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These samples will be used to train the Kohonen maps for further classification of a multispectral satellite image. Results are obtained by injecting genetic algorithms in sampling phase and this paper proves the effectiveness of the proposed approach.<\/jats:p>","DOI":"10.4018\/ijoci.2018010104","type":"journal-article","created":{"date-parts":[[2018,1,25]],"date-time":"2018-01-25T07:48:20Z","timestamp":1516866500000},"page":"46-62","source":"Crossref","is-referenced-by-count":2,"title":["Detection of Urban Areas using Genetic Algorithms and Kohonen Maps on Multispectral images"],"prefix":"10.4018","volume":"8","author":[{"given":"Djelloul","family":"Mokadem","sequence":"first","affiliation":[{"name":"GeCoDe Laboratory, Tahar Moulay University of Saida, Algeria"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9327-7903","authenticated-orcid":true,"given":"Abdelmalek","family":"Amine","sequence":"additional","affiliation":[{"name":"GeCoDe Laboratory, Department of Computer Science, Tahar Moulay University of Saida, Algeria"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zakaria","family":"Elberrichi","sequence":"additional","affiliation":[{"name":"Djllali Liabes University of SidiBelAbbes, Algeria"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"David","family":"Helbert","sequence":"additional","affiliation":[{"name":"Xlim, CNRS, University of Poitiers, Chasseneuil-Futuroscope, France"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"2432","reference":[{"key":"IJOCI.2018010104-0","article-title":"Color Image Segmentation using Kohonen Self-Organizing Map (SOM)","author":"I.Ariana","year":"2014","journal-title":"IACSIT International Journal of Engineering and Technology"},{"key":"IJOCI.2018010104-1","unstructured":"Chandok, C. 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