Modelling deforestation using GIS and artificial neural networks

JF Mas, H Puig, JL Palacio, A Sosa-López - Environmental Modelling & …, 2004 - Elsevier
… : forest persistence versus deforestation. Artificial neural networks approach was found to …
to predict the location of deforestation using an artificial neural networks (ANNs) approach. …

Using GIS and Artificial Neural Network for Deforestation Prediction

V Ahmadi - 2018 - preprints.org
deforestation using an artificial neural network due to its significant potential for the development
of nonlinear complex models. … a multi-layer neural network to predict deforestation. The …

Modeling deforestation using a neural network-Markov model

DD Khoi, Y Murayama - Spatial analysis and modeling in geographical …, 2011 - Springer
using multi-temporal remote sensing data and a multi-layer perceptron neural network (…
The combined use of remote sensing and spatial modeling techniques provides an effective …

Forecasting areas vulnerable to forest conversion using artificial neural network and GIS (case study: northern Ilam forests, Ilam province, Iran)

S Arekhi, AA Jafarzadeh - Arabian Journal of Geosciences, 2014 - Springer
… predict the spatial distribution of deforestation in western Iran. … digital deforestation maps
which locate deforestation and … deforestation from 1988 to 2007 and possibility of modeling

Deforestation modeling using artificial neural network and GIS (Case study: forests of Khorramabad environs)

H Mahmoudzadeh, M Azizmoradi - Journal of RS and GIS for …, 2019 - girs.bushehr.iau.ir
… In the GIS environment, were prepared the effective factors in the process of deforestation
(independent variables); then by using MLP, the deforestation process in the years under …

Modeling the spatial dynamics of deforestation and fragmentation using Multi-Layer Perceptron neural network and landscape fragmentation tool

S Singh, CS Reddy, SV Pasha, K Dutta… - Ecological …, 2017 - Elsevier
… This study has assessed forest cover changes, rate of deforestation, levels of fragmentation
neural network modeling was used for predicting the spatial distribution of deforestation. …

Deforestation prediction using neural networks and satellite imagery in a spatial information system

V Ahmadi - arXiv preprint arXiv:1803.02489, 2018 - arxiv.org
… of deforestation using artificial neural networks and satellite imagery. Modeling deforestation
… In this research we utilize GIS by integrating it RS and implementing neural network in it. …

Integrating multilayer perceptron neural nets with hybrid ensemble classifiers for deforestation probability assessment in Eastern India

S Saha, GC Paul, B Pradhan… - … , Natural Hazards and …, 2021 - Taylor & Francis
… of multilayer perceptron neural nets (MLPnn) and three hybrid ensemble models, ie MLP-…
For modelling the DP in this study using ensemble models ArcGIS and R-studio were used. …

Predicting forest fire in the Brazilian Amazon using MODIS imagery and artificial neural networks

EE Maeda, AR Formaggio, YE Shimabukuro… - International Journal of …, 2009 - Elsevier
… that deforested area … using the Neural Network Toolbox™ for Matlab®, which is considered
an excellent environment for the processing of large datasets and numerical modeling. The …

Modeling spatial pattern of deforestation using GIS and logistic regression: A case study of northern Ilam forests, Ilam province, Iran

MS Arekhi - African journal of biotechnology, 2011 - ajol.info
… and estimating the spatial distribution of deforestation. The results show that about 19,294 …
are deforested in the 19 years. Modeling results also indicate that more deforestation occurred …