Performance comparison of land change modeling techniques for land use projection of arid watersheds

The change of land use/land cover has been known as an imperative force in environmental alteration, especially in arid and semi-arid areas. This research was mainly aimed to assess the validity of two major types of land change modeling techniques via a three dimensional approach in Birjand urban w...

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Main Authors: S.M. Tajbakhsh, H. Memarian, K. Moradi, A.H. Aghakhani Afshar
Format: Article
Language:English
Published: GJESM Publisher 2018-07-01
Series:Global Journal of Environmental Science and Management
Subjects:
Online Access:http://www.gjesm.net/article_31528_5b726f6ce9789ee06ae721ba73469d0b.pdf
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spelling doaj-03229c4bdd1143868ccb55adbc6353562021-02-02T00:30:21ZengGJESM PublisherGlobal Journal of Environmental Science and Management2383-35722383-38662018-07-014326328010.22034/GJESM.2018.03.00231528Performance comparison of land change modeling techniques for land use projection of arid watershedsS.M. Tajbakhsh0H. Memarian1K. Moradi2A.H. Aghakhani Afshar3Department of Watershed Management, Faculty of Natural Resources and Environment, University of Birjand, Birjand, IranDepartment of Watershed Management, Faculty of Natural Resources and Environment, University of Birjand, Birjand, IranDepartment of Watershed Management, Faculty of Natural Resources and Environment, University of Birjand, Birjand, IranDepartment of Water Engineering, Faculty of Civil Engineering, University of Tabriz, Tabriz, IranThe change of land use/land cover has been known as an imperative force in environmental alteration, especially in arid and semi-arid areas. This research was mainly aimed to assess the validity of two major types of land change modeling techniques via a three dimensional approach in Birjand urban watershed located in an arid climatic region of Iran. Thus, a Markovian approach based on two suitability and transition potential mappers, i.e. fuzzy analytic hierarchy process and artificial neural network-multi layer perceptron was used to simulate land use map. Validation metrics, quantity disagreement, allocation disagreement and figure of merit in a three-dimensional space were used to perform model validation. Utilizing the fuzzy-analytic hierarchy processsimulation of total landscape in the target point 2015, quantity error, the figure of merit and allocation error were 2%, 18.5% and 8%, respectively. However, Artificial neural network-multi layer perceptron simulation led to a marginal improvement in figure of merit, i.e. 3.25%.http://www.gjesm.net/article_31528_5b726f6ce9789ee06ae721ba73469d0b.pdfArtificial neural network-multi layer perceptron (ANN-MLP)CA-MarkovFuzzy-analytic hierarchy process (Fuzzy-AHP)Land use changesimulation
collection DOAJ
language English
format Article
sources DOAJ
author S.M. Tajbakhsh
H. Memarian
K. Moradi
A.H. Aghakhani Afshar
spellingShingle S.M. Tajbakhsh
H. Memarian
K. Moradi
A.H. Aghakhani Afshar
Performance comparison of land change modeling techniques for land use projection of arid watersheds
Global Journal of Environmental Science and Management
Artificial neural network-multi layer perceptron (ANN-MLP)
CA-Markov
Fuzzy-analytic hierarchy process (Fuzzy-AHP)
Land use change
simulation
author_facet S.M. Tajbakhsh
H. Memarian
K. Moradi
A.H. Aghakhani Afshar
author_sort S.M. Tajbakhsh
title Performance comparison of land change modeling techniques for land use projection of arid watersheds
title_short Performance comparison of land change modeling techniques for land use projection of arid watersheds
title_full Performance comparison of land change modeling techniques for land use projection of arid watersheds
title_fullStr Performance comparison of land change modeling techniques for land use projection of arid watersheds
title_full_unstemmed Performance comparison of land change modeling techniques for land use projection of arid watersheds
title_sort performance comparison of land change modeling techniques for land use projection of arid watersheds
publisher GJESM Publisher
series Global Journal of Environmental Science and Management
issn 2383-3572
2383-3866
publishDate 2018-07-01
description The change of land use/land cover has been known as an imperative force in environmental alteration, especially in arid and semi-arid areas. This research was mainly aimed to assess the validity of two major types of land change modeling techniques via a three dimensional approach in Birjand urban watershed located in an arid climatic region of Iran. Thus, a Markovian approach based on two suitability and transition potential mappers, i.e. fuzzy analytic hierarchy process and artificial neural network-multi layer perceptron was used to simulate land use map. Validation metrics, quantity disagreement, allocation disagreement and figure of merit in a three-dimensional space were used to perform model validation. Utilizing the fuzzy-analytic hierarchy processsimulation of total landscape in the target point 2015, quantity error, the figure of merit and allocation error were 2%, 18.5% and 8%, respectively. However, Artificial neural network-multi layer perceptron simulation led to a marginal improvement in figure of merit, i.e. 3.25%.
topic Artificial neural network-multi layer perceptron (ANN-MLP)
CA-Markov
Fuzzy-analytic hierarchy process (Fuzzy-AHP)
Land use change
simulation
url http://www.gjesm.net/article_31528_5b726f6ce9789ee06ae721ba73469d0b.pdf
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