5,351 research outputs found
Generalized Completed Local Binary Patterns for Time-Efficient Steel Surface Defect Classification
© 2018 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted ncomponent of this work in other works.Efficient defect classification is one of the most important preconditions to achieve online quality inspection for hot-rolled strip steels. It is extremely challenging owing to various defect appearances, large intraclass variation, ambiguous interclass distance, and unstable gray values. In this paper, a generalized completed local binary patterns (GCLBP) framework is proposed. Two variants of improved completed local binary patterns (ICLBP) and improved completed noise-invariant local-structure patterns (ICNLP) under the GCLBP framework are developed for steel surface defect classification. Different from conventional local binary patterns variants, descriptive information hidden in nonuniform patterns is innovatively excavated for the better defect representation. This paper focuses on the following aspects. First, a lightweight searching algorithm is established for exploiting the dominant nonuniform patterns (DNUPs). Second, a hybrid pattern code mapping mechanism is proposed to encode all the uniform patterns and DNUPs. Third, feature extraction is carried out under the GCLBP framework. Finally, histogram matching is efficiently accomplished by simple nearest-neighbor classifier. The classification accuracy and time efficiency are verified on a widely recognized texture database (Outex) and a real-world steel surface defect database [Northeastern University (NEU)]. The experimental results promise that the proposed method can be widely applied in online automatic optical inspection instruments for hot-rolled strip steel.Peer reviewe
Breaking parameter degeneracy in interacting dark energy models from observations
We study the interacting dark energy model with time varying dark energy
equation of state. We examine the stability in the perturbation formalism and
the degeneracy among the coupling between dark sectors, the time-dependent dark
energy equation of state and dark matter abundance in the cosmic microwave
background radiation. Further we discuss the possible ways to break such
degeneracy by doing global fitting using the latest observational data and we
get a tight constraint on the interaction between dark sectors.Comment: 8 pages, 6 figures, accepted for publication in Phys.Lett.
Unmodified Gravity
By relaxing the conventional assumption of a purely gravitational interaction
between dark energy and dark matter, substantial alterations to the growth of
cosmological structure can occur. In this work we focus on the homogeneous
transfer of energy from a decaying form of dark energy. We present simple
analytic solutions to the modified growth rates of matter fluctuations in these
models, and demonstrate that neglecting physics within the dark sector may
induce a significant bias in the inferred growth rate, potentially offering a
false signature of modified gravity.Comment: 7 pages, 5 figures, new eq (7), changes reflect published versio
Total positivity for matroid Schubert varieties
We define the totally nonnegative matroid Schubert variety of
a linear subspace . We show that is a
regular CW complex homeomorphic to a closed ball, with strata indexed by pairs
of acyclic flats of the oriented matroid of . This closely resembles the
regularity theorem for totally nonnegative generalized flag varieties. As a
corollary, we obtain a regular CW structure on the real matroid Schubert
variety of .Comment: Comments welcome
Microoptomechanical pumps assembled and driven by holographic optical vortex arrays
Beams of light with helical wavefronts can be focused into ring-like optical
traps known as optical vortices. The orbital angular momentum carried by
photons in helical modes can be transferred to trapped mesoscopic objects and
thereby coupled to a surrounding fluid. We demonstrate that arrays of optical
vortices created with the holographic optical tweezer technique can assemble
colloidal spheres into dynamically reconfigurable microoptomechanical pumps
assembled by optical gradient forces and actuated by photon orbital angular
momentum.Comment: 4 pages, 3 figures, submitted to Optics Expres
A Model for Dark Energy decay
We discuss a model of non perturbative decay of dark energy into hot and cold
dark matter. This model provides a mechanism from the field theory to realize
the energy transfer from dark energy into dark matter, which is the requirement
to alleviate the coincidence problem. The advantage of the model is the fact
that we accommodate a mean life compatible with the age of the universe. We
also argue that supersymmetry is a natural set up, though not essential.Comment: 5 pages to be published in Physics Letters
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Photochemical production and evolution of selected C2-C5 alkyl nitrates in tropospheric air influenced by Asian outflow
The photochemical production and evolution of six C2-C5 alkyl nitrates (ethyl-, 1-propyl-, 2-propyl-, 2-butyl-, 2-pentyl-, and 3-pentyl nitrate) was investigated using selected data from 5500 whole air samples collected downwind of Asia during the airborne Transport and Chemical Evolution over the Pacific (TRACE-P) field campaign (February-April 2001). Air mass age was important for selecting appropriate field data to compare with laboratory predictions of C5 alkyl nitrate production rates. In young, highly polluted air masses, the ratio between the production rates of 3-pentyl nitrate and 2-pentyl nitrate from n-pentane was 0.60-0.65. These measured ratios show excellent agreement with results from a field study in Germany (0.63 ± 0.06), and they agree better with predicted ratios from older laboratory kinetic studies (0.63-0.66) than with newer laboratory results (0.73 ± 0.08). TRACE-P samples that did not show influence from marine alkyl nitrate sources were used to investigate photochemical alkyl nitrate evolution. Relative to 2-butyl nitrate/n-butane, the measured ratios of ethyl nitrate/ethane and 2-propyl nitrate/propane showed notable deviations from modeled values based on laboratory kinetic data, suggesting additional Asian sources of their alkyl peroxy radical precursors. By contrast, the measured ratios of 1-propyl-, 2-pentyl-, and 3-pentyl nitrate to their respective parent hydrocarbons were fairly close to modeled values. The 1-propyl nitrate findings contrast with field studies in North America, and suggest that air downwind of Asia was not significantly impacted by additional 1-propyl nitrate precursors. The sensitivity of modeled photochemical processing times to hydroxyl radical concentration, altitude, city ventilation times, and dilution is discussed
Colloidal hydrodynamic coupling in concentric optical vortices
Optical vortex traps created from helical modes of light can drive
fluid-borne colloidal particles in circular trajectories. Concentric
circulating rings of particles formed by coaxial optical vortices form a
microscopic Couette cell, in which the amount of hydrodynamic drag experienced
by the spheres depends on the relative sense of the rings' circulation.
Tracking the particles' motions makes possible measurements of the hydrodynamic
coupling between the circular particle trains and addresses recently proposed
hydrodynamic instabilities for collective colloidal motions on optical
vortices.Comment: 7 pages, 2 figures, submitted to Europhysics Letter
FUNCTION AND STRENGTH OF PHYSICALLY ACTIVE INDIVIDUALS WITH A UNILATERAL, SINGLE-AXIS KNEE REPLACEMENT
INTRODUCTION: Only recently could total knee replacement (TKR) individuals participate in many activities that place high stress on the knee region, e.g., golf. To enhance physical functioning, TKR components must be able to provide optimal leverage for the quadriceps to generate extensor torque, a-p stability when the cruciate ligaments are sacrificed, and varusvalgus stability via adequate medial and lateral collateral tension throughout the (Range of Motion) ROM. The use of a single flexion/extension (F/E) axis TKR design rather than a multiaxial TKR design has been theorized to accomplish these goals. Therefore, for this work in progress, it was of interest to determine for physically active individuals if the strength and function of the limb with a unilateral, single-axis TKR would be different to that of the intact limb
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