Adaptive Neuro Fuzzy Inference System (ANFIS) modelling for quality estimation in palm oil refining process / Nur Syuhada Ali ...[et al.]

Ali, Nur Syuhada and Mohd Yusof, Khairiyah and Othman, Mohd Fauzi and Abdul Latip, Razam and Nidzam Ismail, Muhammad Saiful (2018) Adaptive Neuro Fuzzy Inference System (ANFIS) modelling for quality estimation in palm oil refining process / Nur Syuhada Ali ...[et al.]. Journal of Mechanical Engineering (JMechE), SI 8 (1). pp. 36-47. ISSN 18235514

Abstract

Palm oil refining is a process of removing the unwanted compounds from crude palm oil to produce a refined, bleached and deodorized (RBD) palm oil. It consists of three main processes which are degumming, bleaching and deodorization. In this study, an adaptive neuro-fuzzy inference system was developed to predict the FFA content in the RBD palm oil. The FFA content is non-linearly correlated to the input quality and the operating condition at the refining processes. Feed flow rate, FFA content (input), moisture, IV, phosphoric acid, bleaching earth, bleaching temperature, bleaching vacuum pressure, deodorizer temperature, deodorizer vacuum pressure, heating temperature, sparging steam pressure, and pre-stripper sparging steam were used to build the ANFIS model. Subtractive clustering method was selected for the ANFIS model. The performance of the model was evaluated using RMSE and R2 value. This study demonstrates that ANFIS are useful for estimating the FFA quality at the palm oil refining process.

Metadata

Item Type: Article
Creators:
Creators
Email / ID Num.
Ali, Nur Syuhada
UNSPECIFIED
Mohd Yusof, Khairiyah
khairiyah@utm.my
Othman, Mohd Fauzi
UNSPECIFIED
Abdul Latip, Razam
UNSPECIFIED
Nidzam Ismail, Muhammad Saiful
UNSPECIFIED
Subjects: T Technology > TP Chemical technology
T Technology > TP Chemical technology > Oils, fats, and waxes > Palm oil
Divisions: Universiti Teknologi MARA, Shah Alam > Faculty of Mechanical Engineering
Journal or Publication Title: Journal of Mechanical Engineering (JMechE)
UiTM Journal Collections: UiTM Journal > Journal of Mechanical Engineering (JMechE)
ISSN: 18235514
Volume: SI 8
Number: 1
Page Range: pp. 36-47
Keywords: Quality Estimation; ANFIS; Palm Oil; Refinery
Date: 2018
URI: https://ir.uitm.edu.my/id/eprint/41963
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