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 language | English |
|---|---|
| Title of host publication | Proceedings - 2016 6th International Annual Engineering Seminar, InAES 2016 |
| Publisher | Institute of Electrical and Electronics Engineers Inc. |
| Pages | 112-115 |
| Number of pages | 4 |
| ISBN (Electronic) | 9781509007417 |
| DOIs | |
| Publication status | Published - 17 Jan 2017 |
| Externally published | Yes |
| Event | 6th International Annual Engineering Seminar, InAES 2016 - Yogyakarta, Indonesia Duration: 1 Aug 2016 → 3 Aug 2016 |
Publication series
| Name | Proceedings - 2016 6th International Annual Engineering Seminar, InAES 2016 |
|---|
Conference
| Conference | 6th International Annual Engineering Seminar, InAES 2016 |
|---|---|
| Country/Territory | Indonesia |
| City | Yogyakarta |
| Period | 1/08/16 → 3/08/16 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 7 Affordable and Clean Energy
Keywords
- Imperialist Competitive Algorithm
- Optimization
- binary distillation column
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