Stratified allocation method for water injection based on machine learning: A case study of the Bohai A oil and gas field by Changlong Liu, Pingli Liu, Qiang Wang, Lu Zhang, Zechao Huang, Yuande Xu, Shaojiu Jiang, Le Zhang, Changxiao Cao

“…Third, 300 neurons and three hidden layers were used in the optimized neural network. …”
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Dehazing algorithm for coal mining face dust and fog images based on a semi-supervised network by Meng ZHAO, Yuzhong WEI, Zheng LI, Junming ZHANG, Junda CHEN, Xiaofeng LIU

“…The decoder consists of pixel shuffle layers and convolutional layers, progressively recovering higher-resolution feature maps. …”
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Cambios en las reservas de carbono orgánico en Vertisoles pélicos, según su manejo by Dagoberto López-Pérez, Alberto Hernández-Jiménez, Greter Carnero-Lazo, Marisol Morales-Díaz

“…Losses under continued cultivation for ten years showed values of -0,64; -1,40; -1,92 Mg ha-1 yr-1 for the 0-10, 0-20 and 0-30 cm layers of the top soil thickness, respectively. According to management, under conserved conditions, the accumulation of organic matter and organic carbon in the prismatic blocks was higher on the surface with regards to the inner part. …”
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Flume Experiment on Flow Transition and Water Cushion Formation by Optimal Vegetation on a Mound Behind a Coastal Dike and Its Impact on Reducing the Flow Energy by A H M Rashedunnabi, Norio Tanaka, Md Abedur Rahman

“…In order to mitigate future tsunamis in Japan, multi-layered protective mechanisms have been suggested or implemented after the incident. …”
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Clinical feasibility study of a 2D ripple filter to improve the efficiency of carbon ion therapy by ZHANG Lijia, SCHLEGEL Nicki, SHENG Yinxiangzi, HAN Rongcheng, ZHAO Jingfang

“…The 2D-RiFi plans reduced energy layers by 45%-50% (average 48%), beam time by 32%-49% (average 44%), and irradiation time by 28%-41% (average 36%). …”
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Aortic Aneurysm Inflammatory Cell Detection with Deep Learning methods by Kristóf-Gergö Nagy, Csaba Szferle, Attila Fintha

“…MLP networks connect layers sequentially, whereas ResNet introduces blocks that span across layers, thereby enabling faster learning and rendering it suitable for complex tasks. …”
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SNet: A novel convolutional neural network architecture for advanced endoscopic image classification of gastrointestinal disorders by Samra Siddiqui, Junaid A. Khan, Tallha Akram, Meshal Alharbi, Jaehyuk Cha, Dina A. AlHammadi

“…The proposed convolutional neural network (CNN) model is comprised of six blocks placed at different layers. To enable the exhaustive evaluation of proposed framework across different datasets, the model has undergone training on a very complex HyperKvasir dataset, and later tested on Kvasir v1 and v2 datasets. …”
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Life Cycle Assessment (LCA) of Carbon Emission of Garden Pavement by Peiyong WANG, Ruixing LU

“…Methods This research selects 25 common garden pavement materials with different surface layers for calculation and evaluation of carbon emission. …”
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Prediction method of gas content in deep coal seams based on logging parameters: A case study of the Baijiahai region in the Junggar Basin by Yijie Wen, Shu Tao, Fan Yang, Yi Cui, Qinghe Jing, Jie Guo, Shida Chen, Bin Zhang, Jincheng Ye

“…Therefore, the MAML model is selected to predict gas content in the unknown areas of the Baijiahai region. …”
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Global Feature Focusing and Information Enhancement Network for Occluded Pedestrian Detection by ZHENG Kaikui, JI Kangyou, LI Jun, LI Qiming

“…The Mamba module first flattens the feature maps into one dimensional image patch vectors and then uses linear layers for feature extraction and transformation. …”
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Flow-based Text Style Transfer Model by Zihan ZHANG, Jinqiao DAI, Pin YANG

“…NSF proposes monotonic rational-quadratic transforms as an alternative to coupling layers or additive/affine transformations in autoregressive layers. …”
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