Articles with "layer wise" as a keyword



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Adversarial attacks on text classification models using layer‐wise relevance propagation

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Published in 2020 at "International Journal of Intelligent Systems"

DOI: 10.1002/int.22260

Abstract: Due to the nested nonlinear structure inside neural networks, most existing deep learning models are treated as black boxes, and they are highly vulnerable to adversarial attacks. On the one hand, adversarial examples shed light… read more here.

Keywords: layer wise; text classification; adversarial attacks; classification models ... See more keywords
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Tunable CoNi microstructures in flexible multilayered polymer films can shield electromagnetic radiation

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Published in 2019 at "Composites Part B: Engineering"

DOI: 10.1016/j.compositesb.2019.107283

Abstract: Abstract This paper highlights the outstanding electromagnetic shielding efficiency achieved by constructing layer-wise assembly of polymer films containing CoNi (cobalt-nickel) micro flowers, rods, and microspheres. Following a hydrothermal approach, various CoNi microstructures were synthesized from… read more here.

Keywords: radiation; polymer films; coni microstructures; layer wise ... See more keywords
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Assessment of classical, advanced, and layer-wise theories for the vibration of rotating composite anisotropic blades

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Published in 2020 at "Composite Structures"

DOI: 10.1016/j.compstruct.2020.112315

Abstract: Abstract The present paper aims at studying composite cambered structures, tracking the seminar work “Rotating Blade Vibration Analysis Using Shells” presented by Leissa in Journal of Engineering for Power, in 1982, devoted to homogeneous metallic… read more here.

Keywords: assessment classical; classical advanced; wise theories; advanced layer ... See more keywords
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Experimental and numerical study of geometrically nonlinear behavior of corrugated laminated composite shells using a nonlinear layer-wise shell FE formulation

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Published in 2019 at "Engineering Structures"

DOI: 10.1016/j.engstruct.2019.01.077

Abstract: Abstract This paper presents experimental and numerical studies on the geometrically nonlinear behavior of corrugated laminated composite shells (CLCS) under quasi-static loading along the corrugated direction. A geometrically nonlinear layer-wise shell finite element formulation is… read more here.

Keywords: layer wise; geometrically nonlinear; wise shell;
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Visual presentation for monitoring layer-wise curing quality in DLP 3D printing

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Published in 2021 at "Rapid Prototyping Journal"

DOI: 10.1108/rpj-03-2020-0056

Abstract: Purpose This paper aims to address the problem of uncertain product quality in digital light processing (DLP) three-dimensional (3D) printing, a scheme is proposed to qualitatively estimate whether a layer is printed with the qualified… read more here.

Keywords: quality; variation; wise curing; layer wise ... See more keywords
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A Channel Pruning Optimization With Layer-Wise Sensitivity in a Single-Shot Manner Under Computational Constraints

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Published in 2023 at "IEEE Access"

DOI: 10.1109/access.2022.3232566

Abstract: In the constrained computing environments such as mobile device or satellite on-board system, various computational factors of hardware resource can restrict the processing of deep learning (DL) services. Recent DL models such as satellite image… read more here.

Keywords: layer wise; layer; channel pruning; shot manner ... See more keywords
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An Automatically Layer-Wise Searching Strategy for Channel Pruning Based on Task-Driven Sparsity Optimization

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Published in 2022 at "IEEE Transactions on Circuits and Systems for Video Technology"

DOI: 10.1109/tcsvt.2022.3156588

Abstract: Deep convolutional neural networks (CNNs) have achieved tremendous successes but tend to suffer from high computation costs mainly due to heavy over-parameterization, resulting in the difficulty of directly applying them to the ever-growing application demands… read more here.

Keywords: layer wise; sparsity; task; channel pruning ... See more keywords
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Optimizing the Deep Neural Networks by Layer-Wise Refined Pruning and the Acceleration on FPGA

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Published in 2022 at "Computational Intelligence and Neuroscience"

DOI: 10.1155/2022/8039281

Abstract: To accelerate the practical applications of artificial intelligence, this paper proposes a high efficient layer-wise refined pruning method for deep neural networks at the software level and accelerates the inference process at the hardware level… read more here.

Keywords: neural networks; refined pruning; layer wise; deep neural ... See more keywords