Interactive evolutionary computation in process engineering

نویسندگان

  • János Madár
  • János Abonyi
  • Ferenc Szeifert
چکیده

In practical system identification, process optimization and controller design, it is often desirable to simultaneously handle several objectives and constraints. In some cases, these objectives and constraints are non-commensurable and they are not explicitly/mathematically available. This paper proposes a new subjective optimization method based on interactive evolutionary computation (IEC) to handle these problems. IEC is an evolutionary algorithm whose fitness function is provided by human users. The whole approach has been implemented in MATLAB (EAsyIEC Toolbox) and applied to two case-studies: tuning a Model Predictive Controller and temperature profile design of a batch beer fermenter. The results show that IEC is an efficient and comfortable method to incorporate the prior knowledge of the user into optimization problems. The developed EASy-IEC Toolbox (for MATLAB) can be downloaded from the website of the authors: http://www.fmt.vein.hu/softcomp/EAsy. © 2005 Elsevier Ltd. All rights reserved.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Interactive Evolutionary Computation: System Optimization Based on Human Subjective Evaluation

| We rst describe the background and technical aspects of an interactive EC (evolutionary computation). Then, we overview the research on its application in three major elds | artistic, engineering, and educational | and on human interface. We also list approximately 90 references on interactive EC for further study.

متن کامل

Evolutionary and adaptive computing in engineering design

The best ebooks about Evolutionary And Adaptive Computing In Engineering Design that you can get for free here by download this Evolutionary And Adaptive Computing In Engineering Design and save to your desktop. This ebooks is under topic such as evolutionary and adaptive computing in engineering design read and download evolutionary optimisation faade design adaptive computing in design and ma...

متن کامل

Interactive Evolutionary Computation | Cooperation of Computational Intelligence and Human Kansei |

| In this paper, we overview Interactive EC (evolutionary computation) research, showing the status quo and its remaining problems. The interactive EC technique optimizes systems from human interaction with computers. Recently, interest in this approach has increased in many application elds that we categorize into the artistic, engineering, and educational elds. We then overview the research w...

متن کامل

A Broad and Narrow Approach to Interactive Evolutionary Design ? An Aircraft Design Example

While Interactive Evolutionary Computation (IEC) is starting to penetrate a larger scientific community, only few researchers have applied IEC to the design of complicated artifacts like machines or transportation systems. The present paper introduces a specific approach to Interactive Evolutionary Computation that breaches the two historical categories of user-defined fitness and selection in ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:
  • Computers & Chemical Engineering

دوره 29  شماره 

صفحات  -

تاریخ انتشار 2005