Geoscience Frontiers

Article	Citations
Prediction of undrained shear strength using extreme gradient boosting and random forest based on Bayesian optimization	378
Arsenic contamination of groundwater: A global synopsis with focus on the Indian Peninsula	366
State-of-the-art review of soft computing applications in underground excavations	268
Landslide susceptibility mapping using machine learning algorithms and comparison of their performance at Abha Basin, Asir Region, Saudi Arabia	179
Evaluation of deep learning algorithms for national scale landslide susceptibility mapping of Iran	176
Flood susceptibility modelling using advanced ensemble machine learning models	170
How do machine learning techniques help in increasing accuracy of landslide susceptibility maps?	156
Predicting TBM penetration rate in hard rock condition: A comparative study among six XGB-based metaheuristic techniques	148
Landslide identification using machine learning	130
Landslide susceptibility mapping using hybrid random forest with GeoDetector and RFE for factor optimization	124
Landslide susceptibility modeling based on ANFIS with teaching-learning-based optimization and Satin bowerbird optimizer	118
GIS-based landslide susceptibility modeling: A comparison between fuzzy multi-criteria and machine learning algorithms	115
Effects of particle size on crushing and deformation behaviors of rockfill materials	101
Machine learning for pore-water pressure time-series prediction: Application of recurrent neural networks	97
Landslide susceptibility zonation method based on C5.0 decision tree and K-means cluster algorithms to improve the efficiency of risk management	90
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	88
Comparison of machine learning models for gully erosion susceptibility mapping	88
Spatial prediction of landslide susceptibility in western Serbia using hybrid support vector regression (SVR) with GWO, BAT and COA algorithms	86
Strategies towards robust interpretations of in situ zircon Lu–Hf isotope analyses	83
Spatial landslide susceptibility assessment using machine learning techniques assisted by additional data created with generative adversarial networks	81
Modelling of shallow landslides with machine learning algorithms	79
Maximum depositional age estimation revisited	79
Ancient deep roots for Mesozoic world-class gold deposits in the north China craton: An integrated genetic perspective	78
Flash flood susceptibility mapping using a novel deep learning model based on deep belief network, back propagation and genetic algorithm	77
Estimation of diaphragm wall deflections for deep braced excavation in anisotropic clays using ensemble learning	77

Integrated model for earthquake risk assessment using neural network and analytic hierarchy process: Aceh province, Indonesia	74
Advanced prediction of tunnel boring machine performance based on big data	72
Applying deep learning and benchmark machine learning algorithms for landslide susceptibility modelling in Rorachu river basin of Sikkim Himalaya, India	72
Sources, characteristics, toxicity, and control of ultrafine particles: An overview	69
Gully erosion spatial modelling: Role of machine learning algorithms in selection of the best controlling factors and modelling process	68
Intelligent modelling of clay compressibility using hybrid meta-heuristic and machine learning algorithms	65
Flooding and its relationship with land cover change, population growth, and road density	64
Is multi-hazard mapping effective in assessing natural hazards and integrated watershed management?	58
A scale-integrated exploration model for orogenic gold deposits based on a mineral system approach	58
Physics informed machine learning: Seismic wave equation	56
Application of soft computing techniques for shallow foundation reliability in geotechnical engineering	56
Enhancing environmental quality in the United States by linking biomass energy consumption and load capacity factor	55
SWPT: An automated GIS-based tool for prioritization of sub-watersheds based on morphometric and topo-hydrological factors	55
Geological evolution of offshore pollution and its long-term potential impacts on marine ecosystems	55
Uncertainty pattern in landslide susceptibility prediction modelling: Effects of different landslide boundaries and spatial shape expressions	53
Modelling the performance of EPB shield tunnelling using machine and deep learning algorithms	53
Deep learning based classification of rock structure of tunnel face	53
National-scale data-driven rainfall induced landslide susceptibility mapping for China by accounting for incomplete landslide data	53
Calculation of groundwater head distribution with a close barrier during excavation dewatering in confined aquifer	51
A new combined framework for sustainable development using the DPSIR approach and numerical modeling	50
Deep learning neural networks for spatially explicit prediction of flash flood probability	50
Improved flood susceptibility mapping using a best first decision tree integrated with ensemble learning techniques	48
Artificial intelligence in seismology: Advent, performance and future trends	45
Location-allocation modeling for emergency evacuation planning with GIS and remote sensing: A case study of Northeast Bangladesh	43
Geochronology and geochemistry of Late Carboniferous dykes in the Aqishan–Yamansu belt, eastern Tianshan: Evidence for a post-collisional slab breakoff	42
Centrifuge modelling of landslides and landslide hazard mitigation: A review	41
Multi-criteria decision based geospatial mapping of flood susceptibility and temporal hydro-geomorphic changes in the Subarnarekha basin, India	41
Predicting rock size distribution in mine blasting using various novel soft computing models based on meta-heuristics and machine learning algorithms	41
Field based index of flood vulnerability (IFV): A new validation technique for flood susceptible models	40
Mapping of groundwater potential zones in the drought-prone areas of south Madagascar using geospatial techniques	39
Garnet fractionation, progressive melt loss and bulk composition variations in anatectic metabasites: Complications for interpreting the geodynamic significance of TTGs	39
Centrifugal model test on a riverine landslide in the Three Gorges Reservoir induced by rainfall and water level fluctuation	39
Effect of mineralogy on friction-dilation relationships for simulated faults: Implications for permeability evolution in caprock faults	38
Geochronology and petrogenesis of the mafic dykes from the Purang ophiolite: Implications for evolution of the western Yarlung-Tsangpo suture zone, southwestern Tibet	37
A novel type of neural networks for feature engineering of geological data: Case studies of coal and gas hydrate-bearing sediments	37
Non-parametric machine learning methods for interpolation of spatially varying non-stationary and non-Gaussian geotechnical properties	37
Grain crushing in geoscience materials–Key issues on crushing response, measurement and modeling: Review and preface	36
Potentially toxic metal concentration, spatial distribution, and health risk assessment in drinking groundwater resources of southeast Iran	36
The role of structural inheritance in continental break-up and exhumation of Alpine Tethyan mantle (Canavese Zone, Western Alps)	35
Geothermal energy exploitation from depleted high-temperature gas reservoirs by recycling CO2: The superiority and existing problems	35
Bounding surface plasticity model for stress-strain and grain-crushing behaviors of rockfill materials	35
Inclusive Multiple Models (IMM) for predicting groundwater levels and treating heterogeneity	34
Neoarchean and Rhyacian TTG-Sanukitoid suites in the southern São Francisco Paleocontinent, Brazil: Evidence for diachronous change towards modern tectonics	34
The East Anatolia–Lesser Caucasus ophiolite: An exceptional case of large-scale obduction, synthesis of data and numerical modelling	34
A Monte Carlo-based framework for risk-return analysis in mineral prospectivity mapping	33
A new hybrid framework of site selection for groundwater recharge	33
Potentially harmful metals, and health risk evaluation in groundwater of Mardan, Pakistan: Application of geostatistical approach and geographic information system	33
Comparative carbon emission assessments of recycled and natural aggregate concrete: Environmental influence of cement content	33
Thermo-tectonic history of the Junggar Alatau within the Central Asian Orogenic Belt (SE Kazakhstan, NW China): Insights from integrated apatite U/Pb, fission track and (U–Th)/He thermochronology	32
Cretaceous tectonic evolution of the Neo-Tethys in Central Iran: Evidence from petrology and age of the Nain-Ashin ophiolitic basalts	32

Does patents on environmental technologies matter for the ecological footprint in the USA? Evidence from the novel Fourier ARDL approach	32
A study on particle breakage behavior during pile penetration process using acoustic emission source location	32
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	32
Similarity quantification of soil parametric data and sites using confidence ellipses	32
Analysing the relationship between drought and soil erosion using vegetation health index and RUSLE models in Godavari middle sub-basin, India	31
Hydrogeochemical characterization and quality assessment of groundwater using self-organizing maps in the Hangjinqi gasfield area, Ordos Basin, NW China	31
Lockdown during COVID-19 pandemic: A case study from Indian cities shows insignificant effects on persistent property of urban air quality	31
Nanoscale mechanical property variations concerning mineral composition and contact of marine shale	31
The petrogenesis of modern and ophiolitic lavas reconsidered: Ti-V and Nb-Th	30
Volcanic emissions and atmospheric pollution: A study of nanoparticles	30
Buoyance-driven hydrocarbon accumulation depth and its implication for unconventional resource prediction	30
A unified model for the formation and distribution of both conventional and unconventional hydrocarbon reservoirs	29
Earthquake risk assessment in NE India using deep learning and geospatial analysis	29
The role of airborne particles and environmental considerations in the transmission of SARS-CoV-2	29
Genesis of sandstone-type uranium deposits along the northern margin of the Ordos Basin, China	29
Study on the particle breakage of ballast based on a GPU accelerated discrete element method	28
Experimental and numerical investigation of Weibullian behavior of grain crushing strength	28
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	28
Plate tectonic control on the formation and tectonic migration of Cenozoic basins in northern margin of the South China Sea	28
Early Paleozoic accretionary orogens along the Western Gondwana margin	28
Melt migration and melt-rock reaction in the Alpine-Apennine peridotites: Insights on mantle dynamics in extending lithosphere	27
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	26
Optimized functional linked neural network for predicting diaphragm wall deflection induced by braced excavations in clays	26
Impact of transferred water on the hydrochemistry and water quality of surface water and groundwater in Baiyangdian Lake, North China	26
Articulating CO2 emissions limiting roles of nuclear energy and ICT under the EKC hypothesis: An application of non-parametric MMQR approach	26
Quantifying the response of surface urban heat island to urbanization using the annual temperature cycle model	25
Trends in aerosol optical properties over Eastern Europe based on MODIS-Aqua	25
Probabilistic assessment of slope failure considering anisotropic spatial variability of soil properties	25
Characterization of the proto-Philippine Sea Plate: Evidence from the emplaced oceanic lithospheric fragments along eastern Philippines	25
New insights from low-temperature thermochronology into the tectonic and geomorphologic evolution of the south-eastern Brazilian highlands and passive margin	24
PetroGram: An excel-based petrology program for modeling of magmatic processes	24
The airborne contagiousness of respiratory viruses: A comparative analysis and implications for mitigation	24
Sr, Nd, Pb and trace element systematics of the New Caledonia harzburgites: Tracking source depletion and contamination processes in a SSZ setting	24
Subaerial hot springs and near-surface hydrothermal mineral systems past and present, and possible extraterrestrial analogues	23
Geology, geochronology and geochemistry of large Duobaoshan Cu–Mo–Au orefield in NE China: Magma genesis and regional tectonic implications	23
Crushing and embedment of proppant packs under cyclic loading: An insight to enhanced unconventional oil/gas recovery	23
Cyclic liquefaction screening of sand with non-plastic fines: Critical state approach	23
Sequential Gaussian simulation for geosystems modeling: A machine learning approach	22
Quantification of submarine groundwater discharge (SGD) using radon, radium tracers and nutrient inputs in Punnakayal, south coast of India	22
Organo-petrographic and geochemical characteristics of Gurha lignite deposits, Rajasthan, India: Insights into the palaeovegetation, palaeoenvironment and hydrocarbon source rock potential	22
Big data and machine learning in geoscience and geoengineering: Introduction	22
Pore structure and heterogeneity of shale gas reservoirs and its effect on gas storage capacity in the Qiongzhusi Formation	22
Raman and infrared spectroscopic quantification of the carbonate concentration in K2CO3 aqueous solutions with water as an internal standard	22
Bayesian geological and geophysical data fusion for the construction and uncertainty quantification of 3D geological models	21
Locally weighted learning based hybrid intelligence models for groundwater potential mapping and modeling: A case study at Gia Lai province, Vietnam	21
New measurement of melting and thermal conductivity of iron close to outer core conditions	21
Spatiotemporal estimation of hourly 2-km ground-level ozone over China based on Himawari-8 using a self-adaptive geospatially local model	21
A sensitivity study of the WRF model in offshore wind modeling over the Baltic Sea	21
Metal-enriched nanoparticles and black carbon: A perspective from the Brazil railway system air pollution	21
Timing of carbonatite-hosted U-polymetallic mineralization in the supergiant Huayangchuan deposit, Qinling Orogen: Constraints from titanite U–Pb and molybdenite Re–Os dating	21
Groundwater solute chemistry, hydrogeochemical processes and fluoride contamination in phreatic aquifer of Odisha, India	21
Aeolian dust dynamics in the Fergana Valley, Central Asia, since ~30 ka inferred from loess deposits	21
Probabilistic outlier detection for sparse multivariate geotechnical site investigation data using Bayesian learning	21
The northern Qiangtang Block rapid drift during the Triassic Period: Paleomagnetic evidence	21
Diversified roles of mineral transformation in controlling hydrocarbon generation process, mechanism, and pattern	21
Spatial variability effect of internal friction angle on the post-failure behavior of landslides using a random and non-Newtonian fluid based SPH method	21
Genesis of the Wulong gold deposit, Liaoning Province, NE China: Constrains from noble gases, radiogenic and stable isotope studies	21
Geochemistry and detrital zircon records of the Ruyang-Luoyu groups, southern North China Craton: Provenance, crustal evolution and Paleo–Mesoproterozoic tectonic implications	21
Numerical evaluation of the ground response induced by dewatering in a multi-aquifer system	20
Reconstructing seafloor age distributions in lost ocean basins	20
Characterization of partial melting events in garnet-cordierite gneiss from the Kerala Khondalite Belt, India	20
Multi-hazard susceptibility mapping based on Convolutional Neural Networks	20
A GIS tool for infinite slope stability analysis (GIS-TISSA)	20
No more blind dates with calcite: Fluid-flow vs. fault-slip along the Očkov thrust, Prague Basin	20
The Intra-Pontide ophiolites in Northern Turkey revisited: From birth to death of a Neotethyan oceanic domain	20
Quantitative study on hydrocarbon expulsion mechanism based on micro-fracture	20
Scattering and absorption imaging of a highly fractured fluid-filled seismogenetic volume in a region of slow deformation	20
A large epeiric methanogenic Bambuí sea in the core of Gondwana supercontinent?	19
Arterial faults and their role in mineralizing systems	19
Petrology of ultramafic to mafic cumulate rocks from the Göksun (Kahramanmaraş) ophiolite, southeast Turkey	19
Generation of andesite through partial melting of basaltic metasomatites in the mantle wedge: Insight from quantitative study of Andean andesites	19
Pb–Pb baddeleyite ages of mafic dyke swarms from the Dharwar Craton: Implications for Paleoproterozoic LIPs and diamond potential of mantle keel	19
Thermal conductivity of dense hcp iron: Direct measurements using laser heated diamond anvil cell	19
Conditioned duality between supercontinental ‘assembly’ and ‘breakup’ LIPs	19
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	19
An analysis of vehicular exhaust derived nanoparticles and historical Belgium fortress building interfaces	18
Shallow landslide susceptibility assessment under future climate and land cover changes: A case study from southwest China	18
A novel index to evaluate discretization methods: A case study of flood susceptibility assessment based on random forest	18
How many subductions in the Variscan orogeny? Insights from numerical models	18
Do investments in green energy, energy efficiency, and nuclear energy R&D improve the load capacity factor? An augmented ARDL approach	18

Assessment of geochemical and sedimentological characteristics of atmospheric dust in Shiraz, southwest Iran	18
Physiological characteristics, geochemical properties and hydrological variables influencing pathogen migration in subsurface system: What we know or not?	18
Geochemical and geochronological characteristics of the Um Rus granite intrusion and associated gold deposit, Eastern Desert, Egypt	18
Switching from advancing to retreating subduction in the Neoproterozoic Tarim Craton, NW China: Implications for Rodinia breakup	18
The ~1.4 Ga A-type granitoids in the “Chottanagpur crustal block” (India), and its relocation from Columbia to Rodinia?	17
Late Mesozoic topographic evolution of western Transbaikalia: Evidence for rapid geodynamic changes from the Mongol–Okhotsk collision to widespread rifting	17
Proto-Tethys ophiolitic mélange in SW Yunnan: Constraints from zircon U-Pb geochronology and geochemistry	17
Submarine groundwater discharge enhances primary productivity in the Yellow Sea, China: Insight from the separation of fresh and recirculated components	17
Possibilities of using silicate rock powder: An overview	17
Integrating deep learning and logging data analytics for lithofacies classification and 3D modeling of tight sandstone reservoirs	17
Petrology and geochemistry of mafic and ultramafic cumulate rocks from the eastern part of the Sabzevar ophiolite (NE Iran): Implications for their petrogenesis and tectonic setting	17
Using a modern analogue to interpret depositional position in ancient fluvial-tidal channels: Example from the McMurray Formation, Canada	17
COVID-19 strict lockdown impact on urban air quality and atmospheric temperature in four megacities of India	16
Early Cretaceous transpressional and transtensional tectonics straddling the Sulu orogenic belt, East China	16
Evaluation and comparison of CMIP6 models and MERRA-2 reanalysis AOD against Satellite observations from 2000 to 2014 over China	16
Geologic field evidence for non-lithostatic overpressure recorded in the North American Cordillera hinterland, northeast Nevada	16
Probabilistic analysis of tunnel displacements based on correlative recognition of rock mass parameters	16
Modelling of piping collapses and gully headcut landforms: Evaluating topographic variables from different types of DEM	16
Rhyolites in continental mafic Large Igneous Provinces: Petrology, geochemistry and petrogenesis	16
Submarine groundwater discharge and associated nutrient fluxes in the Greater Bay Area, China revealed by radium and stable isotopes	16
Updating the models and uncertainty of mechanical parameters for rock tunnels using Bayesian inference	16
Orbital control on cyclical organic matter accumulation in Early Silurian Longmaxi Formation shales	16
Early Mesoproterozoic evolution of midcontinental Laurentia: Defining the geon 14 Baraboo orogeny	16
Source identification and global implications of black carbon	16
Mineral fibres and environmental monitoring: A comparison of different analytical strategies in New Caledonia	16
Pore-scale mechanisms and characterization of light oil storage in shale nanopores: New method and insights	16
Influence of transboundary air pollution on air quality in southwestern China	16
Appraisal of CO2 storage potential in compressional hydrocarbon-bearing basins: Global assessment and case study in the Sichuan Basin (China)	16
Continental accretion and incremental deformation in the thermochronologic evolution of the Lesser Caucasus	16