Explore cutting-edge applications of computational intelligence in Earth and space systems during this 82-minute conference session from the AGU Fall Meeting 2011. Delve into innovative research presentations showcasing advanced algorithms, machine learning techniques, and data-driven approaches applied to complex geophysical and astronomical problems. Gain insights into how computational methods are revolutionizing our understanding of Earth processes and space phenomena, enhancing predictive capabilities, and advancing scientific discovery in geosciences and space exploration.