- Preprint Article
- 10.2139/ssrn.5244003
Deep Transfer Learning and Data Augmentation for Automatic Flank Wear Detection and Classification
- Jan 01, 2025
- SSRN Electronic Journal
- Oussama Dahmoune + 4 more +4
Publications from 2021 to 2026
Showing 10 of 37 papers
Deep Transfer Learning and Data Augmentation for Automatic Flank Wear Detection and Classification
Royal Society of Canada working group on health research system recovery: strengthening Canada’s health research system after the COVID-19 pandemic
The Royal Society of Canada Working Group on Health Research System Recovery developed actionable recommendations for organizations to implement to strengthen Canada’s health research system. Recommendations were based on input from participants from G7 countries and Australia and New Zealand. Participants included health research funding agency leaders; research institute leaders; health, public health, and social care policy-makers; researchers; and members of the public. The recommendations were categorized using the World Health Organization’s framework for health research systems and include governance/stewardship: (1) Outline research logistics as part of emergency preparedness to streamline research in future pandemics. (2) Embed equity and inclusion in all research processes. (3) Facilitate streamlined, inclusive, and rigorous processes for grant application preparation and review. (4) Create knowledge mobilization infrastructure to support the generation and use of evidence. (5) Coordinate research efforts across local, provincial, national, and international entities. Financing: (6) Reimagine the funding of health research. Capacity building: (7) Invest in formative training opportunities rooted in equity, diversity, and anti-racism. (8) Support researchers’ career development throughout their career span. (9) Support early career researchers to establish themselves. Producing and using research: (10) Strengthen Indigenous health research and break down systemic barriers to its conduct. (11) Develop mechanisms to produce novel research. (12) Enhance research use across the health research ecosystem.
Read moreMajor Scientific Challenges and Opportunities in Understanding Magnetic Reconnection and Related Explosive Phenomena in Heliophysics and Beyond
Whitepaper #192 in the Decadal Survey for Solar and Space Physics (Heliophysics) 2024-2033. Main topics: basic research; infrastructure/workforce/other programmatic. Additional topics: ground-based missions/projects; state of the profession; laboratory space plasma physics; [â¦]
Read moreGeneral fourth order Chapman-Enskog expansion of lattice Boltzmann schemes
In order to derive the equivalent partial differential equations of a lattice Boltzmann scheme,the Chapman Enskog expansion is very popular in the lattive Boltzmann community. A maindrawback of this approach is the fact that multiscale expansions are used without any clearmathematical signification of the various variables and operators. Independently of thisframework, the Taylor expansion method allows to obtain formally the equivalent partialdifferential equations. In this contribution, we prove that both approaches give identicalresults with acoustic scaling for a very general family of lattice Boltzmann schemes and upto fourth order accuracy. Examples with a single scalar conservation illustrate our purpose.
Read moreFatigue crack growth in bearing steel under cyclic mode II + static biaxial compression
Mode II fatigue crack growth under reversed shear and static biaxial compression was investigated in two bearing steels. Many aborted branches, quasi-orthogonal to the main crack, were observed along the crack face. The compressive stress parallel to the main crack hindered the growth of these branches and favored coplanar mode II crack growth. The crack face sliding displacement profiles measured by DIC were used to derive $\Delta_{\rm KII,eff}$, at the main crack tip, using elastic-plastic FE simulations with crack face friction, by an inverse method. Friction corrected crack growth kinetics were obtained for mode II crack growth in both steels.
Read moreInfective Endocarditis and Cancer Risk
This study investigated the possible relationship between endocarditis and overall and individual cancer risk among study participants in Taiwan.We used data from the National Health Insurance program of Taiwan to conduct a population-based, observational, and retrospective cohort study. The case group consisted of 14,534 patients who were diagnosed with endocarditis between January 1, 2000 and December 31, 2010. For the control group, 4 patients without endocarditis were frequency matched to each endocarditis patient according to age, sex, and index year. Competing risks regression analysis was conducted to determine the effect of endocarditis on cancer risk.A large difference was noted in Charlson comorbidity index between endocarditis and nonendocarditis patients. In patients with endocarditis, the risk for developing overall cancer was significant and 119% higher than in patients without endocarditis (adjusted subhazard ratio = 2.19, 95% confidence interval = 1.98–2.42). Regarding individual cancers, in addition to head and neck, uterus, female breast and hematological malignancies, the risks of developing colorectal cancer, and some digestive tract cancers were significantly higher. Additional analyses determined that the association of cancer with endocarditis is stronger within the 1st 5 years after endocarditis diagnosis.This population-based cohort study found that patients with endocarditis are at a higher risk for colorectal cancer and other cancers in Taiwan. The risk was even higher within the 1st 5 years after endocarditis diagnosis. It suggested that endocarditis is an early marker of colorectal cancer and other cancers. The underlying mechanisms must still be explored and may account for a shared risk factor of infection in both endocarditis and malignancy.
Read moreMRS volume 40 issue 2 Cover and Front matter
Mechanics of collective unfolding
Mechanically induced unfolding of passive crosslinkers is a fundamental biological phenomenon encountered across the scales from individual macro-molecules to cytoskeletal actin networks. In this paper we study a conceptual model of athermal load-induced unfolding and use a minimalistic setting allowing one to emphasize the role of long-range interactions while maintaining full analytical transparency. Our model can be viewed as a description of a parallel bundle of N bistable units confined between two shared rigid backbones that are loaded through a series spring. We show that the ground states in this model correspond to synchronized, single phase configurations where all individual units are either folded or unfolded. We then study the fine structure of the wiggly energy landscape along the reaction coordinate linking the two coherent states and describing the optimal mechanism of cooperative unfolding. Quite remarkably, our study shows the fundamental difference in the size and structure of the folding-unfolding energy barriers in the hard (fixed displacements) and soft (fixed forces) loading devices which persists in the continuum limit. We argue that both, the synchronization and the non-equivalence of the mechanical responses in hard and soft devices, have their origin in the dominance of long-range interactions. We then apply our minimal model to skeletal muscles where the power-stroke in acto-myosin crossbridges can be interpreted as passive folding. A quantitative analysis of the muscle model shows that the relative rigidity of myosin backbone provides the long-range interaction mechanism allowing the system to effectively synchronize the power-stroke in individual crossbridges even in the presence of thermal fluctuations. In view of the prototypical nature of the proposed model, our general conclusions pertain to a variety of other biological systems where elastic interactions are mediated by effective backbones.
Read moreMRS volume 38 issue 10 Cover and Front matter
Vibration Qualification Test of an Aircraft Piccolo Tube Using Multiple-Input-Multiple-Output Control Technology