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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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 |
work_keys_str_mv |
AT smtajbakhsh performancecomparisonoflandchangemodelingtechniquesforlanduseprojectionofaridwatersheds AT hmemarian performancecomparisonoflandchangemodelingtechniquesforlanduseprojectionofaridwatersheds AT kmoradi performancecomparisonoflandchangemodelingtechniquesforlanduseprojectionofaridwatersheds AT ahaghakhaniafshar performancecomparisonoflandchangemodelingtechniquesforlanduseprojectionofaridwatersheds |
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1724313676124520448 |