Articles with "layer wise" as a keyword



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

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

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;

Heterogenous lamellar structure designed in additively manufactured 316L stainless steel through layer-wise engineering

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Published in 2025 at "Materials Research Letters"

DOI: 10.1080/21663831.2025.2508894

Abstract: Heterogeneous structures offer a promising route to achieve balanced strength and ductility in metallic materials. However, tailoring microstructures in specific regions remains challenging in metal additive manufacturing. This study demonstrates the potential of laser powder… read more here.

Keywords: lamellar structure; wise engineering; heterogenous lamellar; layer wise ... See more keywords
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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

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

SV-SAE: Layer-Wise Pruning for Autoencoder Based on Link Contributions

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Published in 2025 at "IEEE Access"

DOI: 10.1109/access.2025.3565296

Abstract: Autoencoders are a type of deep neural network and are widely used for unsupervised learning, particularly in tasks that require feature extraction and dimensionality reduction. While most research focuses on compressing input data, less attention… read more here.

Keywords: pruning autoencoder; wise; wise pruning; sae layer ... See more keywords

Privacy-Enhanced Personalized Federated Learning With Layer-Wise Gradient Shielding on Heterogeneous IoT Data

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Published in 2024 at "IEEE Internet of Things Journal"

DOI: 10.1109/jiot.2024.3391342

Abstract: Federated learning (FL) enables multiple Internet of Things (IoT) devices to collaboratively train a global model without centralizing raw data. However, achieving optimal performance for each device is challenging due to the heterogeneity of IoT… read more here.

Keywords: privacy; iot data; model; federated learning ... See more keywords

Layer-Wise Security Framework and Analysis for the Quantum Internet

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Published in 2025 at "IEEE Journal on Selected Areas in Communications"

DOI: 10.1109/jsac.2025.3568063

Abstract: With its significant security potential, the quantum internet is poised to revolutionize technologies like cryptography and communications. Although it boasts enhanced security over traditional networks, the quantum internet still encounters unique security challenges essential for… read more here.

Keywords: security; quantum internet; wise security; layer wise ... See more keywords

Layer-Wise Mixed-Modes CNN Processing Architecture With Double-Stationary Dataflow and Dimension-Reshape Strategy

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Published in 2024 at "IEEE Transactions on Circuits and Systems I: Regular Papers"

DOI: 10.1109/tcsi.2024.3434706

Abstract: With the development of convolutional neural networks (CNN) across various domains, the growth in network structure complexity and computational load has increasingly become a research focus in the deployment of neural networks. The key to… read more here.

Keywords: double stationary; architecture; dimension; stationary dataflow ... See more keywords