Geoscience Frontiers

Article	Citations
Arsenic contamination of groundwater: A global synopsis with focus on the Indian Peninsula	528
Prediction of undrained shear strength using extreme gradient boosting and random forest based on Bayesian optimization	519
Evaluation of deep learning algorithms for national scale landslide susceptibility mapping of Iran	245
Flood susceptibility modelling using advanced ensemble machine learning models	244
Landslide susceptibility mapping using machine learning algorithms and comparison of their performance at Abha Basin, Asir Region, Saudi Arabia	235
Landslide susceptibility mapping using hybrid random forest with GeoDetector and RFE for factor optimization	202
Landslide identification using machine learning	190
Predicting TBM penetration rate in hard rock condition: A comparative study among six XGB-based metaheuristic techniques	188
GIS-based landslide susceptibility modeling: A comparison between fuzzy multi-criteria and machine learning algorithms	152
Landslide susceptibility modeling based on ANFIS with teaching-learning-based optimization and Satin bowerbird optimizer	141
Landslide susceptibility zonation method based on C5.0 decision tree and K-means cluster algorithms to improve the efficiency of risk management	126
Machine learning for pore-water pressure time-series prediction: Application of recurrent neural networks	126
Maximum depositional age estimation revisited	124
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	112
Modelling of shallow landslides with machine learning algorithms	110
Comparison of machine learning models for gully erosion susceptibility mapping	109
Spatial prediction of landslide susceptibility in western Serbia using hybrid support vector regression (SVR) with GWO, BAT and COA algorithms	108
Applying deep learning and benchmark machine learning algorithms for landslide susceptibility modelling in Rorachu river basin of Sikkim Himalaya, India	107
Flash flood susceptibility mapping using a novel deep learning model based on deep belief network, back propagation and genetic algorithm	105
Spatial landslide susceptibility assessment using machine learning techniques assisted by additional data created with generative adversarial networks	104
Estimation of diaphragm wall deflections for deep braced excavation in anisotropic clays using ensemble learning	103
Sources, characteristics, toxicity, and control of ultrafine particles: An overview	101
Flooding and its relationship with land cover change, population growth, and road density	99
Centrifuge modelling of landslides and landslide hazard mitigation: A review	97
Advanced prediction of tunnel boring machine performance based on big data	95

Enhancing environmental quality in the United States by linking biomass energy consumption and load capacity factor	93
Uncertainty pattern in landslide susceptibility prediction modelling: Effects of different landslide boundaries and spatial shape expressions	93
Physics informed machine learning: Seismic wave equation	92
Geological evolution of offshore pollution and its long-term potential impacts on marine ecosystems	86
Deep learning based classification of rock structure of tunnel face	85
Intelligent modelling of clay compressibility using hybrid meta-heuristic and machine learning algorithms	82
Gully erosion spatial modelling: Role of machine learning algorithms in selection of the best controlling factors and modelling process	82
National-scale data-driven rainfall induced landslide susceptibility mapping for China by accounting for incomplete landslide data	78
Application of soft computing techniques for shallow foundation reliability in geotechnical engineering	74
Deep learning neural networks for spatially explicit prediction of flash flood probability	72
Improved flood susceptibility mapping using a best first decision tree integrated with ensemble learning techniques	69
Investigating the implications of technological innovations, financial inclusion, and renewable energy in diminishing ecological footprints levels in emerging economies	68
Articulating CO2 emissions limiting roles of nuclear energy and ICT under the EKC hypothesis: An application of non-parametric MMQR approach	67
Does patents on environmental technologies matter for the ecological footprint in the USA? Evidence from the novel Fourier ARDL approach	65
Modelling the performance of EPB shield tunnelling using machine and deep learning algorithms	63
Calculation of groundwater head distribution with a close barrier during excavation dewatering in confined aquifer	63
Multi-criteria decision based geospatial mapping of flood susceptibility and temporal hydro-geomorphic changes in the Subarnarekha basin, India	61
Does green growth in E-7 countries depend on economic policy uncertainty, institutional quality, and renewable energy? Evidence from quantile-based regression	60
Potentially toxic metal concentration, spatial distribution, and health risk assessment in drinking groundwater resources of southeast Iran	60
Digital economy and carbon dioxide emissions: Examining the role of threshold variables	60
Natural resource scarcity, fossil fuel energy consumption, and total greenhouse gas emissions in top emitting countries	59
A new combined framework for sustainable development using the DPSIR approach and numerical modeling	57
Field based index of flood vulnerability (IFV): A new validation technique for flood susceptible models	55
Centrifugal model test on a riverine landslide in the Three Gorges Reservoir induced by rainfall and water level fluctuation	54
Analysing the relationship between drought and soil erosion using vegetation health index and RUSLE models in Godavari middle sub-basin, India	54
Hydrogeochemical characterization and quality assessment of groundwater using self-organizing maps in the Hangjinqi gasfield area, Ordos Basin, NW China	53
Predicting rock size distribution in mine blasting using various novel soft computing models based on meta-heuristics and machine learning algorithms	53
Multi-hazard susceptibility mapping based on Convolutional Neural Networks	51
Location-allocation modeling for emergency evacuation planning with GIS and remote sensing: A case study of Northeast Bangladesh	51
Neoarchean and Rhyacian TTG-Sanukitoid suites in the southern São Francisco Paleocontinent, Brazil: Evidence for diachronous change towards modern tectonics	49
Comparative carbon emission assessments of recycled and natural aggregate concrete: Environmental influence of cement content	48
Non-parametric machine learning methods for interpolation of spatially varying non-stationary and non-Gaussian geotechnical properties	46
A Monte Carlo-based framework for risk-return analysis in mineral prospectivity mapping	44
Nanoscale mechanical property variations concerning mineral composition and contact of marine shale	44
Potentially harmful metals, and health risk evaluation in groundwater of Mardan, Pakistan: Application of geostatistical approach and geographic information system	43
Earthquake risk assessment in NE India using deep learning and geospatial analysis	43
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	42
Do investments in green energy, energy efficiency, and nuclear energy R&D improve the load capacity factor? An augmented ARDL approach	42
PetroGram: An excel-based petrology program for modeling of magmatic processes	42
A novel type of neural networks for feature engineering of geological data: Case studies of coal and gas hydrate-bearing sediments	41
The petrogenesis of modern and ophiolitic lavas reconsidered: Ti-V and Nb-Th	41
Inclusive Multiple Models (IMM) for predicting groundwater levels and treating heterogeneity	41
Ensemble learning framework for landslide susceptibility mapping: Different basic classifier and ensemble strategy	41
Quantifying the response of surface urban heat island to urbanization using the annual temperature cycle model	41
Early Paleozoic accretionary orogens along the Western Gondwana margin	40
Similarity quantification of soil parametric data and sites using confidence ellipses	40
Spatial flood susceptibility mapping using an explainable artificial intelligence (XAI) model	40
Assessing the impacts of current and future changes of the planforms of river Brahmaputra on its land use-land cover	39
Shallow landslide susceptibility assessment under future climate and land cover changes: A case study from southwest China	39
Geothermal energy exploitation from depleted high-temperature gas reservoirs by recycling CO2: The superiority and existing problems	38

Probabilistic assessment of slope failure considering anisotropic spatial variability of soil properties	38
The airborne contagiousness of respiratory viruses: A comparative analysis and implications for mitigation	37
The role of airborne particles and environmental considerations in the transmission of SARS-CoV-2	37
The role of disaggregated renewable energy consumption on income and load capacity factor: A novel inclusive sustainable growth approach	37
A physics-informed data-driven model for landslide susceptibility assessment in the Three Gorges Reservoir area	37
Possibilities of using silicate rock powder: An overview	36
Buoyance-driven hydrocarbon accumulation depth and its implication for unconventional resource prediction	36
A unified model for the formation and distribution of both conventional and unconventional hydrocarbon reservoirs	36
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	36
A new hybrid framework of site selection for groundwater recharge	36
Volcanic emissions and atmospheric pollution: A study of nanoparticles	36
Optimized functional linked neural network for predicting diaphragm wall deflection induced by braced excavations in clays	34
Lockdown during COVID-19 pandemic: A case study from Indian cities shows insignificant effects on persistent property of urban air quality	34
Big data and machine learning in geoscience and geoengineering: Introduction	34
Pore structure and heterogeneity of shale gas reservoirs and its effect on gas storage capacity in the Qiongzhusi Formation	33
Lithium extraction from salt lakes with different hydrochemical types in the Tibet Plateau	33
Spatiotemporal estimation of hourly 2-km ground-level ozone over China based on Himawari-8 using a self-adaptive geospatially local model	33
Efficient stochastic analysis of unsaturated slopes subjected to various rainfall intensities and patterns	33
A sensitivity study of the WRF model in offshore wind modeling over the Baltic Sea	32
Groundwater solute chemistry, hydrogeochemical processes and fluoride contamination in phreatic aquifer of Odisha, India	31
Impact of transferred water on the hydrochemistry and water quality of surface water and groundwater in Baiyangdian Lake, North China	31
Trends in aerosol optical properties over Eastern Europe based on MODIS-Aqua	31
Exploring the asymmetric impact of economic complexity, FDI, and green technology on carbon emissions: Policy stringency for clean-energy investing countries	31
Evaluation and comparison of CMIP6 models and MERRA-2 reanalysis AOD against Satellite observations from 2000 to 2014 over China	30
A GIS tool for infinite slope stability analysis (GIS-TISSA)	30
Subaerial hot springs and near-surface hydrothermal mineral systems past and present, and possible extraterrestrial analogues	30
Bayesian geological and geophysical data fusion for the construction and uncertainty quantification of 3D geological models	30
Raman and infrared spectroscopic quantification of the carbonate concentration in K2CO3 aqueous solutions with water as an internal standard	30
Timing of carbonatite-hosted U-polymetallic mineralization in the supergiant Huayangchuan deposit, Qinling Orogen: Constraints from titanite U–Pb and molybdenite Re–Os dating	29
An updating of landslide susceptibility prediction from the perspective of space and time	29
Crushing and embedment of proppant packs under cyclic loading: An insight to enhanced unconventional oil/gas recovery	29
Locally weighted learning based hybrid intelligence models for groundwater potential mapping and modeling: A case study at Gia Lai province, Vietnam	29
Integrating deep learning and logging data analytics for lithofacies classification and 3D modeling of tight sandstone reservoirs	29
Geological information prediction for shield machine using an enhanced multi-head self-attention convolution neural network with two-stage feature extraction	28
Switching from advancing to retreating subduction in the Neoproterozoic Tarim Craton, NW China: Implications for Rodinia breakup	28
Melting of hydrous pyroxenites with alkali amphiboles in the continental mantle: 1. Melting relations and major element compositions of melts	28
Discrimination of Pb-Zn deposit types using sphalerite geochemistry: New insights from machine learning algorithm	28
Geology, geochronology and geochemistry of large Duobaoshan Cu–Mo–Au orefield in NE China: Magma genesis and regional tectonic implications	27
Sequential Gaussian simulation for geosystems modeling: A machine learning approach	27
Source identification and global implications of black carbon	26
Physiological characteristics, geochemical properties and hydrological variables influencing pathogen migration in subsurface system: What we know or not?	26
Numerical evaluation of the ground response induced by dewatering in a multi-aquifer system	26
Aeolian dust dynamics in the Fergana Valley, Central Asia, since ~30 ka inferred from loess deposits	25
No more blind dates with calcite: Fluid-flow vs. fault-slip along the Očkov thrust, Prague Basin	25
COVID-19 strict lockdown impact on urban air quality and atmospheric temperature in four megacities of India	25
A review of SAGD technology development and its possible application potential on thin-layer super-heavy oil reservoirs	25
An overview of geological originated materials as a trend for adsorption in wastewater treatment	25
Segmental closure of the Mongol-Okhotsk Ocean: Insight from detrital geochronology in the East Transbaikalia Basin	25
Probabilistic outlier detection for sparse multivariate geotechnical site investigation data using Bayesian learning	24
Environmental fate and health exposures of the geogenic and anthropogenic contaminants in potable groundwater of Lower Ganga Basin, India	24
Adoption of green finance and green innovation for achieving circularity: An exploratory review and future directions	24
Proto-Tethys ophiolitic mélange in SW Yunnan: Constraints from zircon U-Pb geochronology and geochemistry	23
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	23
Improved prediction of clay soil expansion using machine learning algorithms and meta-heuristic dichotomous ensemble classifiers	23
Reconstructing seafloor age distributions in lost ocean basins	23
An integrated analysis of air pollution from US coal-fired power plants	23
Long-term performance evaluation of zero-valent iron amended permeable reactive barriers for groundwater remediation – A mechanistic approach	23
Probabilistic analysis of tunnel displacements based on correlative recognition of rock mass parameters	23
A novel index to evaluate discretization methods: A case study of flood susceptibility assessment based on random forest	23
Submarine groundwater discharge and associated nutrient fluxes in the Greater Bay Area, China revealed by radium and stable isotopes	23
Diversified roles of mineral transformation in controlling hydrocarbon generation process, mechanism, and pattern	23
Quantification of submarine groundwater discharge (SGD) using radon, radium tracers and nutrient inputs in Punnakayal, south coast of India	23
An efficient probabilistic design approach for tunnel face stability by inverse reliability analysis	22
Quantitative study on hydrocarbon expulsion mechanism based on micro-fracture	22
A pulse of the Earth: A 27.5-Myr underlying cycle in coordinated geological events over the last 260 Myr	22
Variation and dispersal of PM10 and PM2.5 during COVID-19 lockdown over Kolkata metropolitan city, India investigated through HYSPLIT model	22
Pb–Pb baddeleyite ages of mafic dyke swarms from the Dharwar Craton: Implications for Paleoproterozoic LIPs and diamond potential of mantle keel	22
A large epeiric methanogenic Bambuí sea in the core of Gondwana supercontinent?	22
Generation of andesite through partial melting of basaltic metasomatites in the mantle wedge: Insight from quantitative study of Andean andesites	22
Phosphorite generative processes around the Precambrian-Cambrian boundary in South China: An integrated study of Mo and phosphate O isotopic compositions	22
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	22
Modelling of piping collapses and gully headcut landforms: Evaluating topographic variables from different types of DEM	22
Metal-enriched nanoparticles and black carbon: A perspective from the Brazil railway system air pollution	22
Pore-scale mechanisms and characterization of light oil storage in shale nanopores: New method and insights	22
Submarine groundwater discharge enhances primary productivity in the Yellow Sea, China: Insight from the separation of fresh and recirculated components	22
Machine-learning based landslide susceptibility modelling with emphasis on uncertainty analysis	22
Do natural resources impact economic growth: An investigation of P5 + 1 countries under sustainable management	22
Role of renewable, non-renewable energy consumption and carbon emission in energy efficiency and productivity change: Evidence from G20 economies	22
Appraisal of CO2 storage potential in compressional hydrocarbon-bearing basins: Global assessment and case study in the Sichuan Basin (China)	21
Updating the models and uncertainty of mechanical parameters for rock tunnels using Bayesian inference	21

Stochastic seismic slope stability assessment using polynomial chaos expansions combined with relevance vector machine	21
Tectono-magmatic evolution of Tethyan oceanic lithosphere in supra subduction zone fore arc regime: Geochemical fingerprints from crust-mantle sections of Naga Hills Ophiolite	21
Assessment of SARS-CoV-2 airborne infection transmission risk in public buses	21
An analysis of vehicular exhaust derived nanoparticles and historical Belgium fortress building interfaces	20
An empirical investigation of financial development and ecological footprint in South Asia: Bridging the EKC and pollution haven hypotheses	20
The impact of green finance, eco-innovation, renewable energy and carbon taxes on CO2 emissions in BRICS countries: Evidence from CS ARDL estimation	20
Zircon U–Pb geochronology and Hf isotope geochemistry of magmatic and metamorphic rocks from the Hida Belt, southwest Japan	20
Element mapping the Merensky Reef of the Bushveld Complex	20
Conditioned duality between supercontinental ‘assembly’ and ‘breakup’ LIPs	20
Late Neoarchean crustal growth under paired continental arc-back arc system in the North China Craton	20
Thermal conductivity of dense hcp iron: Direct measurements using laser heated diamond anvil cell	20
Paleozoic post-collisional magmatism and high-temperature granulite-facies metamorphism coupling with lithospheric delamination of the East Kunlun Orogenic Belt, NW China	20
Late Mesozoic topographic evolution of western Transbaikalia: Evidence for rapid geodynamic changes from the Mongol–Okhotsk collision to widespread rifting	20
Spatiotemporal assessment of particulate matter (PM10 and PM2.5) and ozone in a Caribbean urban coastal city	20
Rhyolites in continental mafic Large Igneous Provinces: Petrology, geochemistry and petrogenesis	20
Rapid screening of Zr-containing particles from Chang’e-5 lunar soil samples for isotope geochronology: Technical roadmap for future study	20
Modeling the multi-level plumbing system of the Changbaishan caldera from geochemical, mineralogical, Sr-Nd isotopic and integrated geophysical data	20
PGE and isotopic characteristics of Shergol and Suru Valley Ophiolites, Western Ladakh: Implications for supra-subduction tectonics along Indus Suture Zone	20
Early Mesoproterozoic evolution of midcontinental Laurentia: Defining the geon 14 Baraboo orogeny	20