15 research outputs found
International Journal of Mathematical Combinatorics, vol. 4/2012
The International J.Mathematical Combinatorics (ISSN 1937-1055) is a fully refereed international journal, sponsored by the MADIS of Chinese Academy of Sciences and published in USA quarterly comprising 100-150 pages approx. per volume, which publishes original researchpapers and survey articles in all aspects of Smarandache multi-spaces, Smarandache geometries, mathematical combinatorics, non-euclidean geometry and topology and their applications to other sciences
Table_1_YOLOv5s-gnConv: detecting personal protective equipment for workers at height.DOCX
IntroductionFalls from height (FFH) accidents can devastate families and individuals. Currently, the best way to prevent falls from heights is to wear personal protective equipment (PPE). However, traditional manual checking methods for safety hazards are inefficient and difficult to detect and eliminate potential risks.MethodsTo better detect whether a person working at height is wearing PPE or not, this paper first applies field research and Python crawling techniques to create a dataset of people working at height, extends the dataset to 10,000 images through data enhancement (brightness, rotation, blurring, and Moica), and categorizes the dataset into a training set, a validation set, and a test set according to the ratio of 7:2:1. In this study, three improved YOLOv5s models are proposed for detecting PPE in construction sites with many open-air operations, complex construction scenarios, and frequent personnel changes. Among them, YOLOv5s-gnconv is wholly based on the convolutional structure, which achieves effective modeling of higher-order spatial interactions through gated convolution (gnConv) and cyclic design, improves the performance of the algorithm, and increases the expressiveness of the model while reducing the network parameters.ResultsExperimental results show that YOLOv5s-gnconv outperforms the official model YOLOv5s by 5.01%, 4.72%, and 4.26% in precision, recall, and mAP_0.5, respectively. It better ensures the safety of workers working at height.DiscussionTo deploy the YOLOv5s-gnConv model in a construction site environment and to effectively monitor and manage the safety of workers at height, we also discuss the impacts and potential limitations of lighting conditions, camera angles, and worker movement patterns.</p
Reversible Unfolding and Folding of the Metalloprotein Ferredoxin Revealed by Single-Molecule Atomic Force Microscopy
Plant type [2Fe-2S] ferredoxins function
primarily as electron
transfer proteins in photosynthesis. Studying the unfolding–folding
of ferredoxins in vitro is challenging, because the unfolding of ferredoxin
is often irreversible due to the loss or disintegration of the iron–sulfur
cluster. Additionally, the in vivo folding of holo-ferredoxin requires
ferredoxin biogenesis proteins. Here, we employed atomic force microscopy-based
single-molecule force microscopy and protein engineering techniques
to directly study the mechanical unfolding and refolding of a plant
type [2Fe-2S] ferredoxin from cyanobacteria Anabaena. Our results indicate that upon stretching, ferredoxin unfolds in
a three-state mechanism. The first step is the unfolding of the protein
sequence that is outside and not sequestered by the [2Fe-2S] center,
and the second one relates to the force-induced rupture of the [2Fe-2S]
metal center and subsequent unraveling of the protein structure shielded
by the [2Fe-2S] center. During repeated stretching and relaxation
of a single polyprotein, we observed that the completely unfolded
ferredoxin can refold to its native holo-form with a fully reconstituted
[2Fe-2S] center. These results demonstrate that the unfolding–refolding
of individual ferredoxin is reversible at the single-molecule level,
enabling new avenues of studying both folding–unfolding mechanisms,
as well as the reactivity of the metal center of metalloproteins in
vitro
Additional file 1: Figure S1. of Highly Efficient Inverted Perovskite Solar Cells with CdSe QDs/LiF Electron Transporting Layer
(a) TEM image of synthesized CdSe quantum dots (QDs), (b) QDs size statistics and (c) XRD pattern of synthesized CdSe QDs. The result shows a wurtzite phase of synthesized material. Figure S2. Light absorption of the synthesized CdSe QDs chlorobenzene solution. Figure S3. I-V performance of solar cell with OA capped CdSe QDs. Figure S4. The best photovoltaic performance of perovskite solar cells with traditional PCBM as ETL
The Price of Anarchy for Selfish Ring Routing is Two
We analyze the network congestion game with atomic players, asymmetric strategies, and the maximum latency among all players as social cost. This important social cost function is much less understood than the average latency. We show that the price of anarchy is at most two, when the network is a ring and the link latencies are linear. Our bound is tight. This is the first sharp bound for the maximum latency objective
Dislocation Reduction and Stress Relaxation of GaN and InGaN Multiple Quantum Wells with Improved Performance via Serpentine Channel Patterned Mask
The
existence of high threading dislocation density (TDD) in GaN-based
epilayers is a long unsolved problem, which hinders further applications
of defect-sensitive GaN-based devices. Multiple-modulation of epitaxial
lateral overgrowth (ELOG) is used to achieve high-quality GaN template
on a novel serpentine channel patterned sapphire substrate (SCPSS).
The dislocation blocking brought by the serpentine channel patterned
mask, coupled with repeated dislocation bending, can reduce the dislocation
density to a yet-to-be-optimized level of ∼2 × 10<sup>5</sup> to 2 × 10<sup>6</sup> cm<sup>–2</sup>. About
80% area utilization rate of GaN with low TDD and stress relaxation
is obtained. The periodical variations of dislocation density, optical
properties and residual stress in GaN-based epilayers on SCPSS are
analyzed. The quantum efficiency of InGaN/GaN multiple quantum wells
(MQWs) on it can be increased by 52% compared with the conventional
sapphire substrate. The reduced nonradiative recombination centers,
the enhanced carrier localization, and the suppressed quantum confined
Stark effect, are the main determinants of improved luminous performance
in MQWs on SCPSS. This developed ELOG on serpentine shaped mask needs
no interruption and regrowth, which can be a promising candidate for
the heteroepitaxy of semipolar/nonpolar GaN and GaAs with high quality
A Universal Biomolecular Concentrator To Enhance Biomolecular Surface Binding Based on Acoustic NEMS Resonator
In designing bioassay systems for
low-abundance biomolecule detection,
most research focuses on improving transduction mechanisms while ignoring
the intrinsically fundamental limitations in solution: mass transfer
and binding affinity. We demonstrate enhanced biomolecular surface
binding using an acoustic nano-electromechanical system (NEMS) resonator,
as an on-chip biomolecular concentrator which breaks both mass transfer
and binding affinity limitations. As a result, a concentration factor
of 10<sup>5</sup> has been obtained for various biomolecules. The
resultantly enhanced surface binding between probes on the absorption
surface and analytes in solution enables us to lower the limit of
detection for representative proteins. We also integrated the biomolecular
concentrator into an optoelectronic bioassay platform to demonstrate
delivery of proteins from buffer/serum to the absorption surface.
Since the manufacture of the resonator is CMOS-compatible, we expect
it to be readily applied to further analysis of biomolecular interactions
in molecular diagnostics
A Universal Biomolecular Concentrator To Enhance Biomolecular Surface Binding Based on Acoustic NEMS Resonator
In designing bioassay systems for
low-abundance biomolecule detection,
most research focuses on improving transduction mechanisms while ignoring
the intrinsically fundamental limitations in solution: mass transfer
and binding affinity. We demonstrate enhanced biomolecular surface
binding using an acoustic nano-electromechanical system (NEMS) resonator,
as an on-chip biomolecular concentrator which breaks both mass transfer
and binding affinity limitations. As a result, a concentration factor
of 10<sup>5</sup> has been obtained for various biomolecules. The
resultantly enhanced surface binding between probes on the absorption
surface and analytes in solution enables us to lower the limit of
detection for representative proteins. We also integrated the biomolecular
concentrator into an optoelectronic bioassay platform to demonstrate
delivery of proteins from buffer/serum to the absorption surface.
Since the manufacture of the resonator is CMOS-compatible, we expect
it to be readily applied to further analysis of biomolecular interactions
in molecular diagnostics
A Universal Biomolecular Concentrator To Enhance Biomolecular Surface Binding Based on Acoustic NEMS Resonator
In designing bioassay systems for
low-abundance biomolecule detection,
most research focuses on improving transduction mechanisms while ignoring
the intrinsically fundamental limitations in solution: mass transfer
and binding affinity. We demonstrate enhanced biomolecular surface
binding using an acoustic nano-electromechanical system (NEMS) resonator,
as an on-chip biomolecular concentrator which breaks both mass transfer
and binding affinity limitations. As a result, a concentration factor
of 10<sup>5</sup> has been obtained for various biomolecules. The
resultantly enhanced surface binding between probes on the absorption
surface and analytes in solution enables us to lower the limit of
detection for representative proteins. We also integrated the biomolecular
concentrator into an optoelectronic bioassay platform to demonstrate
delivery of proteins from buffer/serum to the absorption surface.
Since the manufacture of the resonator is CMOS-compatible, we expect
it to be readily applied to further analysis of biomolecular interactions
in molecular diagnostics
A Universal Biomolecular Concentrator To Enhance Biomolecular Surface Binding Based on Acoustic NEMS Resonator
In designing bioassay systems for
low-abundance biomolecule detection,
most research focuses on improving transduction mechanisms while ignoring
the intrinsically fundamental limitations in solution: mass transfer
and binding affinity. We demonstrate enhanced biomolecular surface
binding using an acoustic nano-electromechanical system (NEMS) resonator,
as an on-chip biomolecular concentrator which breaks both mass transfer
and binding affinity limitations. As a result, a concentration factor
of 10<sup>5</sup> has been obtained for various biomolecules. The
resultantly enhanced surface binding between probes on the absorption
surface and analytes in solution enables us to lower the limit of
detection for representative proteins. We also integrated the biomolecular
concentrator into an optoelectronic bioassay platform to demonstrate
delivery of proteins from buffer/serum to the absorption surface.
Since the manufacture of the resonator is CMOS-compatible, we expect
it to be readily applied to further analysis of biomolecular interactions
in molecular diagnostics