Daily Runoff Prediction Model Based on Multivariate Variational Mode Decomposition and Correlation Reconstruction by DING Jie, TU Peng-fei, FENG Yu, ZENG Huai-en

“…[Conclusions](1) The MVMD decomposition method can control the number of decomposition layers, ensuring complete signal feature extraction without overfitting while improving processing speed.(2) Pearson correlation coefficient method enhances prediction accuracy through decomposed data classification.(3) The MEA-BP can improve signal-to-noise ratio, adapt to complex environments, enhance learning efficiency and generalization ability, and reduce computational complexity.(4) The GWO-ELM algorithm integrates grey wolf optimizer with extreme learning machine, providing a fast and adaptive solution for time-series prediction with reduced overfitting and improved efficiency.(5) The overall combined model can efficiently and stably process large amount of data while ensuring high accuracy.…”
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Coastal Urban Ecological Security Pattern Identification Integrating Land Subsidence Factors: A Deep Learning-Based Case Study of Zhuhai City by Yuan Shaoxiong, Gong Qinghua, Ye Yuyao, Wang Jun, Hao Yinlei, Zhang Yaze, Liu Bowen

“…The methodology consisted of four main steps: (1) correlation and principal component analyses to identify key factors and reduce dimensionality; (2) development of a multilayer perceptron (MLP) deep learning model with three fully connected hidden layers using ReLU activation functions and dropout regularization to predict ecological pattern types; (3) comparison of four fusion methods (weighted average, nonlinear sigmoid transformation, information entropy, and principal component analysis) to integrate prediction results; and (4) spatial analysis of the relationship between land subsidence and ecological security patterns using chi-square tests and spatial overlay analysis. …”
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Impact of Urban Waterfront Green Space Landscape Elements on Public Health Behaviors Based on Restorative Perception by Yi WU, Hongfei QIU, Xinyue LUO, Yaping HU

“…Although previous research has confirmed the close relationship between the diverse and complex landscape elements of waterfront green spaces and health behaviors, which mainly focuses on comparisons between overall waterfront green spaces, while seldom considering how landscape elements within these green spaces affect health behaviors. …”
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Physical Information Neural Network-Based Seepage Behavior Analysis of Earth and Rock Dams by XUE binghan, HUANG zhenhua, LEI Jianwei, FANG Hongyuan

“…Systematic comparison with existing studies reveals that: 1) the free surface position obtained by the present method exhibits high consistency with other approaches; 2) equipotential lines within the dam body display characteristic layered distribution with normal gradients strictly corresponding to the upstream-downstream head difference; 3) pore water pressure above the phreatic surface follows a nonlinear decay pattern, where zero-pressure contours align precisely with the free surface position. …”
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Measurement-guided therapeutic-dose prediction using multi-level gated modality-fusion model for volumetric-modulated arc radiotherapy by Changfei Gong, Changfei Gong, Changfei Gong, Yuling Huang, Yuling Huang, Yuling Huang, Junming Jian, Junming Jian, Junming Jian, Wenheng Zheng, Wenheng Zheng, Wenheng Zheng, Xiaoping Wang, Xiaoping Wang, Xiaoping Wang, Shenggou Ding, Shenggou Ding, Shenggou Ding, Yun Zhang, Yun Zhang, Yun Zhang

“…Furthermore, the existing models simply take advantage of low-dimensional dosimetry information, meaning that the spatial features about the complex dose distribution may be lost and limiting the predictive power of the models. …”
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POSITIVE AND NEGATIVE ASPECTS IN THE MANAGEMENT OF THE DACIAN FORTRESSES IN THE ORĂȘTIE MOUNTAINS LISTED AMONG UNESCO WORLD HERITAGE SITES by Vitalie Bârcă

“…</p><p>Recognition of the universal value of this fortified complex, formed of several fortresses, carried both prestige and responsibilities for Romania. …”
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Path to Heritagization in Landscape Architecture: A Review of the Regeneration Design of Beijing Changchunyuan Park by Yufan ZHU

“…The constructed landscape becomes a palimpsest of layered meanings, facilitating emotional resonance between man and environment. …”
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Deep Learning Based 3D Visualization Health Condition Monitoring Method for Anchor Digging Machines by YANG Xueqi, GAO Xinqin, ZHENG Haiyang, YANG Jun

“…ObjectiveIn coal mining, anchor digging machines operate under harsh and complex conditions. They are subjected to high-intensity loads, resulting in frequent failures, and the challenge of effective health management becomes increasingly prominent. …”
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Componentes y Dinámica Natural del Ambiente - Ciudad de Neuquén- by Olga Capua, Elsie Marcela Jurio

“…Up to 70s decade urban region was surrounded by agricultural areas, with intensive irrigation infrastructure and limited by rivers and relief with a marked topographic steep slope dissected by a dense network of rills and gullies. This front has layers with different resistance, then, a stepped profile with a succession of cliffs and debris cones that provide a complex look of the terrain. …”
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An explainable unsupervised learning approach for anomaly detection on corneal in vivo confocal microscopy images by Ningning Tang, Qi Chen, Yunyu Meng, Daizai Lei, Li Jiang, Yikun Qin, Xiaojia Huang, Fen Tang, Shanshan Huang, Qianqian Lan, Qi Chen, Lijie Huang, Rushi Lan, Xipeng Pan, Huadeng Wang, Fan Xu, Wenjing He

“…BackgroundIn vivo confocal microscopy (IVCM) is a crucial imaging modality for assessing corneal diseases, yet distinguishing pathological features from normal variations remains challenging due to the complex multi-layered corneal structure. Existing anomaly detection methods often struggle to generalize across diverse disease manifestations. …”
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Ways to increase the inter-maitenance period of roads by A. A. Lytkin, G. V. Dolgikh, A. S. Prolygin

“…When repairing and overhauling roads to restore the bearing capacity of layers of crushed stone (gravel) bases and strengthening flexible road pavements, preference should be given to the cold regeneration method. …”
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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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A China dataset of soil properties for land surface modelling (version 2, CSDLv2) by G. Shi, W. Sun, W. Shangguan, Z. Wei, H. Yuan, L. Li, X. Sun, Y. Zhang, H. Liang, D. Li, F. Huang, Q. Li, Q. Li, Y. Dai

“…However, accurately predicting soil variation over large and complex areas with limited samples remains a challenge, especially for China, which has diverse soil landscapes. …”
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Legal Challenges of Marine Insurance Laws in the Use of Unmanned Ships by Mahsa Bahadoran- Baghbaderani, Masoud Shirani, Reza Soltani

“…Unmanned ships' reliance on navigation software introduces another layer of risk; any failure in these systems could result in catastrophic and widespread consequences, particularly if such failures occur across multiple vessels. …”
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Temporal and Spatial Variation of Soil Salinity Variations in a 24-year Period in Abadan District Using Satellite Images by Mehdi Mumipour

“…So the spectral reflectance is too complex. Thus, the reflections recorded in a pixel may include several different salt minerals and several different salt structures. …”
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Contribution à l’histoire de la boulangerie romaine : étude de « pains/galettes » découverts en Gaule by Andreas G. Heiss, Véronique Matterne, Nicolas Monteix, Margaux Tillier, Camille Noûs

“…The ingredients, instruments and equipment used, products and by-products generated at each stage of this occasionally complex sequence are used to illustrate and reconstruct the manufacturing process, possibly supported by the experimental reproduction of the actions involved. …”
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Exploration of the Main Models and Optimization Paths for the Market-Oriented Operation of Urban Parks by Yanting LI, Qiaowan YANG

“…At the same time, the method of layered ownership confirmation can be achieved by superimposing underground space, multi-story properties, skywalks, etc. …”
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Space weather effects over SAMA during the extreme geomagnetic storm on May 10-11, 2024: disturbances of the neutral and ionized atmosphere by Ligia Alves Da Silva, Ligia Alves Da Silva, Jiankui Shi, Lívia R. Alves, Laysa Cristina Araújo Resende, Laysa Cristina Araújo Resende, Luis Eduardo Antunes Vieira, Joaquim Eduardo Rezende Costa, Jose Paulo Marchezi, Oleksiy V. Agapitov, David Gary Sibeck, Angela Machado dos Santos, Angela Machado dos Santos, Vania Fatima Andrioli, Vania Fatima Andrioli, Paulo Ricardo Jauer, Paulo Ricardo Jauer, Vinicius Deggeroni, Carolina de Sousa do Carmo, Carolina de Sousa do Carmo, Prosper Kwamla Nyassor, Sony Su Chen, Toyese Tunde Ayorinde, Karen Júlia Coldebella Ferreira, Juliano Moro, Juliano Moro, Chi Wang, Hui Li, Zhengkuan Liu

“…A complex active region in the Sun’s photosphere from 8 May 2024, produced seven halo-type Coronal Mass Ejections (CMEs) following extreme solar flares. …”
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Artificial chinampas soils of Mexico City: their properties and salinization hazards Suelos artificiales de chinampas de la Ciudad de México: propiedades y riesgos de salinización... by Pavel Krasilnikov, Rosalía Ramos Bello, Norma Eugenia García Calderón, Héctor Manuel Ortega Escobar

“…The restoration of chinampas requires a complex approach, combining soil, water and ecosystems remediation.…”
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Medical Assistance in Dying for Persons Suffering Solely from Mental Illness in Canada by Chloe Eunice Panganiban, Srushhti Trivedi

“…This extension ignited discussion on whether MAiD for persons who have mental illness as a sole underlying medical condition in Canada is ethically acceptable. As a complex, multi-faceted, and interdisciplinary issue, ethicists assessing MAiD must take into account various moral obligations and considerations. …”
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