Abstract: This paper presents the design of soft sensors based on supervised learning for a distillation column. The sensors are designed to estimate specific temperature values during the process.

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The column, measuring 10 metres wide and 66 metres in height weighs 1,300 tonnes, making it among the biggest single crude distillation column in the refining industry.

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