Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.22034/gjesm.2018.03.002 |
Performance comparison of land change modeling techniques for land use projection of arid watersheds | |
Tajbakhsh, S. M.; Memarian, H.; Moradi, K.; Afshar, A. H. Aghakhani | |
通讯作者 | Afshar, AHA |
来源期刊 | GLOBAL JOURNAL OF ENVIRONMENTAL SCIENCE AND MANAGEMENT-GJESM
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ISSN | 2383-3572 |
出版年 | 2018 |
卷号 | 4期号:3页码:263-280 |
英文摘要 | 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 process simulation 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%. |
英文关键词 | Artificial neural network-multi layer perceptron (ANN-MLP) CA-Markov Fuzzy-analytic hierarchy process (Fuzzy-AHP) Land use change Simulation |
类型 | Article |
语种 | 英语 |
开放获取类型 | DOAJ Gold |
收录类别 | ESCI |
WOS记录号 | WOS:000436375600002 |
WOS关键词 | ARTIFICIAL NEURAL-NETWORK ; COVER CHANGE ; URBAN SPRAWL ; SIMULATION ; MAPS ; UNCERTAINTY ; VALIDATION ; DYNAMICS ; SYSTEMS ; SCALE |
WOS类目 | Environmental Sciences |
WOS研究方向 | Environmental Sciences & Ecology |
资源类型 | 期刊论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/332843 |
作者单位 | [Tajbakhsh, S. M.; Memarian, H.; Moradi, K.] Univ Birjand, Fac Nat Resources & Environm, Dept Watershed Management, Birjand, Iran; [Afshar, A. H. Aghakhani] Univ Tabriz, Fac Civil Engn, Dept Water Engn, Tabriz, Iran |
推荐引用方式 GB/T 7714 | Tajbakhsh, S. M.,Memarian, H.,Moradi, K.,et al. Performance comparison of land change modeling techniques for land use projection of arid watersheds[J],2018,4(3):263-280. |
APA | Tajbakhsh, S. M.,Memarian, H.,Moradi, K.,&Afshar, A. H. Aghakhani.(2018).Performance comparison of land change modeling techniques for land use projection of arid watersheds.GLOBAL JOURNAL OF ENVIRONMENTAL SCIENCE AND MANAGEMENT-GJESM,4(3),263-280. |
MLA | Tajbakhsh, S. M.,et al."Performance comparison of land change modeling techniques for land use projection of arid watersheds".GLOBAL JOURNAL OF ENVIRONMENTAL SCIENCE AND MANAGEMENT-GJESM 4.3(2018):263-280. |
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