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The objective of this study was to develop a unified data-driven correlation for the overall gas hold-up for various gas–liquid systems using support vector regression (SVR)-based modeling technique. Over the years, researchers have amply quantified the hydrodynamics of bubble column reactors in terms of the overall gas hold-up. In this work, about 1810 experimental points were collected from 40 open...
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