Dual-Layer Fusion Knowledge Reasoning with Enhanced Multi-modal Features by JING Boxiang, WANG Hairong, WANG Tong, YANG Zhenye

“…Most of the existing multi-modal knowledge reasoning methods use splicing or attention to directly fuse the multi-modal features extracted from the pre-trained model, often ignoring the heterogeneity and interaction complexity between different modes. Therefore, a two-layer fusion knowledge inference method with multi-modal feature enhancement is proposed. …”
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The Reliability of Diagnosing Schizophrenia Using the GRU Layer in Conjunction with EEG Rhythms by Pankaj Kumar Sahu, Karan Jain

“…The model includes multiple 1-D-Convolution (Con-1-D) folds with steps greater than 1, which enables the model to programmatically and effectively learn how to reduce the incoming signal. The Con-1-D layers and numerous Gated Recurrent Unit (GRU) layers comprise the Exponential-Linear-Unit activation function. …”
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Layered Production Allocation Method for Dual-Gas Co-Production Wells by Guangai Wu, Zhun Li, Yanfeng Cao, Jifei Yu, Guoqing Han, Zhisheng Xing

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Layered Analysis of the 2022 Protests Based on the Conceptual Framework of "Manipulated Movements" by Saeed Naderi Asl, Seyed Javad Hosseini

“…The collected data were analyzed using the Causal Layered Analysis (CLA) method. CLA provides a multi-layered framework for deeper and more multidimensional analysis. …”
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Inner Plexiform Layer Substrata Are Discernible with Commercial OCT and Affected by Aging by Victor S.M.C. Correa, MD, Maria Emfietzoglou, MD, Gustavo Sakuno, MD, PhD, Rosanne Naafs, MSc, Joan W. Miller, MD, Alexander Charonis, MD, Demetrios G. Vavvas, MD, PhD

“…The secondary outcomes included inner retinal thickness measurements, including the IPL, nerve fiber layer (NFL), and ganglion cell complex (GCC). Results: The IPL exhibited a multilayered structure with 5 sublayers, 3 hyperreflective and 2 hyporeflective, arranged in an alternating pattern. …”
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A Contextualized Layered Risk Management Framework for Indian Medical Laboratories by Yogesh R Pawade, Anita S Chalak, Hemant S Dahake

“…By tailoring control measures in a layered fashion, building capacity through targeted training, and fostering collaborative partnerships, medical laboratories in India can more effectively mitigate risks, enhance the quality of their services, and ultimately contribute to improved patient safety within India's complex and diverse healthcare landscape.…”
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Hidden-layer configurations in reinforcement learning models for stock portfolio optimization by Patrick Kevin Aritonang, Sudarso Kaderi Wiryono, Taufik Faturohman

“…DDPG exhibited consistently strong performance, with its zero hidden-layer model showing the highest ASR. Conversely, PPO underperformed across all configurations, with negative returns in the zero-layer setup and marginal improvements with added complexity. …”
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Application oriented cross-layer multi-channel MAC protocol for VANET by Cai-xia SONG, Guo-zhen TAN, Nan DING, Jun-ling BU, Fu-xin ZHANG, Ming-jian LIU

“…An application oriented cross-layer multi-channel(AOCM)MAC protocol was proposed for VANET.The AOCM protocol could derive the optimal control channel(CCH)interval to ensure the timely and reliable transmission of safety messages on the CCH,based on real-time statistics and prediction for different types of sages coming from upper application layer.In the service channels(SCH),the proposed protocol relies on a reservation mechanism for con-tention-free transmission,so as to improve the throughput of SCH.The proposed protocol was suitable for both saturation and unsaturation conditions,and has low computational complexity and high scalability.Extensive simulation results demonstrate the superiority of the AOCM protocol compared with other existing protocols.…”
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Application oriented cross-layer multi-channel MAC protocol for VANET by Cai-xia SONG, Guo-zhen TAN, Nan DING, Jun-ling BU, Fu-xin ZHANG, Ming-jian LIU

“…An application oriented cross-layer multi-channel(AOCM)MAC protocol was proposed for VANET.The AOCM protocol could derive the optimal control channel(CCH)interval to ensure the timely and reliable transmission of safety messages on the CCH,based on real-time statistics and prediction for different types of sages coming from upper application layer.In the service channels(SCH),the proposed protocol relies on a reservation mechanism for con-tention-free transmission,so as to improve the throughput of SCH.The proposed protocol was suitable for both saturation and unsaturation conditions,and has low computational complexity and high scalability.Extensive simulation results demonstrate the superiority of the AOCM protocol compared with other existing protocols.…”
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SV-SAE: Layer-Wise Pruning for Autoencoder Based on Link Contributions by Joohong Rheey, Hyunggon Park

“…This paper introduces a layer-wise pruning algorithm specifically for multilayer perceptron-based autoencoders. …”
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DED Powder Modification for Single-Layer Coatings on High-Strength Steels by Unai Garate, Enara Mardaras, Jon Arruabarrena, Garikoitz Artola, Aitzol Lamikiz, Luis Norberto López de Lacalle

“…Although the application of multiple layers can gradually reduce this dilution effect, it introduces additional complexity and processing time. …”
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III-Nitride Deep UV LED Without Electron Blocking Layer by Zhongjie Ren, Yi Lu, Hsin-Hung Yao, Haiding Sun, Che-Hao Liao, Jiangnan Dai, Changqing Chen, Jae-Hyun Ryou, Jianchang Yan, Junxi Wang, Jinmin Li, Xiaohang Li

“…AlGaN-based deep UV (DUV) LEDs generally employ a p-type electron blocking layer (EBL) to suppress electron overflow. However, Al-rich III-nitride EBL can result in challenging p-doping and large valence band barrier for hole injection as well as epitaxial complexity. …”
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The change of retinal microvascular in APAC eyes and fellow PACS eyes detected using wide-field swept-source optical coherence tomographic angiography by Rumin Zhao, Wenhui Geng, Zijian Zhang, Yunlong Wu, Xiaotong Wang, Bojun Zhao

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A Double-Layer Combination Algorithm for Real-Time Information-Sharing Network Design Problem by Qi Sun, Liwen Jiang, Haitao Xu

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An Optimal Allocation Strategy for Multienergy Networks Based on Double-Layer Nondominated Sorting Genetic Algorithms by Min Mou, Da Lin, Yuhao Zhou, Wenguang Zheng, Jiongming Ruan, Dongdong Ke

“…Aiming at the problems of complex structures, variable loads, and fluctuation of power outputs of multienergy networks, this paper proposes an optimal allocation strategy of multienergy networks based on the double-layer nondominated sorting genetic algorithm, which can optimize the allocation of distributed generation (DG) and then improve the system economy. …”
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DefogNet: A Single-Image Dehazing Algorithm with Cyclic Structure and Cross-Layer Connections by Suting Chen, Wenhao Fan, Shaw Peter, Chuang Zhang, Kui Chen, Yong Huang

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Underwater vessel sound recognition based on multi-layer feature and attention mechanism by Wei Wei, Jing Li, Yucheng Han, Lili Zhang, Ning Cui, Pei Yu, Hongxin Tan, Xudong Yang, Kang Yang

“…The marine environment is complex and variable, which makes the transmission and reception process of the signals have some random cases. …”
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EFFICIENCY AND ACCURACY OF CONVOLUTIONAL AND FOURIER TRANSFORM LAYERS IN NEURAL NETWORKS FOR MEDICAL IMAGE CLASSIFICATION by Fauzi Nafi'udin, Hasih Pratiwi, Etik Zukhronah

“…In this study, the performance of neural network models using the convolution layer and Fourier transform layer in medical image data classification was compared. …”
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Failure Mechanism of Horizontal Layered Rock Slope under the Coupling of Earthquake and Weathering by Yun Tian, Lin-feng Wang, Hong-hua Jin, Yu-chao Xia, Biao Zeng

“…In order to further reveal the dynamic failure process of horizontal complex layered rock slope in the coupling action of earthquake and weathering, based on the three-dimensional particle flow software PFC3D, the rock triaxial test was first carried out to obtain the macroscopic rock mechanics parameters. …”
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Advancements in 2D layered material memristors: unleashing their potential beyond memory by Kiran A. Nirmal, Dhananjay D. Kumbhar, Arul Varman Kesavan, Tukaram D. Dongale, Tae Geun Kim

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