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A description of the hydrologic mechanisms that underlie ecological observations. The space-time dynamics of soil-plant-atmosphere is studied at different temporal and spatial scales. A review is done of the role of environmental fluctuations in the distribution of vegetation. Emphasis is made in the dynamics of soil moisture. The signatures revealing fractal structures in landscapes and vegetation are reviewed as result of self-organizing dynamics. Unifying concepts in the processes responsible for these signatures will be studied with examples from hydrology and ecology.