Geoscience Frontiers

Article	Citations
Arsenic contamination of groundwater: A global synopsis with focus on the Indian Peninsula	460
Prediction of undrained shear strength using extreme gradient boosting and random forest based on Bayesian optimization	453
State-of-the-art review of soft computing applications in underground excavations	294
Flood susceptibility modelling using advanced ensemble machine learning models	211
Evaluation of deep learning algorithms for national scale landslide susceptibility mapping of Iran	209
Landslide susceptibility mapping using machine learning algorithms and comparison of their performance at Abha Basin, Asir Region, Saudi Arabia	207
How do machine learning techniques help in increasing accuracy of landslide susceptibility maps?	171
Predicting TBM penetration rate in hard rock condition: A comparative study among six XGB-based metaheuristic techniques	168
Landslide identification using machine learning	162
Landslide susceptibility mapping using hybrid random forest with GeoDetector and RFE for factor optimization	161
GIS-based landslide susceptibility modeling: A comparison between fuzzy multi-criteria and machine learning algorithms	137
Landslide susceptibility modeling based on ANFIS with teaching-learning-based optimization and Satin bowerbird optimizer	130
Landslide susceptibility zonation method based on C5.0 decision tree and K-means cluster algorithms to improve the efficiency of risk management	111
Machine learning for pore-water pressure time-series prediction: Application of recurrent neural networks	110
Maximum depositional age estimation revisited	106
Mapping favorable groundwater potential recharge zones using a GIS-based analytical hierarchical process and probability frequency ratio model: A case study from an agro-urban region of Pakistan	102
Comparison of machine learning models for gully erosion susceptibility mapping	97
Spatial prediction of landslide susceptibility in western Serbia using hybrid support vector regression (SVR) with GWO, BAT and COA algorithms	97
Spatial landslide susceptibility assessment using machine learning techniques assisted by additional data created with generative adversarial networks	93
Flash flood susceptibility mapping using a novel deep learning model based on deep belief network, back propagation and genetic algorithm	93
Strategies towards robust interpretations of in situ zircon Lu–Hf isotope analyses	93
Modelling of shallow landslides with machine learning algorithms	93
Estimation of diaphragm wall deflections for deep braced excavation in anisotropic clays using ensemble learning	91
Applying deep learning and benchmark machine learning algorithms for landslide susceptibility modelling in Rorachu river basin of Sikkim Himalaya, India	88
Sources, characteristics, toxicity, and control of ultrafine particles: An overview	84

Flooding and its relationship with land cover change, population growth, and road density	80
Enhancing environmental quality in the United States by linking biomass energy consumption and load capacity factor	79
Advanced prediction of tunnel boring machine performance based on big data	77
Uncertainty pattern in landslide susceptibility prediction modelling: Effects of different landslide boundaries and spatial shape expressions	76
Gully erosion spatial modelling: Role of machine learning algorithms in selection of the best controlling factors and modelling process	76
Physics informed machine learning: Seismic wave equation	74
Intelligent modelling of clay compressibility using hybrid meta-heuristic and machine learning algorithms	73
National-scale data-driven rainfall induced landslide susceptibility mapping for China by accounting for incomplete landslide data	72
Geological evolution of offshore pollution and its long-term potential impacts on marine ecosystems	71
Deep learning based classification of rock structure of tunnel face	70
Centrifuge modelling of landslides and landslide hazard mitigation: A review	70
Digital economy and carbon dioxide emissions: Examining the role of threshold variables	68
Application of soft computing techniques for shallow foundation reliability in geotechnical engineering	64
Is multi-hazard mapping effective in assessing natural hazards and integrated watershed management?	63
A scale-integrated exploration model for orogenic gold deposits based on a mineral system approach	62
Deep learning neural networks for spatially explicit prediction of flash flood probability	60
Modelling the performance of EPB shield tunnelling using machine and deep learning algorithms	59
Improved flood susceptibility mapping using a best first decision tree integrated with ensemble learning techniques	59
Calculation of groundwater head distribution with a close barrier during excavation dewatering in confined aquifer	56
Multi-criteria decision based geospatial mapping of flood susceptibility and temporal hydro-geomorphic changes in the Subarnarekha basin, India	55
Does patents on environmental technologies matter for the ecological footprint in the USA? Evidence from the novel Fourier ARDL approach	55
Artificial intelligence in seismology: Advent, performance and future trends	54
A new combined framework for sustainable development using the DPSIR approach and numerical modeling	52
Articulating CO2 emissions limiting roles of nuclear energy and ICT under the EKC hypothesis: An application of non-parametric MMQR approach	50
Field based index of flood vulnerability (IFV): A new validation technique for flood susceptible models	49
Location-allocation modeling for emergency evacuation planning with GIS and remote sensing: A case study of Northeast Bangladesh	49
Potentially toxic metal concentration, spatial distribution, and health risk assessment in drinking groundwater resources of southeast Iran	48
Analysing the relationship between drought and soil erosion using vegetation health index and RUSLE models in Godavari middle sub-basin, India	47
Predicting rock size distribution in mine blasting using various novel soft computing models based on meta-heuristics and machine learning algorithms	47
Centrifugal model test on a riverine landslide in the Three Gorges Reservoir induced by rainfall and water level fluctuation	47
Mapping of groundwater potential zones in the drought-prone areas of south Madagascar using geospatial techniques	45
Investigating the implications of technological innovations, financial inclusion, and renewable energy in diminishing ecological footprints levels in emerging economies	45
Neoarchean and Rhyacian TTG-Sanukitoid suites in the southern São Francisco Paleocontinent, Brazil: Evidence for diachronous change towards modern tectonics	44
Does green growth in E-7 countries depend on economic policy uncertainty, institutional quality, and renewable energy? Evidence from quantile-based regression	43
Comparative carbon emission assessments of recycled and natural aggregate concrete: Environmental influence of cement content	42
Garnet fractionation, progressive melt loss and bulk composition variations in anatectic metabasites: Complications for interpreting the geodynamic significance of TTGs	42
Non-parametric machine learning methods for interpolation of spatially varying non-stationary and non-Gaussian geotechnical properties	41
Potentially harmful metals, and health risk evaluation in groundwater of Mardan, Pakistan: Application of geostatistical approach and geographic information system	39
Hydrogeochemical characterization and quality assessment of groundwater using self-organizing maps in the Hangjinqi gasfield area, Ordos Basin, NW China	39
Geothermal energy exploitation from depleted high-temperature gas reservoirs by recycling CO2: The superiority and existing problems	39
A novel type of neural networks for feature engineering of geological data: Case studies of coal and gas hydrate-bearing sediments	38
Earthquake risk assessment in NE India using deep learning and geospatial analysis	38
Depositional age and tectonic environment of the Gouap banded iron formations from the Nyong group, SW Cameroon: Insights from isotopic, geochemical and geochronological studies of drillcore samples	38
Nanoscale mechanical property variations concerning mineral composition and contact of marine shale	38
Multi-hazard susceptibility mapping based on Convolutional Neural Networks	37
Do investments in green energy, energy efficiency, and nuclear energy R&D improve the load capacity factor? An augmented ARDL approach	37
Inclusive Multiple Models (IMM) for predicting groundwater levels and treating heterogeneity	37
The petrogenesis of modern and ophiolitic lavas reconsidered: Ti-V and Nb-Th	37
A Monte Carlo-based framework for risk-return analysis in mineral prospectivity mapping	36
Similarity quantification of soil parametric data and sites using confidence ellipses	35

A new hybrid framework of site selection for groundwater recharge	35
Quantifying the response of surface urban heat island to urbanization using the annual temperature cycle model	35
Plate tectonic control on the formation and tectonic migration of Cenozoic basins in northern margin of the South China Sea	34
Buoyance-driven hydrocarbon accumulation depth and its implication for unconventional resource prediction	34
PetroGram: An excel-based petrology program for modeling of magmatic processes	34
The role of airborne particles and environmental considerations in the transmission of SARS-CoV-2	34
Early Paleozoic accretionary orogens along the Western Gondwana margin	34
Lockdown during COVID-19 pandemic: A case study from Indian cities shows insignificant effects on persistent property of urban air quality	33
Recognition of two contrasting structural- and mineralogical-gold mineral systems in the Youjiang basin, China-Vietnam: Orogenic gold in the south and Carlin-type in the north	33
A unified model for the formation and distribution of both conventional and unconventional hydrocarbon reservoirs	33
Volcanic emissions and atmospheric pollution: A study of nanoparticles	32
The airborne contagiousness of respiratory viruses: A comparative analysis and implications for mitigation	31
Probabilistic assessment of slope failure considering anisotropic spatial variability of soil properties	31
Pore structure and heterogeneity of shale gas reservoirs and its effect on gas storage capacity in the Qiongzhusi Formation	30
Big data and machine learning in geoscience and geoengineering: Introduction	29
Optimized functional linked neural network for predicting diaphragm wall deflection induced by braced excavations in clays	29
Impact of transferred water on the hydrochemistry and water quality of surface water and groundwater in Baiyangdian Lake, North China	28
Possibilities of using silicate rock powder: An overview	28
Shallow landslide susceptibility assessment under future climate and land cover changes: A case study from southwest China	28
Integrated U–Pb, Lu–Hf and (U–Th)/He analysis of zircon from the Banxi Sb deposit and its implications for the low-temperature mineralization in South China	27
Raman and infrared spectroscopic quantification of the carbonate concentration in K2CO3 aqueous solutions with water as an internal standard	27
Exploring the asymmetric impact of economic complexity, FDI, and green technology on carbon emissions: Policy stringency for clean-energy investing countries	27
Trends in aerosol optical properties over Eastern Europe based on MODIS-Aqua	27
Timing of carbonatite-hosted U-polymetallic mineralization in the supergiant Huayangchuan deposit, Qinling Orogen: Constraints from titanite U–Pb and molybdenite Re–Os dating	27
A sensitivity study of the WRF model in offshore wind modeling over the Baltic Sea	27
Locally weighted learning based hybrid intelligence models for groundwater potential mapping and modeling: A case study at Gia Lai province, Vietnam	26
Bayesian geological and geophysical data fusion for the construction and uncertainty quantification of 3D geological models	26
Spatiotemporal estimation of hourly 2-km ground-level ozone over China based on Himawari-8 using a self-adaptive geospatially local model	26
Spatial flood susceptibility mapping using an explainable artificial intelligence (XAI) model	26
Subaerial hot springs and near-surface hydrothermal mineral systems past and present, and possible extraterrestrial analogues	26
A GIS tool for infinite slope stability analysis (GIS-TISSA)	26
Sequential Gaussian simulation for geosystems modeling: A machine learning approach	25
Switching from advancing to retreating subduction in the Neoproterozoic Tarim Craton, NW China: Implications for Rodinia breakup	25
Spatial variability effect of internal friction angle on the post-failure behavior of landslides using a random and non-Newtonian fluid based SPH method	25
Evaluation and comparison of CMIP6 models and MERRA-2 reanalysis AOD against Satellite observations from 2000 to 2014 over China	25
Geology, geochronology and geochemistry of large Duobaoshan Cu–Mo–Au orefield in NE China: Magma genesis and regional tectonic implications	25
Crushing and embedment of proppant packs under cyclic loading: An insight to enhanced unconventional oil/gas recovery	24
Integrating deep learning and logging data analytics for lithofacies classification and 3D modeling of tight sandstone reservoirs	24
Numerical evaluation of the ground response induced by dewatering in a multi-aquifer system	24
Scattering and absorption imaging of a highly fractured fluid-filled seismogenetic volume in a region of slow deformation	24
Ensemble learning framework for landslide susceptibility mapping: Different basic classifier and ensemble strategy	24
Efficient stochastic analysis of unsaturated slopes subjected to various rainfall intensities and patterns	24
Quantification of submarine groundwater discharge (SGD) using radon, radium tracers and nutrient inputs in Punnakayal, south coast of India	23
Groundwater solute chemistry, hydrogeochemical processes and fluoride contamination in phreatic aquifer of Odisha, India	23
Organo-petrographic and geochemical characteristics of Gurha lignite deposits, Rajasthan, India: Insights into the palaeovegetation, palaeoenvironment and hydrocarbon source rock potential	23
Probabilistic outlier detection for sparse multivariate geotechnical site investigation data using Bayesian learning	23
No more blind dates with calcite: Fluid-flow vs. fault-slip along the Očkov thrust, Prague Basin	22
A physics-informed data-driven model for landslide susceptibility assessment in the Three Gorges Reservoir area	22
COVID-19 strict lockdown impact on urban air quality and atmospheric temperature in four megacities of India	22
Metal-enriched nanoparticles and black carbon: A perspective from the Brazil railway system air pollution	22
A large epeiric methanogenic Bambuí sea in the core of Gondwana supercontinent?	22
A novel index to evaluate discretization methods: A case study of flood susceptibility assessment based on random forest	22
Geochemistry, geochronology and Hf isotope of granitoids in the northern Alxa region: Implications for the Late Paleozoic tectonic evolution of the Central Asian Orogenic Belt	22
Diversified roles of mineral transformation in controlling hydrocarbon generation process, mechanism, and pattern	22
Aeolian dust dynamics in the Fergana Valley, Central Asia, since ~30 ka inferred from loess deposits	22
Probabilistic analysis of tunnel displacements based on correlative recognition of rock mass parameters	21
Proto-Tethys ophiolitic mélange in SW Yunnan: Constraints from zircon U-Pb geochronology and geochemistry	21
Submarine groundwater discharge and associated nutrient fluxes in the Greater Bay Area, China revealed by radium and stable isotopes	21
O, H, and Sr isotope evidence for origin and mixing processes of the Gudui geothermal system, Himalayas, China	21
Do natural resources impact economic growth: An investigation of P5 + 1 countries under sustainable management	21
Geological information prediction for shield machine using an enhanced multi-head self-attention convolution neural network with two-stage feature extraction	21
Source identification and global implications of black carbon	21
An overview of geological originated materials as a trend for adsorption in wastewater treatment	21
Pb–Pb baddeleyite ages of mafic dyke swarms from the Dharwar Craton: Implications for Paleoproterozoic LIPs and diamond potential of mantle keel	21
Physiological characteristics, geochemical properties and hydrological variables influencing pathogen migration in subsurface system: What we know or not?	21
Pore-scale mechanisms and characterization of light oil storage in shale nanopores: New method and insights	20
Quantitative study on hydrocarbon expulsion mechanism based on micro-fracture	20
An analysis of vehicular exhaust derived nanoparticles and historical Belgium fortress building interfaces	20
The role of disaggregated renewable energy consumption on income and load capacity factor: A novel inclusive sustainable growth approach	20
Submarine groundwater discharge enhances primary productivity in the Yellow Sea, China: Insight from the separation of fresh and recirculated components	20
Reconstructing seafloor age distributions in lost ocean basins	20
Conditioned duality between supercontinental ‘assembly’ and ‘breakup’ LIPs	20
Updating the models and uncertainty of mechanical parameters for rock tunnels using Bayesian inference	20
Generation of andesite through partial melting of basaltic metasomatites in the mantle wedge: Insight from quantitative study of Andean andesites	20
Melting of hydrous pyroxenites with alkali amphiboles in the continental mantle: 1. Melting relations and major element compositions of melts	20
Long-term performance evaluation of zero-valent iron amended permeable reactive barriers for groundwater remediation – A mechanistic approach	20
Thermal conductivity of dense hcp iron: Direct measurements using laser heated diamond anvil cell	20
Role of renewable, non-renewable energy consumption and carbon emission in energy efficiency and productivity change: Evidence from G20 economies	19
Improved prediction of clay soil expansion using machine learning algorithms and meta-heuristic dichotomous ensemble classifiers	19
Tectono-magmatic evolution of Tethyan oceanic lithosphere in supra subduction zone fore arc regime: Geochemical fingerprints from crust-mantle sections of Naga Hills Ophiolite	19

A pulse of the Earth: A 27.5-Myr underlying cycle in coordinated geological events over the last 260 Myr	19
Variation and dispersal of PM10 and PM2.5 during COVID-19 lockdown over Kolkata metropolitan city, India investigated through HYSPLIT model	19
How many subductions in the Variscan orogeny? Insights from numerical models	19
Assessing the impacts of current and future changes of the planforms of river Brahmaputra on its land use-land cover	19
PGE and isotopic characteristics of Shergol and Suru Valley Ophiolites, Western Ladakh: Implications for supra-subduction tectonics along Indus Suture Zone	19
Modelling of piping collapses and gully headcut landforms: Evaluating topographic variables from different types of DEM	19
Late Neoarchean crustal growth under paired continental arc-back arc system in the North China Craton	19
Lithium extraction from salt lakes with different hydrochemical types in the Tibet Plateau	19
Modeling the multi-level plumbing system of the Changbaishan caldera from geochemical, mineralogical, Sr-Nd isotopic and integrated geophysical data	19
Phosphorite generative processes around the Precambrian-Cambrian boundary in South China: An integrated study of Mo and phosphate O isotopic compositions	19
Gold and antimony metallogenic relations and ore-forming process of Qinglong Sb(Au) deposit in Youjiang basin, SW China: Sulfide trace elements and sulfur isotopes	19
Discrimination of Pb-Zn deposit types using sphalerite geochemistry: New insights from machine learning algorithm	19
The ~1.4 Ga A-type granitoids in the “Chottanagpur crustal block” (India), and its relocation from Columbia to Rodinia?	18
Assessment of geochemical and sedimentological characteristics of atmospheric dust in Shiraz, southwest Iran	18
Environmental fate and health exposures of the geogenic and anthropogenic contaminants in potable groundwater of Lower Ganga Basin, India	18
Appraisal of CO2 storage potential in compressional hydrocarbon-bearing basins: Global assessment and case study in the Sichuan Basin (China)	18
Rhyolites in continental mafic Large Igneous Provinces: Petrology, geochemistry and petrogenesis	18
A review of SAGD technology development and its possible application potential on thin-layer super-heavy oil reservoirs	18
Paleozoic post-collisional magmatism and high-temperature granulite-facies metamorphism coupling with lithospheric delamination of the East Kunlun Orogenic Belt, NW China	18
Early Mesoproterozoic evolution of midcontinental Laurentia: Defining the geon 14 Baraboo orogeny	18
Rapid screening of Zr-containing particles from Chang’e-5 lunar soil samples for isotope geochronology: Technical roadmap for future study	18