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Mineral Prospectivity Map** Using Deep Self-Attention Model
Multi-source data integration for mineral prospectivity map** (MPM) is an effective approach for reducing uncertainty and improving MPM accuracy....
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Digital core image reconstruction based on residual self-attention generative adversarial networks
In order to perform accurate physical analysis of digital core, the reconstruction of high-quality digital core image has become a problem to be...
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A new deep self-attention neural network for GNSS coordinate time series prediction
High-precision GNSS coordinate time series prediction provides a critical reference for applications such as crustal deformation, structural safety...
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Significant wave height estimation from shipborne marine radar data using convolutional and self-attention network
In this paper, a fusion model based on convolution and self-attention with multi-subimage input model (CNN-SA-MS) is proposed to estimate significant...
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Self-attention module and FPN-based remote sensing image target detection
As an important research direction of feature extraction of geoscience data, remote sensing image target detection is widely used in land resource...
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Learning with self-attention for rental market spatial dynamics in the Atlanta metropolitan area
The rental housing market plays a critical role in the United States real estate market. Prior studies have used various approaches to model housing...
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Multiscale dilated denoising convolution with channel attention mechanism for micro-seismic signal denoising
Denoising micro-seismic signals is paramount for ensuring reliable data for localizing mining-related seismic events and analyzing the state of rock...
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Analysis of pre-peak strain energy storage transformation mechanism of diorite under triaxial loading–unloading paths
To address the unclear instability mechanism of a rock mass under a complex stress path and considering the widely recognized research methods with...
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Rock thin section image classification based on depth residuals shrinkage network and attention mechanism
In the geological field, recognizing rock thin section images under a microscope is of great significance to geological research and mineral...
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Identification of Geochemical Anomalies Using an End-to-End Transformer
Deep learning methods have demonstrated remarkable success in recognizing geochemical anomalies for mineral exploration. Typically, these methods...
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Numerical Analysis of Surcharge Effect on Stability and Interaction Mechanism of Slope-Pile-Footing System
To investigate the stability and interaction mechanism of the slope-pile-footing system under surcharge effects, the finite difference method (FDM)...
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Enrichment mechanism and resource potential of shale-type helium: A case study of Wufeng Formation-Longmaxi Formation in Sichuan Basin
China’s helium resource is highly dependent on overseas imports. Organic-rich and U/Th-rich shale reservoirs generally contain helium, and although...
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A compound approach for ten-day runoff prediction by coupling wavelet denoising, attention mechanism, and LSTM based on GPU parallel acceleration technology
Deep learning models have a high application value in runoff forecasting, but their prediction mechanism is difficult to interpret and their...
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Study on Foam Generation Mechanism and Deflecting Ability in Porous Media
To clarify the behavior of foam generation and migration in the formation and to examine the basis of its application in oil and gas field...
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Interpreting the formation mechanism of a complex landslide: a case study of a reactivated landslide of a reinforced embankment slope
In the present work, geological and geotechnical studies were carried out to find the causes and mechanisms of a reinforced embankment slope failure....
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Experimental Investigation on Failure Mechanism and Rockburst Process of Tunnels Under Different Span-Ratios and Existing Structural Planes
The failure mechanism of surrounding rock and the formation of rockburst in deep rockmass are influenced by various factors such as in-situ stress,...
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Experimental study on shear failure mechanism of loose spoil soil considering the adverse factor of water
Loose spoil soil (LSS) is a kind of granular material with unstable structure, for which the deformation and even failure should be induced by...
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Mechanism of germanium enrichment in the world-class Huize MVT Pb–Zn deposit, southwestern China
The world-class Huize deposit hosts significant germanium (Ge) resources in the Sichuan–Yunan–Guizhou (SYG) Mississippi Valley-type (MVT) Pb–Zn...
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Analysis of Fracture Evolution Characteristics and Formation Mechanism of Inter-Layer Rock Under Different Mining Areas
As the shallow coal seams are gradually being exhausted, mining of the lower group of coal seams in the shallowly buried proximity coal seam group...
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On the Mechanism of Sulfur Dioxide Oxidation in Cloud Drops
AbstractData from field experiments on the dynamics of SO 2 oxidation in cloud droplets are presented. The rapid experimentally observed oxidation of...
