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Title: A review of Earth Artificial Intelligence

Journal Article · · Computers and Geosciences
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Sponsoring Organization:
USDOE
Grant/Contract Number:
AC02-05CH11231
OSTI ID:
1840084
Journal Information:
Computers and Geosciences, Journal Name: Computers and Geosciences Journal Issue: C Vol. 159; ISSN 0098-3004
Publisher:
ElsevierCopyright Statement
Country of Publication:
United Kingdom
Language:
English

References (175)

Automated identification, location, and volume estimation of rockfalls at Piton de la Fournaise volcano journal May 2014
Snow depth on Arctic sea ice derived from radar: In situ comparisons and time series analysis journal June 2015
Machine learning algorithms for modeling groundwater level changes in agricultural regions of the U.S. journal May 2017
Intensified dust storm activity and Valley fever infection in the southwestern United States: Dust and Valley Fever Intensification journal May 2017
Retrieving Temperature Anomaly in the Global Subsurface and Deeper Ocean From Satellite Observations journal January 2018
A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting journal August 1997
Bagging predictors journal August 1996
Extreme learning machine model for water network management journal April 2017
Prediction of daily maximum ground ozone concentration using support vector machine journal February 2009
Aleatoric and epistemic uncertainty in machine learning: an introduction to concepts and methods journal March 2021
Building damage annotation on post-hurricane satellite imagery based on convolutional neural networks journal July 2020
Application of Support Vector Machine, Random Forest, and Genetic Algorithm Optimized Random Forest Models in Groundwater Potential Mapping journal April 2017
Earthquake location methods journal April 2020
The epistemology of a rule-based expert system —a framework for explanation journal May 1983
Short-term ozone forecasting by artificial neural networks journal January 1995
Neural networks and periodic components used in air quality forecasting journal January 2001
Assessment and prediction of tropospheric ozone concentration levels using artificial neural networks journal January 2002
Meteorological drought forecasting for ungauged areas based on machine learning: Using long-range climate forecast and remote sensing data journal May 2017
Cluster analysis applied to regional geochemical data: Problems and possibilities journal August 2008
Real-time air quality forecasting, part II: State of the science, current research needs, and future prospects journal December 2012
Application of the extreme learning machine algorithm for the prediction of monthly Effective Drought Index in eastern Australia journal February 2015
Coupling machine learning methods with wavelet transforms and the bootstrap and boosting ensemble approaches for drought prediction journal May 2016
Statistical downscaling of precipitation using machine learning techniques journal November 2018
Optimisation of water demand forecasting by artificial intelligence with short data sets journal January 2019
Coupling OGC WPS and W3C PROV for provenance-aware geoprocessing workflows journal May 2020
Earthquake induced landslide susceptibility mapping using an integrated ensemble frequency ratio and logistic regression models in West Sumatera Province, Indonesia journal July 2014
Soil erosion modeling using erosion pins and artificial neural networks journal January 2021
Dust source susceptibility mapping in Tigris and Euphrates basin using remotely sensed imagery journal February 2022
A review on the practice of big data analysis in agriculture journal December 2017
Application of remote sensing techniques and machine learning algorithms in dust source detection and dust source susceptibility mapping journal March 2020
Artificial intelligence in oil and gas upstream: Trends, challenges, and scenarios for the future journal March 2021
An assessment on the use of logistic regression and artificial neural networks with different sampling strategies for the preparation of landslide susceptibility maps journal April 2008
Machine learning models accurately predict ozone exposure during wildfire events journal November 2019
An insight into machine-learning algorithms to model human-caused wildfire occurrence journal July 2014
Advanced cyberinfrastructure for intercomparison and validation of climate models journal January 2020
Predictive modeling of wildfires: A new dataset and machine learning approach journal March 2019
Landslide susceptibility mapping based on rough set theory and support vector machines: A case of the Three Gorges area, China journal January 2014
Deep learning with multi-scale feature fusion in remote sensing for automatic oceanic eddy detection journal September 2019
Google Earth Engine for geo-big data applications: A meta-analysis and systematic review journal June 2020
River flow estimation from upstream flow records by artificial intelligence methods journal May 2009
Daily water level forecasting using wavelet decomposition and artificial intelligence techniques journal January 2015
A statistical learning framework for groundwater nitrate models of the Central Valley, California, USA journal December 2015
Artificial intelligence based models for stream-flow forecasting: 2000–2015 journal November 2015
Hybrid models to improve the monthly river flow prediction: Integrating artificial intelligence and non-linear time series models journal August 2019
Continuous Hidden Markov Models: Application to automatic earthquake detection and classification at Las Canãdas caldera, Tenerife journal October 2008
Neural networks and M5 model trees in modelling water level–discharge relationship journal January 2005
A probabilistic neural network for earthquake magnitude prediction journal September 2009
Environmental microorganism classification using conditional random fields and deep convolutional neural networks journal May 2018
Global observations of nonlinear mesoscale eddies journal October 2011
IoT and Machine Learning Approaches for Automation of Farm Irrigation System journal January 2020
Improving the accuracy of rainfall rates from optical satellite sensors with machine learning — A random forests-based approach applied to MSG SEVIRI journal February 2014
Google Earth Engine: Planetary-scale geospatial analysis for everyone journal December 2017
Predicting the minimum height of forest fire smoke within the atmosphere using machine learning and data from the CALIPSO satellite journal March 2018
Support vector regression snow-depth retrieval algorithm using passive microwave remote sensing data journal June 2018
Classification of the global Sentinel-1 SAR vignettes for ocean surface process studies journal December 2019
Mapping groundwater contamination risk of multiple aquifers using multi-model ensemble of machine learning algorithms journal April 2018
A novel machine learning-based approach for the risk assessment of nitrate groundwater contamination journal December 2018
Large scale prediction of groundwater nitrate concentrations from spatial data using machine learning journal June 2019
Exploring the application of artificial intelligence technology for identification of water pollution characteristics and tracing the source of water quality pollutants journal November 2019
Deep Learning for Imaging and Detection of Microorganisms journal July 2021
Machine Learning Applied to Predicting Microorganism Growth Temperatures and Enzyme Catalytic Optima journal May 2019
Random Forests journal January 2001
Application of Support Vector Machine to the classification of volcanic tremor at Etna, Italy journal January 2006
Effects of eddies on Bay of Bengal cyclone intensity journal February 2007
Effective forecasting of hourly typhoon rainfall using support vector machines: EFFECTIVE FORECASTING OF HOURLY TYPHOON RAINFALL journal August 2009
Nonparametric methods for drought severity estimation at ungauged sites: METHODS IN DROUGHT QUANTILE ESTIMATION journal December 2012
The Importance of Data Set Provenance for Science journal December 2015
Applications of Deep Learning to Ocean Data Inference and Subgrid Parameterization journal January 2019
A Transdisciplinary Review of Deep Learning Research and Its Relevance for Water Resources Scientists journal November 2018
Deep Autoregressive Neural Networks for High‐Dimensional Inverse Problems in Groundwater Contaminant Source Identification journal May 2019
Machine Learning for Source Identification of Dust on the Chinese Loess Plateau journal November 2020
Volcanic hazards and their mitigation: Progress and problems journal January 1989
Open access must enable open use journal December 2012
Invest 5% of research funds in ensuring data are reusable journal February 2020
Air quality monitoring using mobile microscopy and machine learning journal March 2017
Quantum machine learning journal September 2017
Early detection and classification of live bacteria using time-lapse coherent imaging and deep learning journal July 2020
Moving from drought hazard to impact forecasts journal October 2019
Rapid identification of pathogenic bacteria using Raman spectroscopy and deep learning journal October 2019
Automatic precursor recognition and real-time forecasting of sudden explosive volcanic eruptions at Whakaari, New Zealand journal July 2020
Earthquake transformer—an attentive deep-learning model for simultaneous earthquake detection and phase picking journal August 2020
Deep learning-assisted comparative analysis of animal trajectories with DeepHL journal October 2020
Deep learning to infer eddy heat fluxes from sea surface height patterns of mesoscale turbulence journal February 2021
Deep learning and process understanding for data-driven Earth system science journal February 2019
FAIRsharing as a community approach to standards, repositories and policies journal April 2019
CRED: A Deep Residual Network of Convolutional and Recurrent Units for Earthquake Signal Detection journal July 2019
Exploring the link between microseism and sea ice in Antarctica by using machine learning journal September 2019
Deep learning-based diatom taxonomy on virtual slides journal September 2020
The global landscape of AI ethics guidelines journal September 2019
Optimized Monte Carlo Data Analysis journal January 1989
Automatically identifying, counting, and describing wild animals in camera-trap images with deep learning journal June 2018
Mapping concentrations of surface water quality parameters using a novel remote sensing and artificial intelligence framework journal January 2017
Cloud/snow recognition for multispectral satellite imagery based on a multidimensional deep residual network journal August 2018
Using long short-term memory recurrent neural network in land cover classification on Landsat and Cropland data layer time series journal October 2018
Deep Learning Frameworks on Apache Spark: A Review journal March 2018
Machine learning approaches to coastal water quality monitoring using GOCI satellite data journal March 2014
Deep learning for real-time social media text classification for situation awareness – using Hurricanes Sandy, Harvey, and Irma as case studies journal February 2019
GIS-based spatial prediction of landslide susceptibility using logistic regression model journal March 2011
Using machine learning to build temperature-based ozone parameterizations for climate sensitivity simulations journal October 2018
Quantum Theory, the Church-Turing Principle and the Universal Quantum Computer journal July 1985
Physics-informed machine learning: case studies for weather and climate modelling
  • Kashinath, K.; Mustafa, M.; Albert, A.
  • Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, Vol. 379, Issue 2194 https://doi.org/10.1098/rsta.2020.0093
journal February 2021
Three improved neural network models for air quality forecasting journal March 2003
A survey of decision tree classifier methodology journal January 1991
Active Probability Backpropagation Neural Network Model for Monthly Prediction of Probabilistic Seismic Hazard Analysis in Taiwan journal January 2019
A Convolutional Neural Network Using Surface Data to Predict Subsurface Temperatures in the Pacific Ocean journal January 2019
The Surface Water and Ocean Topography Mission: Observing Terrestrial Surface Water and Oceanic Submesoscale Eddies journal May 2010
A Web-Based System for Classification of Remote Sensing Data journal August 2013
Oil Spill Mapping and Measurement in the Gulf of Mexico With Textural Classifier Neural Network Algorithm (TCNNA) journal December 2013
Classification of Eddy Sea Surface Temperature Signatures Under Cloud Coverage journal January 2020
Google Earth Engine Cloud Computing Platform for Remote Sensing Big Data Applications: A Comprehensive Review journal January 2020
Reconstruction of Subsurface Velocities From Satellite Observations Using Iterative Self-Organizing Maps journal May 2017
Distinguishing Cloud and Snow in Satellite Images via Deep Convolutional Network journal October 2017
Sea Ice Sensing From GNSS-R Data Using Convolutional Neural Networks journal October 2018
Learning IoT in Edge: Deep Learning for the Internet of Things with Edge Computing journal January 2018
GeoPWProv: Interleaving Map and Faceted Metadata for Provenance Visualization and Navigation journal November 2013
Provenance Representation for the National Climate Assessment in the Global Change Information System journal November 2013
Sea Ice Concentration Estimation During Melt From Dual-Pol SAR Scenes Using Deep Convolutional Neural Networks: A Case Study journal August 2016
Contextual Classification of Sea-Ice Types Using Compact Polarimetric SAR Data journal October 2019
Deep Air Learning: Interpolation, Prediction, and Feature Analysis of Fine-Grained Air Quality journal December 2018
A Survey on Large-Scale Machine Learning journal January 2020
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation journal December 2017
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs journal April 2018
Predicting animal behaviour using deep learning: GPS data alone accurately predict diving in seabirds journal November 2017
CityNet—Deep learning tools for urban ecoacoustic assessment journal November 2018
Reproducibility and Replicability in Geographical Analysis journal August 2019
Landslide prediction from machine learning journal January 2014
Climate Data Challenges in the 21st Century journal February 2011
Hidden fluid mechanics: Learning velocity and pressure fields from flow visualizations journal January 2020
A review of machine learning applications in wildfire science and management journal December 2020
An exploration of artificial neural network rainfall-runoff forecasting combined with wavelet decomposition journal April 2004
A Survey on Distributed Machine Learning journal March 2021
Design of Deep Belief Networks for Short-Term Prediction of Drought Index Using Data in the Huaihe River Basin journal January 2012
Driving Blind: Weather-Related Vision Hazards and Fatal Motor Vehicle Crashes journal May 2015
Continental U.S. Hurricane Landfall Frequency and Associated Damage: Observations and Future Risks journal July 2018
Outlook for Exploiting Artificial Intelligence in the Earth and Environmental Sciences journal May 2021
Estimation of Subsurface Temperature Anomaly in the North Atlantic Using a Self-Organizing Map Neural Network journal November 2012
Salinity Profile Estimation in the Pacific Ocean from Satellite Surface Salinity Observations journal January 2019
Using Deep Learning to Estimate Tropical Cyclone Intensity from Satellite Passive Microwave Imagery journal June 2019
A survey of machine learning for big data processing journal May 2016
Critical Review of Health Impacts of Wildfire Smoke Exposure journal September 2016
Bat detective—Deep learning tools for bat acoustic signal detection journal March 2018
Data sharing, management, use, and reuse: Practices and perceptions of scientists worldwide journal March 2020
Classifying and Mapping Wildfire Severity journal November 2005
Automatic Classification of Seismic Signals at Mt. Vesuvius Volcano, Italy, Using Neural Networks journal February 2005
Evaluating the 2016 One‐Year Seismic Hazard Model for the Central and Eastern United States Using Instrumental Ground‐Motion Data journal February 2018
Neural Network Applications in Earthquake Prediction (1994–2019): Meta-Analytic and Statistical Insights on Their Limitations journal May 2020
Rainfall and runoff forecasting with SSA–SVM approach journal July 2001
A k-Nearest-Neighbour Classifier for Assessing Consumer Credit Risk journal January 1996
Multiple stages of melting and melt-solid interaction in the lower crust: new evidence from UHT granulites of Eastern Ghats Belt, India journal January 2008
A rainfall forecasting method using machine learning models and its application to the Fukuoka city case journal December 2012
Using Deep Learning for Image-Based Plant Disease Detection journal September 2016
Automated Diatom Classification (Part B): A Deep Learning Approach journal May 2017
EMD-Based Predictive Deep Belief Network for Time Series Prediction: An Application to Drought Forecasting journal February 2018
Geoweaver: Advanced Cyberinfrastructure for Managing Hybrid Geoscientific AI Workflows journal February 2020
Subsurface Temperature Estimation from Sea Surface Data Using Neural Network Models in the Western Pacific Ocean journal April 2021
Global Estimation of Biophysical Variables from Google Earth Engine Platform journal July 2018
Detection of Glacier Calving Margins with Convolutional Neural Networks: A Case Study journal January 2019
Evaluation of Different Machine Learning Methods and Deep-Learning Convolutional Neural Networks for Landslide Detection journal January 2019
An Optimal Decision-Tree Design Strategy and Its Application to Sea Ice Classification from SAR Imagery journal July 2019
Automated Extraction of Antarctic Glacier and Ice Shelf Fronts from Sentinel-1 Imagery Using Deep Learning journal October 2019
Neural Network Training for the Detection and Classification of Oceanic Mesoscale Eddies journal August 2020
Machine Learning Based Algorithms for Global Dust Aerosol Detection from Satellite Images: Inter-Comparisons and Evaluation journal January 2021
Arctic Sea Ice Thickness Estimation from CryoSat-2 Satellite Data Using Machine Learning-Based Lead Detection journal August 2016
Saliency Detection and Deep Learning-Based Wildfire Identification in UAV Imagery journal February 2018
County-Level Soybean Yield Prediction Using Deep CNN-LSTM Model journal October 2019
DEDNet: Offshore Eddy Detection and Location with HF Radar by Deep Learning journal December 2020
Deep Learning with a Long Short-Term Memory Networks Approach for Rainfall-Runoff Simulation journal October 2018
Dew Point Temperature Estimation: Application of Artificial Intelligence Model Integrated with Nature-Inspired Optimization Algorithms journal April 2019
Neural Network Approach to Retrieving Ocean Subsurface Temperatures from Surface Parameters Observed by Satellites journal February 2021
Source backtracking for dust storm emission inversion using an adjoint method: case study of Northeast China journal January 2020
The Eocene–Oligocene transition: a review of marine and terrestrial proxy data, models and model–data comparisons journal January 2021
Rainfall–runoff modelling using Long Short-Term Memory (LSTM) networks journal January 2018
A Spatiotemporal Prediction Framework for Air Pollution Based on Deep RNN journal January 2017
Classification of sea ice types in Sentinel-1 synthetic aperture radar images journal January 2020
Using SAR images to delineate ocean oil slicks with a texture-classifying neural network algorithm (TCNNA) journal October 2009

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