Application of remote sensing and machine learning algorithms for forest fire mapping in a Mediterranean area

Application of learning vector quantization and different machine learning techniques to assessing forest fire influence factors and spatial modelling

(2020) Hamid Reza Pourghasemi et al.   ENVIRONMENTAL RESEARCH

Assessing Regional Scale Water Balances through Remote Sensing Techniques: A Case Study of Boufakrane River Watershed, Meknes Region, Morocco

(2020) Mohammed El Hafyani et al.   Water

Foraging Behavior of Goats Browsing in Southern Mediterranean Forest Rangeland

(2020) Youssef Chebli et al.   Animals

Improvement of seasonal runoff and soil loss predictions by the MMF (Morgan-Morgan-Finney) model after wildfire and soil treatment in Mediterranean forest ecosystems

(2020) Demetrio Antonio Zema et al.   CATENA

Fuzzy-metaheuristic ensembles for spatial assessment of forest fire susceptibility

(2020) Hossein Moayedi et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset

(2020) Ian Harris et al.   Scientific Data

Comparisons of heuristic, general statistical and machine learning models for landslide susceptibility prediction and mapping

(2020) Faming Huang et al.   CATENA

Spatial predicting of flood potential areas using novel hybridizations of fuzzy decision-making, bivariate statistics, and machine learning

(2020) Romulus Costache et al.   JOURNAL OF HYDROLOGY

Hybrid model to improve the river streamflow forecasting utilizing multi-layer perceptron-based intelligent water drop optimization algorithm

(2020) Quoc Bao Pham et al.   SOFT COMPUTING

Landslide Detection and Susceptibility Modeling on Cameron Highlands (Malaysia): A Comparison between Random Forest, Logistic Regression and Logistic Model Tree Algorithms

(2020) Viet-Ha Nhu et al.   Forests

Application of soft computing to predict water quality in wetland

(2020) Quoc Bao Pham et al.   ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH

Combing Random Forest and Least Square Support Vector Regression for Improving Extreme Rainfall Downscaling

(2019) Quoc Pham et al.   Water

Meta optimization of an adaptive neuro-fuzzy inference system with grey wolf optimizer and biogeography-based optimization algorithms for spatial prediction of landslide susceptibility

(2019) Abolfazl Jaafari et al.   CATENA

Spatial pattern analysis and prediction of forest fire using new machine learning approach of Multivariate Adaptive Regression Splines and Differential Flower Pollination optimization: A case study at Lao Cai province (Viet Nam)

(2019) Dieu Tien Bui et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Flash-flood Potential Index mapping using weights of evidence, decision Trees models and their novel hybrid integration

(2019) Romulus Costache   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Nonparametric multivariate analysis of variance for affecting factors on the extent of forest fire damage in Jilin Province, China

(2019) Jing Li et al.   JOURNAL OF FORESTRY RESEARCH

The role of fire frequency and severity on the regeneration of Mediterranean serotinous pines under different environmental conditions

(2019) Víctor Fernández-García et al.   FOREST ECOLOGY AND MANAGEMENT

Flood Susceptibility Assessment by Using Bivariate Statistics and Machine Learning Models - A Useful Tool for Flood Risk Management

(2019) Romulus Costache   WATER RESOURCES MANAGEMENT

Genetic and firefly metaheuristic algorithms for an optimized neuro-fuzzy prediction modeling of wildfire probability

(2019) Abolfazl Jaafari et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Comparative assessment of the flash-flood potential within small mountain catchments using bivariate statistics and their novel hybrid integration with machine learning models

(2019) Romulus Costache et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Spatial prediction of flood potential using new ensembles of bivariate statistics and artificial intelligence: A case study at the Putna river catchment of Romania

(2019) Romulus Costache et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Physical-empirical models for prediction of seasonal rainfall extremes of Peninsular Malaysia

(2019) Sahar Hadi Pour et al.   ATMOSPHERIC RESEARCH

Evaluating the effects of forest fire on water balance using fire susceptibility maps

(2019) K. Venkatesh et al.   ECOLOGICAL INDICATORS

Natural forest dynamics have more influence than climate change on the net ecosystem production of a mixed Mediterranean forest

(2019) Guillaume Simioni et al.   ECOLOGICAL MODELLING

Flash-Flood Susceptibility Assessment Using Multi-Criteria Decision Making and Machine Learning Supported by Remote Sensing and GIS Techniques

(2019) Romulus Costache et al.   Remote Sensing

Spatial prediction of landslide susceptibility using data mining-based kernel logistic regression, naive Bayes and RBFNetwork models for the Long County area (China)

(2018) Wei Chen et al.   Bulletin of Engineering Geology and the Environment

Wildfire spatial pattern analysis in the Zagros Mountains, Iran: A comparative study of decision tree based classifiers

(2018) Abolfazl Jaafari et al.   Ecological Informatics

Spatial prediction of landslides using a hybrid machine learning approach based on Random Subspace and Classification and Regression Trees

(2018) Binh Thai Pham et al.   GEOMORPHOLOGY

A hybrid machine learning ensemble approach based on a Radial Basis Function neural network and Rotation Forest for landslide susceptibility modeling: A case study in the Himalayan area, India

(2018) Binh Thai Pham et al.   International Journal of Sediment Research

Mapping wildfire vulnerability in Mediterranean Europe. Testing a stepwise approach for operational purposes

(2018) Sandra Oliveira et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Novel forecasting approaches using combination of machine learning and statistical models for flood susceptibility mapping

(2018) Hossein Shafizadeh-Moghadam et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

GIS-based evolutionary optimized Gradient Boosted Decision Trees for forest fire susceptibility mapping

(2018) Shruti Sachdeva et al.   NATURAL HAZARDS

Applying genetic algorithms to set the optimal combination of forest fire related variables and model forest fire susceptibility based on data mining models. The case of Dayu County, China

(2018) Haoyuan Hong et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Enhancing Prediction Performance of Landslide Susceptibility Model Using Hybrid Machine Learning Approach of Bagging Ensemble and Logistic Model Tree

(2018) Xuan Truong et al.   Applied Sciences-Basel

An improved algorithm for mapping burnt areas in the Mediterranean forest landscape of Morocco

(2018) Issameddine Zidane et al.   JOURNAL OF FORESTRY RESEARCH

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

An ensemble prediction of flood susceptibility using multivariate discriminant analysis, classification and regression trees, and support vector machines

(2018) Bahram Choubin et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Comparing probabilistic and statistical methods in landslide susceptibility modeling in Rwanda/Centre-Eastern Africa

(2018) Jean Baptiste Nsengiyumva et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Flash-Flood Potential assessment in the upper and middle sector of Prahova river catchment (Romania). A comparative approach between four hybrid models

(2018) Romulus Costache   SCIENCE OF THE TOTAL ENVIRONMENT

Spatial prediction of wildfire probability in the Hyrcanian ecoregion using evidential belief function model and GIS

(2017) M. H. Nami et al.   International Journal of Environmental Science and Technology

Performance assessment of individual and ensemble data-mining techniques for gully erosion modeling

(2017) Hamid Reza Pourghasemi et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Biophysical and lightning characteristics drive lightning-induced fire occurrence in the central plateau of the Iberian Peninsula

(2016) Daniel Vecín-Arias et al.   AGRICULTURAL AND FOREST METEOROLOGY

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

Application of time series analysis and PSO–SVM model in predicting the Bazimen landslide in the Three Gorges Reservoir, China

(2016) Chao Zhou et al.   ENGINEERING GEOLOGY

Weather, fuels, and topography impede wildland fire spread in western US landscapes

(2016) Lisa Holsinger et al.   FOREST ECOLOGY AND MANAGEMENT

Global fire size distribution: from power law to log-normal

(2016) Stijn Hantson et al.   INTERNATIONAL JOURNAL OF WILDLAND FIRE

Applying Information Theory and GIS-based quantitative methods to produce landslide susceptibility maps in Nancheng County, China

(2016) Paraskevas Tsangaratos et al.   Landslides

Tropical Forest Fire Susceptibility Mapping at the Cat Ba National Park Area, Hai Phong City, Vietnam, Using GIS-Based Kernel Logistic Regression

(2016) Dieu Tien Bui et al.   Remote Sensing

Flood susceptibility assessment using GIS-based support vector machine model with different kernel types

(2015) Mahyat Shafapour Tehrany et al.   CATENA

Spatial prediction of landslide hazard at the Luxi area (China) using support vector machines

(2015) Haoyuan Hong et al.   Environmental Earth Sciences

GIS-based forest fire susceptibility mapping in Iran: a comparison between evidential belief function and binary logistic regression models

(2015) Hamid Reza Pourghasemi   SCANDINAVIAN JOURNAL OF FOREST RESEARCH

Flood susceptibility analysis and its verification using a novel ensemble support vector machine and frequency ratio method

(2015) Mahyat Shafapour Tehrany et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Mulch application as post-fire rehabilitation treatment does not affect vegetation recovery in ecosystems dominated by obligate seeders

(2014) Víctor M. Santana et al.   ECOLOGICAL ENGINEERING

Forest fire susceptibility mapping in the Minudasht forests, Golestan province, Iran

(2014) Zohre Sadat Pourtaghi et al.   Environmental Earth Sciences

A comparative assessment of prediction capabilities of modified analytical hierarchy process (M-AHP) and Mamdani fuzzy logic models using Netcad-GIS for forest fire susceptibility mapping

(2014) Hamid reza Pourghasemi et al.   Geomatics Natural Hazards & Risk

Measuring firm performance using financial ratios: A decision tree approach

(2013) Dursun Delen et al.   EXPERT SYSTEMS WITH APPLICATIONS

A Review of the Main Driving Factors of Forest Fire Ignition Over Europe

(2012) Anne Ganteaume et al.   ENVIRONMENTAL MANAGEMENT

Modeling spatial patterns of fire occurrence in Mediterranean Europe using Multiple Regression and Random Forest

(2012) Sandra Oliveira et al.   FOREST ECOLOGY AND MANAGEMENT

Forest fire risk maps: a GIS open source application – a case study in Norwest of Portugal

(2012) A.C. Teodoro et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

A multivariate analysis of biophysical factors and forest fires in Spain, 1991 - 2005

(2012) Felipe Verdú et al.   INTERNATIONAL JOURNAL OF WILDLAND FIRE

Post-fire succession of collembolan communities in a northern hardwood forest

(2011) K. Huebner et al.   EUROPEAN JOURNAL OF SOIL BIOLOGY

An assessment of the effectiveness of a random forest classifier for land-cover classification

(2011) V.F. Rodriguez-Galiano et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Fire as an evolutionary pressure shaping plant traits

(2011) Jon E. Keeley et al.   TRENDS IN PLANT SCIENCE

Using Monte Carlo simulations to estimate relative fire ignition danger in a low-to-medium fire-prone region

(2010) Marco Conedera et al.   FOREST ECOLOGY AND MANAGEMENT

Assessment of Landslide Susceptibility by Decision Trees in the Metropolitan Area of Istanbul, Turkey

(2010) H. A. Nefeslioglu et al.   MATHEMATICAL PROBLEMS IN ENGINEERING

Predictive mapping of reef fish species richness, diversity and biomass in Zanzibar using IKONOS imagery and machine-learning techniques

(2010) Anders Knudby et al.   REMOTE SENSING OF ENVIRONMENT

Fragment quality and matrix affect epiphytic performance in a Mediterranean forest landscape

(2009) Rocío Belinchón et al.   AMERICAN JOURNAL OF BOTANY

The influence of fuels treatment and landscape arrangement on simulated fire behavior, Southern Cascade range, California

(2008) David A. Schmidt et al.   FOREST ECOLOGY AND MANAGEMENT

Cellular automata for simulating land use changes based on support vector machines

(2007) Qingsheng Yang et al.   COMPUTERS & GEOSCIENCES