COMPARISON OF TWO CLASSIFICATION METHODS OF MAXIMUM PROBABILITY AND ARTIFICIAL NEURAL NETWORK OF FUZZY ARTMAP TO PRODUCE RANGELAND COVER MAPS (CASE STUDY: RANGELAND OF DOVIRAJ, DEHLORAN)

Q: How can I download an article?

To download an article from SID, first log in to the site, search for the article title, and click on the 'Download Article' option.

Q: How can I download an ISI article?

To download an ISI article on SID, enter the keyword or article title in the search bar, view the relevant results, click on the desired article, and select the 'Download Article' option.

Q: How can I access the SID database?

To access the SID database, visit SID.ir, create an account, and log in to access scientific resources.

Q: Is downloading articles from SID free?

Some articles on SID are available for free, while others require payment. Details are specified on the article's page.

FATHIZAD H.; FALLAH SHAMSI R.; MAHDAVI A.; AREKHI S.

مرکز اطلاعات علمی Scientific Information Database (SID) - Trusted Source for Research and Academic Resources

Journal Paper

Paper Information

Journal: IRANIAN JOURNAL OF RANGE AND DESERT RESEARCH Year:2015 | Volume:22 | Issue:1 Page(s): 59-72

Download Full-Text

Persian Verion

View:

849

Download:

Cites:

Information Journal Paper

Title

COMPARISON OF TWO CLASSIFICATION METHODS OF MAXIMUM PROBABILITY AND ARTIFICIAL NEURAL NETWORK OF FUZZY ARTMAP TO PRODUCE RANGELAND COVER MAPS (CASE STUDY: RANGELAND OF DOVIRAJ, DEHLORAN)

Author(s)

FATHIZAD H. | FALLAH SHAMSI R. | MAHDAVI A. | AREKHI S. | Issue Writer Certificate

Keywords

MAXIMUM PROBABILITYQ1

ARTIFICIAL NEURAL NETWORK ALGORITHM OF FUZZY ARTMAPQ2

LANDSAT ETM++Q2

CLASSIFICATIONQ2

RRANGELANDQ2

DOVIRAJQ2

Abstract

Rangelands are one of the most important renewable resources and because of their extent and economic, social and distinctive environmental impacts are of very special importance. Unfortunately, in our country, like most developing countries, rangelands have been exposed to degradation for various reasons including the non-systematic management of these resources. Remote sensing technology and satellite data are useful tools in the studies of rangeland and vegetation sciences. One of the applications of satellite data is mapping range land use. The aim of this study was to compare two methods of MAXIMUM PROBABILITY and fuzzy for rangeland zonation. For this purpose, LANDSAT ETM++ was used; then, after final geometric and radiometric corrections, the final CLASSIFICATION map was prepared. According to the results of accuracy of these two methods using the kappa coefficient, the ARTIFICIAL NEURAL NETWORK ALGORITHM OF FUZZY ARTMAP with a coefficient of 0.9614 was more accurate than the MAXIMUM PROBABILITY algorithm with a coefficient of 0.8058. Results of this study also indicated that the traditional algorithms of CLASSIFICATION such as statistical methods due to their low flexibility, and parametric types such as MAXIMUM PROBABILITY method because of the dependence on the Gaussian statistics model, could not provide optimal results, when the samples were not normal. In this study, ENVI 4.5, Idrisi Andes 15 and Arc GIS9.3 software were used.

Cites

No record.

References

No record.

Cite

APA: Copy

FATHIZAD, H., FALLAH SHAMSI, R., MAHDAVI, A., & AREKHI, S.. (2015). COMPARISON OF TWO CLASSIFICATION METHODS OF MAXIMUM PROBABILITY AND ARTIFICIAL NEURAL NETWORK OF FUZZY ARTMAP TO PRODUCE RANGELAND COVER MAPS (CASE STUDY: RANGELAND OF DOVIRAJ, DEHLORAN). IRANIAN JOURNAL OF RANGE AND DESERT RESEARCH, 22(1), 59-72. SID. https://sid.ir/paper/107220/en

Vancouver: Copy

FATHIZAD H., FALLAH SHAMSI R., MAHDAVI A., AREKHI S.. COMPARISON OF TWO CLASSIFICATION METHODS OF MAXIMUM PROBABILITY AND ARTIFICIAL NEURAL NETWORK OF FUZZY ARTMAP TO PRODUCE RANGELAND COVER MAPS (CASE STUDY: RANGELAND OF DOVIRAJ, DEHLORAN). IRANIAN JOURNAL OF RANGE AND DESERT RESEARCH[Internet]. 2015;22(1):59-72. Available from: https://sid.ir/paper/107220/en

IEEE: Copy

H. FATHIZAD, R. FALLAH SHAMSI, A. MAHDAVI, and S. AREKHI, “COMPARISON OF TWO CLASSIFICATION METHODS OF MAXIMUM PROBABILITY AND ARTIFICIAL NEURAL NETWORK OF FUZZY ARTMAP TO PRODUCE RANGELAND COVER MAPS (CASE STUDY: RANGELAND OF DOVIRAJ, DEHLORAN),” IRANIAN JOURNAL OF RANGE AND DESERT RESEARCH, vol. 22, no. 1, pp. 59–72, 2015, [Online]. Available: https://sid.ir/paper/107220/en

Related Journal Papers