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Advancing Wound Filling Extraction on 3D Faces:An Auto-Segmentation and Wound Face Regeneration Approach

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Computer Modeling in Engineering & Sciences 2024年第5期139卷 2197-2214页

作者： duong q.Nguyen Thinh D.Le Phuong D.Nguyen Nga T.K.Le H.Nguyen-Xuan Department of Mathematics and Statistics Quy Nhon UniversityQuy Nhon City55100Viet Nam Applied Research Institute for Science and Technology Quy Nhon UniversityQuy Nhon City55100Viet Nam CIRTECH Institute HUTECH UniversityHo Chi Minh City72308Viet Nam

Facial wound segmentation plays a crucial role in preoperative planning and optimizing patient outcomes in various medical *** this paper,we propose an efficient approach for automating 3D facial wound segmentation using a two-stream graph convolutional *** method leverages the Cir3D-FaIR dataset and addresses the challenge of data imbalance through extensive experimentation with different loss *** achieve accurate segmentation,we conducted thorough experiments and selected a high-performing model from the *** selectedmodel demonstrates exceptional segmentation performance for complex 3D facial ***,based on the segmentation model,we propose an improved approach for extracting 3D facial wound fillers and compare it to the results of the previous *** method achieved a remarkable accuracy of 0.9999993% on the test suite,surpassing the performance of the previous *** this result,we use 3D printing technology to illustrate the shape of the wound *** outcomes of this study have significant implications for physicians involved in preoperative planning and intervention *** automating facial wound segmentation and improving the accuracy ofwound-filling extraction,our approach can assist in carefully assessing and optimizing interventions,leading to enhanced patient ***,it contributes to advancing facial reconstruction techniques by utilizing machine learning and 3D bioprinting for printing skin tissue *** source code is available at https://***/SIMOGroup/WoundFilling3D.

关键词： 3D printing technology face reconstruction 3D segmentation 3D printed model

Phase classification of multi-principal element alloys via interpretable machine learning

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npj Computational Materials 2022年第1期8卷 206-217页

作者： Kyungtae Lee Mukil V.Ayyasamy Paige Delsa timothy q.Hartnett Prasanna V.Balachandran Department of Materials Science and Engineering University of VirginiaCharlottesvilleVA22904USA Department of Physics University of RichmondRichmondVA23173USA Department of Mechanical and Aerospace Engineering University of VirginiaCharlottesvilleVA22904USA

There is intense interest in uncovering design rules that govern the formation of various structural phases as a function of chemical composition in multi-principal element alloys (MPEAs).In this paper,we develop a machine learning (ML) approach built on the foundations of ensemble learning,post hoc model interpretability of black-box models,and clustering analysis to establish a quantitative relationship between the chemical composition and experimentally observed phases of *** originality of our work stems from performing instance-level (or local) variable attribution analysis of ML predictions based on the breakdown method,and then identifying similar instances based on k-means clustering analysis of the breakdown *** also complement the breakdown analysis with Ceteris Paribus profiles that showcase how the model response changes as a function of a single variable,when the values of all other variables are *** from local model interpretability analysis uncover key insights into variables that govern the formation of each *** developed approach is generic,model-agnostic,and valuable to explain the insights learned by the black-box *** interactive web application is developed to facilitate model sharing and accelerate the design of MPEAs with targeted properties.

关键词： alloys element instance

To bridge or not to bridge:summary of the new evidence in endovascular stroke treatment

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Stroke & Vascular Neurology 2022年第3期7卷 179-181页

作者： Anna Podlasek Permesh Singh Dhillon Waleed Butt Iris q Grunwald timothy J England Tayside Innovation MedTech Ecosystem(TIME) University of DundeeDundeeUK NIHR Nottingham Biomedical Research Centre University of NottinghamNottinghamUK Interventional Neuroradiology Nottingham University Hospitals NHS TrustNottinghamUK Interventional Neuroradiology University Hospitals Birmingham NHS TrustBirminghamUK Stroke Division of Mental Health and Clinical NeurosciencesSchool of MedicineUniversity of NottinghamNottinghamUK Stroke University Hospitals of Derby and Burton NHS Foundation TrustDerbyUK

WHAT IS ALREADY KNOWN Recently published summaries and meta-analyses of four randomised controlled trials(RCTs)1-5 comparing direct mechan-ical thrombectomy(dMT)and bridging therapy with intravenous(IV)thrombolytics(alteplase)suggested that dMT is non-inferior to bridging therapy to achieve good functional outcome 3 months after stroke(modified Rankin Score 0-2)with the non-inferiority margin(NIM)<−5%.

关键词： intravenous bridging treatment

Carleson measures, BMO spaces and balayages associated to Schrdinger operators

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Science China Mathematics 2017年第11期60卷 2077-2092页

作者： CHEN Peng duong XuanThinh LI Ji SONG Liang YAN LiXin Department of Mathematics Sun Yat-sen University Department of Mathematics Macquarie University

Let L be a Schrdinger operator of the form L =-? + V acting on L^2(R^n), n≥3, where the nonnegative potential V belongs to the reverse Hlder class B_q for some q≥n. Let BMO_L(R^n) denote the BMO space associated to the Schrdinger operator L on R^n. In this article, we show that for every f ∈ BMO_L(R^n) with compact support, then there exist g ∈ L~∞(R^n) and a finite Carleson measure μ such that f(x) = g(x) + S_(μ,P)(x) with ∥g∥∞ + |||μ|||c≤ C∥f∥BMO_L(R^n), where S_(μ,P)=∫(R_+^(n+1))Pt(x,y)dμ(y, t),and Pt(x, y) is the kernel of the Poisson semigroup {e-^(t(L)^(1/2))}t>0 on L^2(R^n). Conversely, if μ is a Carleson measure, then S_(μ,P) belongs to the space BMO_L(R^n). This extends the result for the classical John-Nirenberg BMO space by Carleson(1976)(see also Garnett and Jones(1982), Uchiyama(1980) and Wilson(1988)) to the BMO setting associated to Schrdinger operators.

关键词： BMO space Carleson measure balayage Poisson semigroup the reverse Holder class Schrodinger operators

Social media study of public opinions on potential COVID-19 vaccines: informing dissent, disparities, and dissemination

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Intelligent Medicine 2022年第1期2卷 1-12页

作者： Hanjia Lyu Junda Wang Wei Wu Viet duong Xiyang Zhang timothy DDye Jiebo Luo Goergen Institute for Data Science University of RochesterRochesterNew York 14627United States Department of Computer Science University of RochesterRochesterNew York 14627United States Department of Psychology University of AkronAkronOhio 44325United States Department of Obstetrics and Gynecology University of Rochester School of Medicine and DentistryRochesterNew York 14642United States

Background The current development of vaccines for severe acute respiratory syndrome coronavirus 2(SARSCoV-2)is *** is known,however,about the nuanced public opinions on the vaccines on social *** We adopted a human-guided machine learning framework using more than six million tweets from almost two million unique Twitter users to capture public opinions on the vaccines for SARS-CoV-2,classifying them into three groups:pro-vaccine,vaccine-hesitant,and *** feature inference and opinion mining,10,945 unique Twitter users were included in the study *** logistic regression and counterfactual analysis were *** Socioeconomically disadvantaged groups were more likely to hold polarized opinions on coronavirus disease 2019(COVID-19)vaccines,either pro-vaccine(B=0.40,SE=0.08,P<0.001,OR=1.49;95%CI=1.26-1.75)or anti-vaccine(B=0.52,SE=0.06,P<0.001,OR=1.69;95%CI=1.49-1.91).People who have the worst personal pandemic experience were more likely to hold the anti-vaccine opinion(B=−0.18,SE=0.04,P<0.001,OR=0.84;95%CI=0.77-0.90).The United States public is most concerned about the safety,effectiveness,and political issues regarding vaccines for COVID-19,and improving personal pandemic experience increases the vaccine acceptance level.

关键词： Vaccine hesitancy COVID-19 Public opinion Social Media Twitter

On the Role of Dual Active Margin Collision for Exhuming the World's Largest Ultrahigh Pressure Metamorphic Belt

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Journal of Earth Science 2012年第6期23卷 802-812页

作者：王璐 timothy M Kusky M Santosh State Key Laboratory for Geological Processes and Mineral Resources China University of Geosciences Three Gorges Geo-hazard Research Center of Ministry of Education China University of Geosciences China University of Geosciences

ABSTRACT： A wide variety of tectonic models have been invoked to explain the exhumation of the world＇s largest ultrahigh pressure （UHP） orogenic belt, the qinling Dabieshan Sulu belt in China, and its correlatives in Korea. Most of these models assume that the orogen contains one main collisional suture between the North and South China cratons that collided in the Mesozoic. New field data reveal that this model is too simplistic, and that the collision involved an additional mi- croplate, which initially rifted off the Yangtze craton. This continental microplate was partially sub- ducted beneath an active margin on the North China craton, and subsequently an additional active Andean-style margin developed on the southern margin of the qinling microplate after collision, leav- ing the near-vertical microplate wedged between the two thickened and thermally softened margins. The thermo-mechanical environment of collision thus left a cold, thick, and buoyant microplate wedged between two easily deformed margins, which acted as power-law creep channels, accommodating rapid buoyancy-driven rise of a 2 000 km long wedge of the subducted microplate, which became intimately involved with the collisional process. An addi- tional segment of the northern Yangtze craton was subducted to ~100 kin, and formed a separate wedge that rose alongside the thermally softened margin of the qinling mieroeontinent, and was bordered on the south by the recently thermally- softened rift zone where the qinling mieroeonti- nent broke off the Yangtze eraton between Late Devonian and Permian times. Recognizing the dual active margins in qinling-Dabieshan-Sulu orogen and the thermally-softened power-law creep channels sheds new light on understanding exhumation of the world＇s largest ultrahigh pressure belt. We propose that this model is generally applicable to other UHP belts worldwide.

关键词： ultrahigh-pressure metamorphic belt plate tectonics subduction collision exhumation,qinling-Dabieshan-Sulu belt.

Effect of Poly-Alkylene-Glycol quenchant on the Distortion, Hardness, and Microstructure of 65Mn Steel

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Computers, Materials & Continua 2021年第6期67卷 3249-3264页

作者： Thi Xuan Tran Xuan Phuong Nguyen duong Nam Nguyen Dinh Toai Vu Minh quang Chau Osamah Ibrahim Khalaf Anh Tuan Hoang Hanoi University of Science and Technology HanoiVietnam Ho Chi Minh City University of Transport Ho Chi Minh CityVietnam Vietnam Maritime University HaiphongVietnam Industrial University of Ho Chi Minh City(IUH) Ho Chi Minh CityVietnam Al-Nahrain Nanorenewable Energy Research Center Al-Nahrain UniversityBaghdadIraq Ho Chi Minh city University of Technology(HUTECH) Ho Chi Minh CityVietnam

Currently,the 65Mn steel is quenched mainly by oil *** though the lower cooling rate of oil compared to water reduces the hardness of steel post quenching,the deforming and cracking of parts are often *** the other hand,the oil media also has the disadvantage of being ammable,creating smoke that adversely affects the *** poly alkylene glycol(PAG)polymer quenchant is commonly used for quenching a variety of steels based on its advantages such as non-ammability and exible cooling rate subjected to varying concentration and stirring *** article examines the effect of PAG polymer quenching solution(with concentrations of 10%and 20%)on deformation,hardness,and microstructure of C-ring samples made of 65Mn ***,the performance of PAG polymer quenchant is also compared with those of two common quenching solutions:Water and *** cooling in water,the C-ring samples had the largest deformation and 2 times higher than the results obtained when a 10%PAG solution was *** particular,similar levels of deformation on the C-ring samples were observed in both cases of 20%PAG solution and oil as the primary quenching ***,the hardness level measured between the sampled parts quenched in the 20%PAG solution appeared to be more uniform than that obtained from the oil-quenched *** study of the microscopic structure of steel by optical microscopy combined with X-ray diffraction showed that the water hardened sample exhibited cracks and comprised of two phases,martensite and retained *** to the results of Electron Back Scattering Diffraction(EBSD)analysis and backscattering electronic image(BSE),the content of austenite residue in the sample when the sample was cooled in PAG 10 and 20%solution was 3.21%and 4.73%,respectively and smaller than the measurements obtained from oil quenching ***,the 65Mn steel is cooled in 20%PAG solution for high hardness and more evenly distributed than when it is q

关键词： Polyethylene glycol electron backscattering diffraction quenching media cooling rate backscattering electronic image

Closed-loop superconducting materials discovery

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npj Computational Materials 2023年第1期9卷 471-478页

作者： Elizabeth A.Pogue Alexander New Kyle McElroy Nam q.Le Michael J.Pekala Ian McCue Eddie Gienger Janna Domenico Elizabeth Hedrick Tyrel M.Mcqueen Brandon Wilfong Christine D.Piatko Christopher R.Ratto Andrew Lennon Christine Chung timothy Montalbano Gregory Bassen Christopher D.Stiles Research and Exploratory Development Department Johns Hopkins University Applied Physics Laboratory11100 Johns Hopkins RoadLaurel 20723 MDUSA Department of Materials Science and Engineering Northwestern University2220 Campus DriveEvanston 60208 ILUSA Department of Materials Science and Engineering Johns Hopkins University3400 N.Charles StreetBaltimore 21218 MDUSA Department of Chemistry Johns Hopkins University3400 N.Charles StreetBaltimore 21218 MDUSA Institute for quantum Matter William H.Miller III Department of Physics and AstronomyJohns Hopkins University3400 N.Charles StreetBaltimore 21218 MDUSA

Discovery of novel materials is slow but necessary for societal ***,we demonstrate a closed-loop machine learning(ML)approach to rapidly explore a large materials search space,accelerating the intentional discovery of superconducting *** experimentally validating the results of the ML-generated superconductivity predictions and feeding those data back into the ML model to refine,we demonstrate that success rates for superconductor discovery can be more than *** four closed-loop cycles,we report discovery of a superconductor in the Zr-In-Ni system,re-discovery of five superconductors unknown in the training datasets,and identification of two additional phase diagrams of interest for new superconducting *** work demonstrates the critical role experimental feedback provides in ML-driven discovery,and provides a blueprint for how to accelerate materials progress.

关键词： discovery materials loop

Spontaneously coherent orbital coupling of counterrotating exciton polaritons in annular perovskite microcavities

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Light(Science & Applications) 2021年第3期10卷 401-408页

作者： Jun Wang Huawen Xu Rui Su Yutian Peng Jinqi Wu timothy C.H.Liew qihua Xiong Division of Physics and Applied Physics School of Physical and Mathematical SciencesNanyang Technological UniversitySingaporeSingapore State Key Laboratory of Low-Dimensional quantum Physics and Department of Physics Tsinghua UniversityBeijingChina MajuLab International Joint Research Unit UMI 3654CNRSUniversite Cote d'AzurSorbonne UniversiteNational University of SingaporeNanyang Technological UniversitySingaporeSingapore Beijinq Academy of quantum Information Sciences Beiiinq 100193P.R.China

Exciton-polariton condensation is regarded as a spontaneous macroscopic quantum phenomenon with phase ordering and collective *** engineering artificial annular potential landscapes in halide perovskite semiconductor microcavities,we experimentally and theoretically demonstrate the room-temperature spontaneous formation of a coherent superposition of exciton-polariton orbital states with symmetric petal-shaped patterns in real space,resulting from symmetry breaking due to the anisotropic effective potential of the birefringent perovskite *** lobe numbers of such petal-shaped polariton condensates can be precisely controlled by tuning the annular potential *** petal-shaped condensates form in multiple orbital states,carrying locked alternating nphase shifts and vortex-anti vortex superposition cores,arising from the coupling of counterrotating exciton-polaritons in the confined circular *** geometrically patterned microcavity exhibits promise for realizing room-temperature topological polaritonic devices and optical polaritonic switches based on periodic annular potentials.

关键词： tuning annular coherent