dujaili, Ye Duan, Omran Al-Shamma, J. Santamaría, Mohammed A. Fadhel, Muthana Al-Amidie, Laith Farhan
2021 Journal of Big Data  
by human performance.  ...  More importantly, DL has outperformed well-known ML techniques in many domains, e.g., cybersecurity, natural language processing, bioinformatics, robotics and control, and medical information processing  ...  For outputting the probability score in the correct scale, several techniques have been introduced, including Bayesian Binning into Quantiles (BBQ) [179] , isotonic regression [180] , histogram binning  ... 
doi:10.1186/s40537-021-00444-8 pmid:33816053 pmcid:PMC8010506 fatcat:x2h5qs5c2jbntipu7oi5hfnb6u

Identifying and Exploiting Structures for Reliable Deep Learning [article]

Amartya Sanyal
2021 arXiv   pre-print
In this thesis, we look at each of these issues in detail, investigate their causes, and propose computationally cheap algorithms for mitigating them in practice.  ...  To do this, we identify structures in deep neural networks that can be exploited to mitigate the above causes of unreliability of deep learning algorithms.  ...  In isotonic regression, the learned function is chosen from the class of all non-decreasing (or isotonic) functions.  ... 
arXiv:2108.07083v1 fatcat:lducrn5tlfeqvpxevz6gukfvse

Recommender Systems [chapter]

Prem Melville, Vikas Sindhwani
2017 Encyclopedia of Machine Learning and Data Mining  
For linear regression, we represent the regression function f ./ by a parameter w 2 R H in the form f .x i / WD h .x i /; wi for H fixed basis functions f h .x i /g H hD1 .  ...  There are also attempts to make the regression model more robust to the presence of a few problematic data points called outliers.  ...  FINDBESTRULE maintains Rules, a sorted list of candidate rules, which is initialized by the procedure INITIAL-IZERULE.  ... 
doi:10.1007/978-1-4899-7687-1_964 fatcat:3voghk7xz5cindlgj4pwek7r6u

Randomized Decision Rule [chapter]

2017 Encyclopedia of Machine Learning and Data Mining  
For linear regression, we represent the regression function f ./ by a parameter w 2 R H in the form f .x i / WD h .x i /; wi for H fixed basis functions f h .x i /g H hD1 .  ...  There are also attempts to make the regression model more robust to the presence of a few problematic data points called outliers.  ...  FINDBESTRULE maintains Rules, a sorted list of candidate rules, which is initialized by the procedure INITIAL-IZERULE.  ... 
doi:10.1007/978-1-4899-7687-1_100393 fatcat:wys64niz3rcdxmei376insgmsq

Thirty-seventh Annual Meeting February 14-18, 1993 Washington Convention Center Washington, D.C. Wednesday Symposia and Posters, Part II

1993 Biophysical Journal  
The similarity in dehydrated ionic radius of Ba++ and K+ suggests that Ba+ binds to at least one of the sites where K+ binds as it moves through the pore.  ...  After calmodulin dissociates from an autophosphorylated subunit, the kinase no longer deactivates because its autoinhibitory domain is disrupted by the anionic phosphate moiety.  ...  industry.  ... 
doi:10.1016/s0006-3495(93)81409-7 fatcat:4gzbrrjo2jc53cloy25uxl7yxq

Cost-to-Go Function Approximation [chapter]

2017 Encyclopedia of Machine Learning and Data Mining  
Mitchell's, (1982; candidate-elimination algorithm performs a bidirectional search in the hypothesis space.  ...  Acknowledgements Sanjay Jain was supported in part by NUS grant numbers C252-000-087-001, R146-000- Synonyms Separate-and-conquer learning Method Most covering algorithms operate in a concept learning  ...  Some algorithms, most notably CN2 (Clark and Niblett 1989; Clark and Boswell 1991) , learn multi-class rules directly by optimizing overall possible classes in the head of the rule.  ... 
doi:10.1007/978-1-4899-7687-1_100093 fatcat:vse7ncdqs5atlosjhz7fhlj3im

Botulinum toxin type A versus botulinum toxin type B for cervical dystonia

Gonçalo S Duarte, Mafalda Castelão, Filipe B Rodrigues, Raquel E Marques, Joaquim Ferreira, Cristina Sampaio, Austen P Moore, João Costa
2016 The Cochrane library  
For-profit bias In order to assess the study source of funding, this domain was added in place of the 'other bias' domain. • Low risk of bias: the trial appears to be free of industry sponsorship or other  ...  Types of participants Adults (i.e. 18 years of age and over), in any setting, with a clinical diagnosis, made by any physician, specialist or otherwise, of idiopathic cervical dystonia.  ...  BtB is a clear, colourless to light yellow, sterile injectable solution containing 5000 U of BtB per mL in an isotonic solution of 0.05% human serum albumin/0.01M succinate/0.1M sodium chloride buffer  ... 
doi:10.1002/14651858.cd004314.pub3 pmid:27782297 fatcat:ptyttiwahngs7h375av6l47iwa

Poster Presentations

2019 Journal of labelled compounds & radiopharmaceuticals  
ACKNOWLEDGMENTS LNCaP cells were kindly provided by Stem Cell Bank, Chinese Academy of Sciences. We are grateful to Soochow University for the help in micro-SPECT/CT imaging.  ...  Acknowledgments ACKNOWLEDGEMENTS We gratefully acknowledge the support of the Radiochemistry and Molecular Imaging Probes Core of MSKCC, which was supported in part by NIH grant P30 CA08748. Dr.  ...  challenge for pharmaceutical industry.  ... 
doi:10.1002/jlcr.3725 fatcat:so6xn4oepngf3h7x5ei3pnd7bu

Annual Symposium of the Society for the Study of Inborn Errors of Metabolism

2011 Journal of Inherited Metabolic Disease  
Conclusions: In screening for 75 metabolic disorders by LCMS/MS, a mean positive predictive value of 8% can be achieved when using cutoffs for individual markers determined empirically on babies.  ...  Methods: We screened>450 subjects by LCMS/MS. The markers were extracted from blood spots into an extraction solution with internal standards and then were derivatized before analysis by LCMS/MS.  ...  ERT resulted in total regression of symptoms, normalization of hematological parameters and progressive improvement of chitotriosidase in all patients.  ... 
doi:10.1007/s10545-011-9371-z fatcat:iixkoiysuzhobc2gk2hw2pk6sq

P072: The effect of infographic promotion on research dissemination and readership: a randomized control trial

S. Y. Huang, L. Martin, A. Chin, C. Yeh, H. Murray, R. Mohindra, W. B. Sanderson, T. M. Chan, B. Thoma
2018 CJEM: Canadian Journal of Emergency Medical Care  
Both were disseminated through the journals social media accounts (Twitter and Facebook) along with the link to the selected article. Infographics were also published on CanadiEM.org.  ...  Although there was no difference in full-text readership, our results suggest that infographic abstracts may have a role in increasing the dissemination of medical literature.  ...  Conclusion: Skill decay was significantly reduced by testing with 20 cases every two months. Refresher education had no additional effect to testing on reducing learning decay.  ... 
doi:10.1017/cem.2018.270 fatcat:uinfqr6kv5cvtelwxeegvhwy2m

Prediction of room acoustical parameters

A. C. Gade
1991 Journal of the Acoustical Society of America  
These data provide some velocity estimates in the vicinity of the BSR. The CDP data were transformed to the domain of vertical delay time and horizontal ray parameter for velocity analysis purposes.  ...  Box 300, N-4(}01 Stavanger, Norway) Porewater and gas seepages through the seafloor have become the target of frontier research over the last decade.  ...  is guaranteed, both in the transform domain and in the space-time domain.  ... 
doi:10.1121/1.2029264 fatcat:lpivxh2jlzbj7m5fkzjiq3xqqi

Proceedings of the 3rd IPLeiria's International Health Congress

Catarina Cardoso Tomás, Emanuel Oliveira, D. Sousa, M. Uba-Chupel, G. Furtado, C. Rocha, A. Teixeira, P. Ferreira, Celeste Alves, Stefan Gisin, Elisabete Catarino, Nelma Carvalho (+1681 others)
2016 BMC Health Services Research  
is defined by different levels, according to the autonomy and personal capacitation in decision making [2].  ...  The valued sources of information should be taken into account, as well as needs of information in some topics referred by adolescents in an efficient health education.  ...  Acknowledgements Authors wish to acknowledge the helpful collaboration given to this study by the Nursing students. Acknowledgements  ... 
doi:10.1186/s12913-016-1423-5 pmid:27409075 pmcid:PMC4943498 fatcat:zozmc6dabvawzbxcxdijkoyvoe

A design methodology for 2D sparse NDE arrays using an efficient implementation of refracted-ray TFM

Jerzy Dziewierz, Timothy Lardner, Anthony Gachagan
2013 2013 IEEE International Ultrasonics Symposium (IUS)  
Using this technology, the spatial patterning of cells can be controlled noninvasively through proper design of the ultrasound field.  ...  These changes in collagen microstructure were produced using both ultrasound standing wave fields and traveling wave fields.  ...  in plastics processing industry".  ... 
doi:10.1109/ultsym.2013.0035 fatcat:th5znfh7y5bklfdbmhb4u6iq2i
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