Dear Sir, In the November issue of JAOCS, you published an article [1] on the use of an artificial neural network for process optimization. I started reading this article with great interest and out of curiosity about this process investigation technique, which, as far as I am aware, has not been the subject of any article in this journal before. However, I soon realized that the authors lacked insight into the chemistry of the degumming process, as a result of which the model the authors propose has little to offer and is even misleading. The combined degumming and bleaching process of palm oil studied by the authors is commonly referred to as the ‘‘dry degumming process’’ [2, 3]. It involves a decomposition of the non-hydratable phosphatides (NHP) present in the oil by phosphoric acid, followed by a bleaching earth treatment. It is very suitable for oils and fats with low NHPcontent (palm oil, lauric oils and animal fats) and has the advantage that it reduces the number of refining steps to only two: dry degumming and physical refining. When summarizing their process, the authors mention that the amount of phosphoric acid used in Malaysian industrial palm oil refineries varies between 0.5 to 1.0 wt% of crude palm oil, and that the amount of bleaching earth varies between 1.0 to 2.0 wt%. In this respect, they disagree with a presentation at a recent short course [4], where 0.1 and 0.07 wt%, respectively, were reported. The authors provide a flow diagram of the combined process (Fig. 1).This flow diagram shows that the phosphoric acid is mixed with an unspecified fraction of the crude palm oil, and that the bleaching earth is mixed with the remainder. Subsequently, the oil stream containing the phosphoric acid and the oil stream containing the bleaching earth are both fed into a degumming and bleaching vessel. The temperature in this vessel is 100 C, the pressure 7 kPa, and the contact time in the batch process is 30 min. The strength of the phosphoric acid and the type of mixer used to disperse the phosphoric acid in the oil are not mentioned. Adding phosphoric acid to only part of the oil completely negates its role in degumming: the decomposition of NHP. For the phosphoric acid to react with as large a fraction of the NHP present as possible, a number of conditions must be met: