The very first person I would like to thank with the deepest appreciation and the most honor which I feel being one of his students is my Promotor Prof. Dr. Roland Price, no words can express my eternal gratitude for his scientific support, encouragement and guidance. I will always be grateful and thankful to him and he will always be in my mind and heart; he taught me how to be a good and confident researcher, how to think beyond research limitations and how to keep working and learning without losing enthusiasm.The second person who had a great impact on my scientific and technical career during the years of my PhD research, is my dear and sincere supervisor Dr. Zoltan Vekerdy from ITC-University of Twente, he was always there for me, I am grateful for his time and effort, I thank him for all the valuable time that I spent at ITC-Enschede and the vast knowledge that I gained from there, all the long discussions we had on remote sensing and the ideas he gave me were not only reflected in my thesis, but they shaped my future interest as a researcher, he taught me that every simple scientific idea is valuable, if it is not a step taken today it could be a step forward taken tomorrow. Thank you Dr. Vekerdy and thanks to ITC for the remarkable scientific support to me and providing me with all the needed remote sensing data and satellite images needed in my research application.