IMPLEMENTATION OF THE BIDIRECTIONAL GATED RECURRENT UNIT ALGORITHM ON CONSUMER PRICE INDEX DATA IN INDONESIA by Andjani Ayu Cahaya Tanjung, Dewi Retno Sari Saputro, Nughthoh Arfawi Kurdhi

“…This study aims to apply Birectional Gated Recurrent Unit (BiGRU) model to the CPI data in Indonesia. BiGRU comprises two GRU layers so it captures sequences that are ignored by the GRU. …”
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A framework for assessing grey multitasking effectiveness of satellite communication constellation by Ruirui Shao, Ximing Wang, Su Gao, Yuhong Li, Weiqing You, Qian Zhang

“…However, current research on multi-layer constellation networks has its shortcomings. …”
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Analyzing the innovation ecosystem of China's major science and technology projects: From the ecological and systems science perspective by Kun Wang, Yu Feng, Siyao Liu

“…By utilizing theories and methods from ecology and systems science, we draw an analogy between the innovation ecosystem of China's national major science and technology projects and the structure of ecological systems, analyzing the interrelationships among the components of the innovation ecosystem and establishing the four-level model. The findings indicate that collaboration and policy guidance among the enterprise, research, and auxiliary innovation layers promote scientific output and innovation, while the external environmental layer provides robust support and safeguards, collectively driving the development of the innovation ecosystem. …”
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Temporal Relational Graph Convolutional Network Approach to Financial Performance Prediction by Brindha Priyadarshini Jeyaraman, Bing Tian Dai, Yuan Fang

“…A logistic regression model uses these combined features and social media embeddings for performance prediction. …”
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Estimation of thermal conductivity of snow by its density and hardness in Svalbard by V. M. Kotlyakov, A. V. Sosnovsky, N. I. Osokin

“…This allows estimating the coefficient of thermal conductivity and to determine the thermal resistance of snow cover in the field by measuring the density and hardness of different layers of snow.…”
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Detection of Pathogenic Microorganisms by Fusion of Recursive Feature Pyramid by HUANGZhitian, XIEYining, ZHAOJing, HEYongjun

“…Since the pathogenic microorganisms with small size will lose important features in the downsampling process , the recursive feature pyramid RFP is used in the feature fusion stage and the detection layer of the small target is added. …”
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Security analysis of the RSSP-II protocol and a novel security enhancement approach by FENG Tao, TIE Xiaoping, WU Yi, SHI Jianming

“…However, existing research revealed that RSSP-Ⅱ’s message authentication security layer (MASL) had security vulnerabilities like key recovery and forgery, which might endanger the train control system’s stable operation. …”
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Improving subpixel impervious surface estimation based on point of interest (POI) data by Junzhe Wang, Wang Jin, Zheng Cao, Zhiyi Pan, Guang Yang, Yaolong Zhao

“…To form an integrated sample dataset for subpixel ISA estimation, POI data were processed using kernel density analysis and transformed into continuous raster layers compatible with remote sensing imageries. …”
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30 Years of simultaneous crop & land cover land use maps for Middle Rio Grande from 1994 to 2024 by Saman Ebrahimi, Mahdis Khorram, Raquel Neri Barranco, Rosario Sanchez, Rocky Talchabhadel, Santosh S. Palmate, Marisol Dominguez-Tuda, Elizabeth F. Racine, Saurav Kumar

“…Abstract This study introduces the crop and land cover land use (CLCLU) dataset, a 30 m resolution product providing annual maps of CLCLU across the transnational Middle Rio Grande (MRG) region, spanning both the U.S. and Mexico from 1994 to 2024. The model was trained using the Cropland Data Layer (CDL) on the US side. …”
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Machine-learning-accelerated mechanistic exploration of interface modification in lithium metal anode by Genming Lai, Ruiqi Zhang, Chi Fang, Juntao Zhao, Taowen Chen, Yunxing Zuo, Bo Xu, Jiaxin Zheng

“…We demonstrate its effectiveness in modeling the interfaces of Li metal with both liquid and solid-state electrolytes, capturing critical processes over extended time scales. …”
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Neural networking analysis of thermally magnetized mass transfer coefficient (MTC) for Carreau fluid flow: A comparative study by Khalil Ur Rehman, Wasfi Shatanawi, Zeeshan Asghar, A.R.M. Kasim

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Technical Code Analysis of Geomagnetic Flaw Detection of Suppression Rigging Defect Signal Based on Convolutional Neural Network by Gang Zhao, Changyu Han, Zhongxiang Yu, Zhipan Li, Guoao Yu, Hongmei Zhang, Dadong Zhao, Zhengyi Jiang

“…The single-stage object detection algorithm YOLOv5 (You Only Look Once) based on convolutional neural network model calculation is used, the scale detection layer and positioning loss function of the YOLOv5 algorithm are improved and optimized, and the improved YOLOv5 algorithm is used for experiments. …”
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Computational analysis of wax deposition in deep-water pipelines using nuclear techniques by Nalber Miranda Leite Nalber, Carlos Alberto Brayner de Oliveira Lira, Abel Gámez Rodriguez

“…Among the various methods and techniques found in the literature for monitoring wax deposition, nuclear techniques are distinguished by the fact that their use does not interfere with the physical integrity of the pipeline, by the non-intrusive and indirect (non-contact) mode of operation and, therefore, does not affect the oil transportation process. This paper presents a computational model using the Monte Carlo N-Particle 6 (MCNP6) code and the gamma radiation transmission profiling technique to detect the presence of wax on the inner walls of pipelines used for deepwater oil transportation. …”
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Innovative polypropylene-based adsorbent functionalized by oxygen plasma and L-Arginine for efficient removal of emerging contaminants from aqueous media by Mojtaba Azizi, Mahdi Akhgari, Maryam Esmkhani, Hossein Ghafuri, Shahrzad Javanshir

“…Moreover, the adsorption model was in good agreement with the Langmuir model with an adsorption capacity of 254 mg/g and 1006 mg/g for MNZ and MB respectively. …”
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Citrate-Stabilized Amorphous Calcium Phosphate Nanoparticles as an Effective Adsorbent for Defluorination by Ruojiao Su, Miaomiao Wang, Yuwei Jiang, Shuang Zhang, Junjun Tan

“…The thermodynamic parameters suggested that the adsorption of fluoride was a spontaneous endothermic process. The XRD, XPS, and Zeta potential analysis of the Cit-ACP sample before and after fluoride removal revealed that, owing to the core–shell structure of the Cit-ACP nanoparticles, the fluoride ions in solution and the calcium ions in shell layer of the Cit-ACP nanoparticles co-promoted the transformation of the core of the Cit-ACP nanoparticles into fluorapatite. …”
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An Improved Segformer for Semantic Segmentation of UAV-Based Mine Restoration Scenes by Feng Wang, Lizhuo Zhang, Tao Jiang, Zhuqi Li, Wangyu Wu, Yingchun Kuang

“…Mine ecological restoration is a critical process for promoting the sustainable development of resource-dependent regions, yet existing monitoring methods remain limited in accuracy and adaptability. …”
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Methodology for assessing the stability and evaporation of volatile substances from the soil by Kochetova Zh. Yu., Shishkin A. V., Velikanov A. V.

“…The permissible concentration of volatile matter is experimentally established, at which its entry into the air does not exceed the permissible standards for atmospheric air. This process is associated with certain difficulties caused, first of all, by the complexity of modeling the emission of toxicants from soils in laboratory conditions, and the duration of the process. …”
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Vertical Accelerations and Convection Initiation in an Extreme Precipitation Event in the Western Arid Areas of Southern Xinjiang by Na Li, Lingkun Ran, Daoyong Yang, Baofeng Jiao, Cha Yang, Wenhao Hu, Qilong Sun, Peng Tang

“…By analyzing the right-hand terms of the vertical velocity equation in the framework of the WRF model, together with a diagnosed relation of perturbation pressure to perturbation potential temperature, perturbation-specific volume (or density), and moisture, the physical processes associated with the corresponding accelerations are revealed. …”
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Structural Build-Up of Cement Pastes: A Comprehensive Overview and Key Research Directions by Mahmoud Hayek, Youssef El Bitouri, Kamal Bouarab, Ammar Yahia

“…The advancement of modern concretes, such as printable concrete, fluid concrete with adapted rheology, and ultra-high-performance concrete, has increased the importance of understanding structural build-up in cement-based materials. This process, which describes the time-dependent evolution of rheological properties, is a key factor to ensure the stability of concrete by influencing segregation, bleeding, formwork pressure, numerical modeling, and multi-layer casting. …”
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Research on Diffusion Patterns of Gas Produced by Energy Storage Lithium Batteries due to Thermal Runaway by LIU Li, SHI Mengzhao, XU Dongyang, TANG Wenbing, HU Yue, JIANG Fengbing

“…In addition, the smoke layer spreads from the battery compartment to the ground within only 50 seconds.…”
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