A new approach of deep neural computing for spatial prediction of wildfire danger at tropical climate areas

Assessing and mapping multi-hazard risk susceptibility using a machine learning technique

(2020) Hamid Reza Pourghasemi et al.   Scientific Reports

Point-process based Bayesian modeling of space–time structures of forest fire occurrences in Mediterranean France

(2020) Thomas Opitz et al.   Spatial Statistics

Effectiveness assessment of Keras based deep learning with different robust optimization algorithms for shallow landslide susceptibility mapping at tropical area

(2020) Viet-Ha Nhu et al.   CATENA

Balancing composite motion optimization

(2020) Thang Le-Duc et al.   INFORMATION SCIENCES

A remote sensing approach to mapping fire severity in south-eastern Australia using sentinel 2 and random forest

(2020) Rebecca Gibson et al.   REMOTE SENSING OF ENVIRONMENT

Depth prediction of urban flood under different rainfall return periods based on deep learning and data warehouse

(2020) Zening Wu et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Evaluation of forest fire risk in the Mediterranean Turkish forests: A case study of Menderes region, Izmir

(2020) Emre Çolak et al.   International Journal of Disaster Risk Reduction

Coronavirus Optimization Algorithm: A Bioinspired Metaheuristic Based on the COVID-19 Propagation Model

(2020) F. Martínez-Álvarez et al.   Big Data

Applications of Deep Learning to Ocean Data Inference and Sub-Grid Parameterisation

(2019) Thomas Bolton et al.   Journal of Advances in Modeling Earth Systems

Soil Salinity Mapping Using SAR Sentinel-1 Data and Advanced Machine Learning Algorithms: A Case Study at Ben Tre Province of the Mekong River Delta (Vietnam)

(2019) Pham Hoa et al.   Remote Sensing

PhaseLink: A Deep Learning Approach to Seismic Phase Association

(2019) Zachary E Ross et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

Hydroclimatic seasonality recorded by tree ring δ18O signature across a Himalayan altitudinal transect

(2019) Camilla Francesca Brunello et al.   EARTH AND PLANETARY SCIENCE LETTERS

Climate Change Increases the Potential for Extreme Wildfires

(2019) Giovanni Di Virgilio et al.   GEOPHYSICAL RESEARCH LETTERS

Landsat-8 and Sentinel-2 burned area mapping - A combined sensor multi-temporal change detection approach

(2019) David P. Roy et al.   REMOTE SENSING OF ENVIRONMENT

A novel deep learning neural network approach for predicting flash flood susceptibility: A case study at a high frequency tropical storm area

(2019) Dieu Tien Bui et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Forest Fire Susceptibility Modeling Using a Convolutional Neural Network for Yunnan Province of China

(2019) Guoli Zhang et al.   International Journal of Disaster Risk Science

Forest fire induced Natech risk assessment: A survey of geospatial technologies

(2019) Mohsen Naderpour et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Flood prediction based on weather parameters using deep learning

(2019) Suresh Sankaranarayanan et al.   Journal of Water and Climate Change

Climate change beliefs shape the interpretation of forest fire events

(2019) Karine Lacroix et al.   CLIMATIC CHANGE

Real-time forest smoke detection using hand-designed features and deep learning

(2019) Yingshu Peng et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A reporting framework for Sustainable Development Goal 15: Multi-scale monitoring of forest degradation using MODIS, Landsat and Sentinel data

(2019) Pinki Mondal et al.   REMOTE SENSING OF ENVIRONMENT

Deep-learning neural-network architectures and methods: Using component-based models in building-design energy prediction

(2018) Sundaravelpandian Singaravel et al.   ADVANCED ENGINEERING INFORMATICS

Automatic recognition of asphalt pavement cracks using metaheuristic optimized edge detection algorithms and convolution neural network

(2018) Hoang Nhat-Duc et al.   AUTOMATION IN CONSTRUCTION

Spatial pattern assessment of tropical forest fire danger at Thuan Chau area (Vietnam) using GIS-based advanced machine learning algorithms: A comparative study

(2018) Nguyen Ngoc Thach et al.   Ecological Informatics

A versatile data-intensive computing platform for information retrieval from big geospatial data

(2018) P. Soille et al.   Future Generation Computer Systems-The International Journal of eScience

A Deep Learning Algorithm of Neural Network for the Parameterization of Typhoon-Ocean Feedback in Typhoon Forecast Models

(2018) Guo-Qing Jiang et al.   GEOPHYSICAL RESEARCH LETTERS

Megafires in Chile 2017: Monitoring multiscale environmental impacts of burned ecosystems

(2018) Francisco de la Barrera et al.   SCIENCE OF THE TOTAL ENVIRONMENT

GIS-based spatial prediction of tropical forest fire danger using a new hybrid machine learning method

(2018) Dieu Tien Bui et al.   Ecological Informatics

A novel ensemble modeling approach for the spatial prediction of tropical forest fire susceptibility using LogitBoost machine learning classifier and multi-source geospatial data

(2018) Mahyat Shafapour Tehrany et al.   THEORETICAL AND APPLIED CLIMATOLOGY

A Deep Learning Parameterization for Ozone Dry Deposition Velocities

(2018) S. J. Silva et al.   GEOPHYSICAL RESEARCH LETTERS

Assessment of forest fire vulnerability zones in Missouri, United States of America

(2018) O. V. Akinola et al.   INTERNATIONAL JOURNAL OF SUSTAINABLE DEVELOPMENT AND WORLD ECOLOGY

The Harmonized Landsat and Sentinel-2 surface reflectance data set

(2018) Martin Claverie et al.   REMOTE SENSING OF ENVIRONMENT

Big, Linked Geospatial Data and Its Applications in Earth Observation

(2017) Manolis Koubarakis et al.   IEEE INTERNET COMPUTING

Understanding forest fire patterns and risk in Nepal using remote sensing, geographic information system and historical fire data

(2017) Mir A. Matin et al.   INTERNATIONAL JOURNAL OF WILDLAND FIRE

Recent land-use and land-cover changes and its driving factors in a fire-prone area of southwestern Turkey

(2017) Olga Viedma et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Machine learning: New tool in the box

(2017) Lenka Zdeborová   Nature Physics

Amplification of wildfire area burnt by hydrological drought in the humid tropics

(2017) Muh Taufik et al.   Nature Climate Change

Investigation of general indicators influencing on forest fire and its susceptibility modeling using different data mining techniques

(2016) Zohre Sadat Pourtaghi et al.   ECOLOGICAL INDICATORS

Towards an establishment of a wildfire risk system in a Mediterranean country

(2016) Mario Mhawej et al.   Ecological Informatics

Curvature effects in the dynamic propagation of wildfires

(2016) J. E. Hilton et al.   INTERNATIONAL JOURNAL OF WILDLAND FIRE

Deep learning for visual understanding: A review

(2016) Yanming Guo et al.   NEUROCOMPUTING

Assessing Climate Change Impacts on Wildfire Exposure in Mediterranean Areas

(2016) Olga M. Lozano et al.   RISK ANALYSIS

Deep learning

(2015) Yann LeCun et al.   NATURE

SDMtoolbox: a python-based GIS toolkit for landscape genetic, biogeographic and species distribution model analyses

(2014) Jason L. Brown   Methods in Ecology and Evolution

Fire regime changes and major driving forces in Spain from 1968 to 2010

(2013) M. Vanesa Moreno et al.   ENVIRONMENTAL SCIENCE & POLICY

The worldwide “wildfire” problem

(2012) A. Malcolm Gill et al.   ECOLOGICAL APPLICATIONS

Future U.S. wildfire potential trends projected using a dynamically downscaled climate change scenario

(2012) Yongqiang Liu et al.   FOREST ECOLOGY AND MANAGEMENT

Integrating geospatial information into fire risk assessment

(2012) E. Chuvieco et al.   INTERNATIONAL JOURNAL OF WILDLAND FIRE

Slope effect on laboratory fire spread: contribution of radiation and convection to fuel bed preheating

(2011) J.-L. Dupuy et al.   INTERNATIONAL JOURNAL OF WILDLAND FIRE

Development of a framework for fire risk assessment using remote sensing and geographic information system technologies

(2009) Emilio Chuvieco et al.   ECOLOGICAL MODELLING

Relative importance of fuel management, ignition management and weather for area burned: evidence from five landscape–fire–succession models

(2009) Geoffrey J. Cary et al.   INTERNATIONAL JOURNAL OF WILDLAND FIRE

Slope, aspect and climate: Spatially explicit and implicit models of topographic microclimate in chalk grassland

(2008) Jonathan Bennie et al.   ECOLOGICAL MODELLING