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Predicting the coefficient of friction in a sliding contact by applying machine learning to acoustic emission data

Friction 2024年第6期12卷 1299-1321页

作者： robert gutierrez Tianshi FANG robert MAINWARING Tom REDDYHOFF Tribology Group Department of Mechanical EngineeringImperial College LondonExhibition RoadLondon SW72AZUK Shell Global Solutions(US)Inc.Shell Technology Center Houston 3333 Highway 6 SouthHoustonTX 77082USA Shell International Petroleum Company Limited Shell CentreYork RoadLondon SE17NAUK

It is increasingly important to monitor sliding interfaces within machines,since this is where both energy is lost,and failures *** emission(AE)techniques offer a way to monitor contacts remotely without requiring transparent or electrically conductive ***,acoustic data from sliding contacts is notoriously complex and difficult to ***,we simultaneously measure coefficient of friction(with a conventional force transducer)and acoustic emission(with a piezoelectric sensor and high acquisition rate digitizer)produced by a steel‒steel rubbing *** data is then used to train machine learning(ML)algorithms(e.g.,Gaussian process regression(GPR)and support vector machine(SVM))to correlated acoustic emission with *** training requires the dense AE data to first be reduced in size and a range of processing techniques are assessed for this(e.g.,down-sampling,averaging,fast Fourier transforms(FFTs),histograms).Next,fresh,unseen AE data is given to the trained model and the resulting friction predictions are compared with the directly measured *** is excellent agreement between the measured and predicted friction when the GPR model is used on AE histogram data,with root mean square(RMS)errors as low as 0.03 and Pearson correlation coefficients reaching ***,predictions remain accurate despite changes in test conditions such as normal load,reciprocating frequency,and stroke *** paves the way for remote,acoustic measurements of friction in inaccessible locations within machinery to increase mechanical efficiency and avoid costly failure/needless maintenance.

关键词： acoustic emission condition monitoring friction machine learning Gaussian process regression support vector machine

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Mochi: Composing Data Services for High-Performance Computing Environments

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Journal of Computer Science & Technology 2020年第1期35卷 121-144页

作者： robert BRoss George Amvrosiadis Philip Carns Charles DCranor Matthieu Dorier Kevin Harms Greg Ganger Garth Gibson Samuel Kgutierrez robert Latham Bob Robey Dana Robinson Bradley Settlemyer Galen Shipman Shane Snyder Jerome Soumagne Qing Zheng Argonne National Laboratory LemontIL 60439U.S.A Parallel Data Laboratory Carnegie Mellon UniversityPittsburghPA 15213U.S.A Vector Institute for Artificial Intelligence TorontoOntarioCanada Los Alamos National Laboratory Los Alamos NMU.S.A The HDF Group Champaign ILU.S.A

Technology enhancements and the growing breadth of application workflows running on high-performance computing(HPC)platforms drive the development of new data services that provide high performance on these new platforms,provide capable and productive interfaces and abstractions for a variety of applications,and are readily adapted when new technologies are *** Mochi framework enables composition of specialized distributed data services from a collection of connectable modules and *** than forcing all applications to use a one-size-fits-all data staging and I/O software configuration,Mochi allows each application to use a data service specialized to its needs and access *** paper introduces the Mochi framework and *** Mochi core components and microservices are *** of the application of the Mochi methodology to the development of four specialized services are ***,a performance evaluation of a Mochi core component,a Mochi microservice,and a composed service providing an object model is *** paper concludes by positioning Mochi relative to related work in the HPC space and indicating directions for future work.

关键词： storage and I/O data-intensive computing distributed services high-performance computing

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A key‘foxy’aroma gene is regulated by homologyinduced promoter indels in the iconic juice grape‘Concord’

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Horticulture Research 2020年第1期7卷 2028-2039页

作者： Yingzhen Yang JoséCuenca Nian Wang Zhenchang Liang Honghe Sun Benjamin gutierrez Xiaojun Xi Jie Arro YiWang Peige Fan Jason Londo Peter Cousins Shaohua Li Zhangjun Fei Gan-Yuan Zhong US Department of Agriculture-Agricultural Research Service Grape Genetics Research UnitGenevaNYUSA Beijing Key Laboratory of Grape Sciences and Enology Laboratory of Plant ResourcesInstitute of BotanyChinese Academy of SciencesBeijingChina Boyce Thompson Institute for Plant Research Cornell UniversityIthacaNYUSA US Department of Agriculture-Agricultural Research Service Plant Genetic Resources UnitGenevaNYUSA Forestry and Pomology Research Institute Shanghai Academy of Agricultural SciencesShanghaiChina University of Chinese Academy of Sciences BeijingChina E.&J.Gallo Winery ModestoCAUSA US Department of Agriculture–Agricultural Research Service Robert W.Holley Center for Agriculture and HealthIthacaNYUSA Present address:Centro de Citricultura y Producción Vegetal.Instituto Valenciano de Investigaciones Agrarias MoncadaValenciaSpain Present address:College of Horticulture and Forestry Huazhong Agricultural UniversityWuhanHubeiChina

‘Concord’,the most well-known juice grape with a parentage of the North American grape species Vitis labrusca L.,possesses a special‘foxy’aroma predominantly resulted from the accumulation of methyl anthranilate(MA)in *** aroma,however,is often perceived as an undesirable attribute by wine consumers and rarely noticeable in the common table and wine grape species *** we discovered homology-induced promoter indels as a major genetic mechanism for species-specific regulation of a key‘foxy’aroma gene,anthraniloyl-CoA:methanol acyltransferase(AMAT),that is responsible for MA *** found the absence of a 426-bp and/or a 42-bp sequence in AMAT promoters highly associated with high levels of AMAT expression and MA accumulation in‘Concord’and other ***-derived *** promoter variants,all with direct and inverted repeats,were further confirmed in more than 1,300 Vitis ***,functional impact of these indels was validated in transgenic *** on the promoter regulation,large structural changes including exonic insertion of a retrotransposon were present at the AMAT locus in some *** *** of the AMAT genetic regulation advances our understanding of the‘foxy’aroma trait and makes it genetically trackable and amenable in grapevine breeding.

关键词： insertion aroma grape

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Multiple color patches and parasites in Sceloporus occidentalis:differential relationships by sex and infection

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Current Zoology 2018年第6期64卷 703-711页

作者： Rodrigo MEGIA-PALMA Dhanashree PARANJPE Senda REGUERA Javier MARTINEZ robert D COOPER Pauline BLAIMONT Santiago MERINO Barry SINERVO Department of Ecologia Evolutiva Museo Nacional de Ciencias Naturales-CSICJose Gutierrez Abascal 2.Madrid E-28006Spain Departrnent of Ecology and Evolutionary Biology University of CaliforniaSanta Cruz1156High StSanta CruzCA 95064USA Department of Zoologia Facultad de CienciasUniversidad de GranadaGranada E-18071Spain Area Parasitologia Department of Biomedicina y BiotecnologiaArea de ParasitologiaFacultad de FarmaciaUniversidad de Alcala de HenaresAlcala de HenaresMadrid E-28871Spain

Parasites generally have a negative influence on the color expression of their *** selection theory predicts resistant high-quality individuals should show intense coloration,whereas susceptible low-quality individuals would show poor ***,intensely colored males of different species of Oid and New World lizards were more often infected by *** results suggest that high-quality males,with intense coloration,would suffer higher susceptibility to *** hypothesis remains poorly understood and contradicts general theories on sexual *** surveyed a population of Sceloporus occidentalis for parasites and found infections by the parasite genera Lankesterella and *** this population,both males and females express ventral blue and yellow color *** was almost exclusively infecting *** body size of the males significantly predicted the coloration of both blue and yellow *** males showed darker (lower lightness)blue ventral patches and more saturated yellow patches that were also ***,these males were more often infected by Lankesterella than smaller *** intestinal parasite Acroeimeria infected both males and *** infection by intestinal parasites of the genus Acroeimeria was the best predictor for the chroma in the blue patch of the males and for hue in the yellow patch of the *** males infected by Acroeimeria expressed blue patches with significantly lower chroma than the uninfected ***,the hue of the yellow patch was not significantly different between infected and uninfected *** results suggest a different effect of Lankesterella and Acroeimeria on the *** the one hand,the intense coloration of male lizards infected by Lankesterella suggested high-quality male lizards may tolerate *** the other hand,the low chroma of the blue coloration of the infected males suggested that this coloration could honest

关键词： animal communication coloration Hamilton and Zuk parasites sexual selection

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Empathy Gender in Dental Students in Latin America: An Exploratory and Cross-Sectional Study

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Health 2015年第11期7卷 1527-1535页

作者： Víctor Patricio Díaz-Narváez Ana María Erazo Coronado Jorge Luis Bilbao Farith González Mariela Padilla Madeline Howard María Guadalupe Silva Mirian Bullen Fredy gutierrez Teresa Varela de Villalba Mercedes Salcedo Rioja Joyce Huberman Doris Carrasco robert Utsman School of Dentistry Universidad San Sebastián Santiago Chile Associate Investigator Universidad Autónoma de Chile Santiago Chile Universidad Metropolitana Barranquilla Colombia School of Medicine Universidad Libre Seccional Barranquilla y Fundación Universitaria San Martín Sede Puerto Colombia Barranquilla Colombia School of Dentistry Universidad de Cartagena Campus de la Salud Barrio Zaragocilla Cartagena Colombia School of Health Sciences Universidad Latinoamericana de Ciencia y Tecnología San José Costa Rica School of Dentistry Universidad de Costa Rica San Pedro de Montes de Oca San José Costa Rica Institute for Scientific Research Universidad Central del Este San Pedro de Macorís Dominican Republic School of Dentistry Universidad de Panamá Panama City Panama Facultad de Estomatología roberto Beltrán Universidad Peruana Cayetano Heredia Lima Peru School of Medicine Universidad Católica de Córdoba Córdoba Argentina Department of Pediatric Dentistry School of Dentistry Universidad Nacional Mayor de San Marcos Lima Peru School of Dentistry Faculty of Clinical Medicine Universidad del Desarrollo Santiago Chile School of Dentistry Universidad de Concepción Concepción Chile Investigation of the School of Health Sciences Universidad Latinoamericana de Ciencia y Tecnología San José Costa Rica

Background: It is well-founded that empathy is an attribute that increases the likelihood of good communication between health professionals and patients, and it is usual that there is the conviction that empathy levels are higher in women than in men. Aims: A study comparing levels of empathy gender of students in 18 schools of dentistry from six Latin American countries was conducted. Method: An exploratory cross-sectional study of which empathy levels were measured by the Jefferson Scale of Empathy for dental students (S version) and these levels were compared between genders by t-student test, after verification of normal distribution and homoscedasticity. Results: Variability was found in the results of the comparisons. In some cases, empathy levels were higher in women, others in men and in most of them there were no differences between genders. Conclusions: The observed results do not support the belief that women are more empathetic than men. However, more studies must be performed in more powers and countries to verify that the results described constitute a scientific fact and not just a feature of dental students specifically in the countries studied.

关键词： Empathy Gender Dental Students

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人脑正在想什么

人脑正在想什么

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第二十四届全国心理学学术会议

作者：徐婷 Hao-Ting Wang Bronte Mckeown Daniel gutierrez-Barragan Bo-yong Park Karl-Heinz Nenning robert Leech Elizabeth Jefferies Daniel Margulies Alessandro Gozzi Michael Milham Jonathan Smallwood University of York Istituto Italiano di Tecnologia Department of Data Science Inha Unversity King's College London Centre National de la Recherche Scientifque (CNRS) and Universite de Paris Queen's University

越来越多的证据表明,在很多灵长类动物中,清醒状态下脑功能通常在多个状态之间动态转换。一般认为,大脑的神经调节系统可以促使行为适应环境并改变脑的认知状态。本研究考察了人类清醒状态下大脑动态的神经调节作用,识别大脑哪些动态系... 详细信息

越来越多的证据表明,在很多灵长类动物中,清醒状态下脑功能通常在多个状态之间动态转换。一般认为,大脑的神经调节系统可以促使行为适应环境并改变脑的认知状态。本研究考察了人类清醒状态下大脑动态的神经调节作用,识别大脑哪些动态系统与人正在进行的持续思考有关。我们使用的公开的NKI-Rockland样本(年龄:18-50岁,31.78±10.34,n=337,152名男性)中静息状态功能磁共振数据集,并采用"共激活模式分析"方法确定了自然静息态下的脑动态连接。我们分析了这些不同的脑状态与神经递质图谱的关联,以及这些关联是否影响大脑神经动态、与认知问卷测量的静息态下的持续性认知。我们识别出成对的不同连接状态,并计算了其持续时间、发生率和状态间的转换矩阵。最后,我们将脑功能动态连接与多个神经递质的图谱做了关联分析,并使用元分析框架在大尺度功能空间中对脑动态进行解码。我们的研究结果表明,神经调节剂,如多巴胺和5-羟基色氨酸,对清醒脑的神经动态和持续思维模式都有重要贡献。此外,我们的研究强调了神经递质在认知功能动态变化中的重要作用,以及脑高级网络(包括额叶和默认模式网络)在其中的重要作用。

关键词：静息态功能磁共振动态认知神经调控

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Decline in subarachnoid haemorrhage volumes associated with the first wave of the COVID- 19 pandemic

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Stroke & Vascular Neurology 2021年第4期6卷 542-552,I0026-I0032页

作者： Thanh N Nguyen Diogo C Haussen Muhammad M Qureshi Hiroshi Yamagami Toshiyuki Fujinaka Ossama Y Mansour Mohamad Abdalkader Michael Frankel Zhongming Qiu Allan Taylor Pedro Lylyk Omer F Eker Laura Mechtouff Michel Piotin Fabricio Oliveira Lima Francisco Mont'Alverne Wazim Izzath Nobuyuki Sakai Mahmoud Mohammaden Alhamza R Al-Bayati Leonardo Renieri Salvatore Mangiafico David Ozretic Vanessa Chalumeau Saima Ahmad Umair Rashid Syed Irteza Hussain Seby John Emma Griffin John Thornton Jose Antonio Fiorot Rodrigo Rivera Nadia Hammami Anna M Cervantes-Arslanian Hormuzdiyar H Dasenbrock Huynh Le Vu Viet Quy Nguyen Steven Hetts Romain Bourcier Romain Guile Melanie Walker Malveeka Sharma Don Frei Pascal Jabbour Nabeel Herial Fawaz Al-Mufti Atilla Ozcan Ozdemir Ozlem Aykac Dheeraj Gandhi Chandril Chugh Charles Matouk Pascale Lavoie Randall Edgell Andre Beer-Furlan Michael Chen Monika Killer-Oberpfalzer Vitor Mendes Pereira Patrick Nicholson Vikram Huded Nobuyuki Ohara Daisuke Watanabe Dong Hun Shin Pedro SC Magalhaes Raghid Kikano Santiago Ortega-gutierrez Mudassir Farooqui Amal Abou-Hamden Tatsuo Amano Ryoo Yamamoto Adrienne Weeks Elena A Cora Rotem Sivan-Hoffmann roberto Crosa Markus Möhlenbruch Simon Nagel Hosam Al-Jehani Sunil A Sheth Victor S Lopez Rivera James E Siegler Achmad Fidaus Sani Ajit S Puri Anna Luisa Kuhn Gianmarco Bernava Paolo Machi Daniel G Abud Octavio M Pontes-Neto Ajay K Wakhloo Barbara Voetsch Eytan Raz Shadi Yaghi Brijesh P Mehta Naoto Kimura Mamoru Murakami Jin Soo Lee Ji Man Hong robert Fahed Gregory Walker Eiji Hagashi Steve M Cordina Hong Gee Roh Ken Wong Juan F Arenillas Mario Martinez-Galdamez Jordi Blasco Alejandro Rodriguez Vasquez Luisa Fonseca M Luis Silva Teddy Y Wu Simon John Alex Brehm Marios Psychogios William J Mack Matthew Tenser Tatemi Todaka Miki Fujimura roberta Novakovic Jun Deguchi Yuri Sugiura Hiroshi Tokimura Rakesh Khatri Michael Kelly Lissa Peeling Yuichi Murayama Hugh Stephen Winters Johnny Wong Mohamed Teleb Jeremy Payne Hiroki Fukuda Kosuke Miyake Junsuke Shimbo Yusuke Sug Neurology RadiologyBoston Medical CenterBostonMassachusettsUSA Neurology Marcus Stroke&Neuroscience CenterGrady Memorial HospitalEmory University School of MedicineAtlantaGAUSA Radiology Radiation OncologyBoston University School of MedicineBostonMassachusettsUSA Neurology National Hospital Organization Osaka National HospitalOsakaJapan Neurosurgery National Hospital Organization Osaka National HospitalOsakaJapan Neurology Alexandria UniversityAlexandriaEgypt Radiology Boston Medical CenterBostonMassachusettsUSA Department of Neurology Xinqiao HospitalChongqingChina Neurosurgery University of Cape TownRondeboschWestern CapeSouth Africa Neurosurgery Interventional NeuroradiologyClinica La Sagrada FamiliaBuenos AiresArgentina Neuroradiologie Neurologie VasculaireHospices Civils de LyonLyonAuvergne-Rhône AlpesFrance Neurologie Vasculaire Hospices Civils de LyonLyonAuvergne-Rhône AlpesFrance Interventional Neuroradiology Fondation Ophtalmologique Adolphe de RothschildParisÎle-de FranceFrance Neurology Hospital Geral de FortalezaFortalezaBrazil Interventional Neuroradiology Hospital Geral de FortalezaFortalezaBrazil Neuroradiology Nottingham University Hospitals NHS TrustNottinghamUK Department of Neurosurgery Kobe City Medical Center General HospitalKobeHyogoJapan Interventional Neurovascular Unit University Hospital CareggiFirenzeToscanaItaly Neuroradiology University Hospital Centre ZagrebZagrebCroatia Interventional Neuroradiology Hopital BicetreLe Kremlin-BicetreFrance Stroke and Interventional Neuroradiology Lahore General HospitalLahorePakistan Neurological Institute Cleveland Clinic Abu DhabiAbu DhabiUAE Department of Radiology Beaumont HospitalDublinIreland Neurology Stroke UnitHospital-Estadual CentralVitoriaBrazil Neuroradiology Instituto de Neurocirugia Dr AsengoSantiagoChile Interventional Neuroradiology Institut National de NeurologieTunisTunisia Neurology Boston Medical CenterBostonMassachusettsUSA Neurosurgery Boston Medical Center

Background During the COVID-19 pandemic,decreased volumes of stroke admissions and mechanical thrombectomy were *** study’s objective was to examine whether subarachnoid haemorrhage(SAH)hospitalisations and ruptured aneurysm coiling interventions demonstrated similar *** We conducted a cross-sectional,retrospective,observational study across 6 continents,37 countries and 140 comprehensive stroke *** with the diagnosis of SAH,aneurysmal SAH,ruptured aneurysm coiling interventions and COVID-19 were identified by prospective aneurysm databases or by International Classification of Diseases,10th Revision,*** 3-month cumulative volume,monthly volumes for SAH hospitalisations and ruptured aneurysm coiling procedures were compared for the period before(1 year and immediately before)and during the pandemic,defined as 1 March-31 May *** prior 1-year control period(1 March-31 May 2019)was obtained to account for seasonal *** There was a significant decline in SAH hospitalisations,with 2044 admissions in the 3 months immediately before and 1585 admissions during the pandemic,representing a relative decline of 22.5%(95%CI−24.3%to−20.7%,p<0.0001).Embolisation of ruptured aneurysms declined with 1170-1035 procedures,respectively,representing an 11.5%(95%CI−13.5%to−9.8%,p=0.002)relative *** analysis was noted for aneurysmal SAH hospitalisation decline from 834 to 626 hospitalisations,a 24.9%relative decline(95%CI−28.0%to−22.1%,p<0.0001).A relative increase in ruptured aneurysm coiling was noted in low coiling volume hospitals of 41.1%(95%CI 32.3%to 50.6%,p=0.008)despite a decrease in SAH admissions in this *** There was a relative decrease in the volume of SAH hospitalisations,aneurysmal SAH hospitalisations and ruptured aneurysm embolisations during the COVID-19 *** findings in SAH are consistent with a decrease in other emergencies,such as stroke and myocardial infarction.

关键词： diagnosis representing subarachnoid

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