This dissertation is approved by: prof. dr. Z. Su (promotor) dr. ir. Maciek W. Lubczynski (co-promotor) I want to extend my gratitude to all the people that directly and/or indirectly supported all the stages of my PhD experience. To my supervisor, Dr. Ir. Maciek Lubczynski, for his patience, involvement, passion, vision and guidance during all these years. To Prof. Bob Su, for his active and timely support in my PhD project. To Dr. J. Martínez Fernández at the Universidad de Salamanca, and all the members of "Grupo de recursos hídricos" (specially Dr. Nilda Sánchez Martín), for hosting me in their lab for three consecutive summers, while providing valuable advice and insights on the Spanish environments. To Lucio and his family for letting me roam free in their land installing weird devices in their trees. To Jean Roy for sharing his knowledge and developments for my project. To Prof. Kathy Steppe and Maurits Vandegehuchte at the University of Gent, for opening the doors of your lab to me, and for engaging on my research ideas. To all my PhD colleages at ITC, especially for those in room 5-116, who became an extension of my family. To Alain Pascal Frances, Enrico Balugani, Guido Baroncini Turrichia, Chandra Prasad Ghimire, Christiaan van der Tol and Tanvir Hassan for all the great memories and experiences shared in our field expeditions and in our scientific discussions. To all the MSc. students that I had the fortune to advise. To all the members of staff at ITC, particularly the Students Affairs staff for their unconditional support. I am especially grateful to my wife Cornelia Reyes and my families, both in Colombia and in Austria, whose support was essential in moments of doubts and confusion. To my brother Oscar and my sister in law Natalia for helping with the design of the cover and for surviving hours of harsh field conditions in the peak of the Spanish summer time. Finally, to my sister Carolina for her cheerful demeanour and positiveness. Without my families this project would not have been successful. To the trees, the water, the land, and the Spanish sky, thanks for being my hosts and companions in those long working days in the forest.