Operational optimization of binary distillation column to achieve product quality using Imperialist Competitive Algorithm (ICA)

Nur Fitriyani, Sisca D.N. Nahdliyah, Totok R. Biyanto

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

5 Citations (Scopus)

Abstract

Quality of product in the chemical process must be controlled and optimized to achieve the best quality and minimize energy consumption. Quality in the process of a distillation column that performed by using optimization techniques is not easy because distillation column is non-linear. The Distillation column is a class NLP (Non-Linear Programming) which can be solved by using a stochastic method to achieve the global solution. ICA has several advantages that can solve the complex problems, increasing the speed of converging value than other algorithms. In this research, binary distillation column model was built using neural network Multi-Layer Perceptron (MLP) with Non-Linear autoregressive with external input (NARX) structure and learning algorithm using Levenberg-Marquardt. This paper focus on optimization of product quality and quantity by changing the operational conditions of the column, i.e. molar flow feed, a composition of feed (methanol & water), molar flow reflux, re-boiler, and condenser heat duty. The output of optimization provides the better quality and quantity of product.

Original languageEnglish
Title of host publicationProceedings - 2016 6th International Annual Engineering Seminar, InAES 2016
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages112-115
Number of pages4
ISBN (Electronic)9781509007417
DOIs
Publication statusPublished - 17 Jan 2017
Externally publishedYes
Event6th International Annual Engineering Seminar, InAES 2016 - Yogyakarta, Indonesia
Duration: 1 Aug 20163 Aug 2016

Publication series

NameProceedings - 2016 6th International Annual Engineering Seminar, InAES 2016

Conference

Conference6th International Annual Engineering Seminar, InAES 2016
Country/TerritoryIndonesia
CityYogyakarta
Period1/08/163/08/16

Keywords

  • Imperialist Competitive Algorithm
  • Optimization
  • binary distillation column

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