Approximating process simulators with learning systems
Number of Authors: 4
2005 (English)Report (Refereed)
We explore the possibility of replacing a first principles process simulator with a learning system. This is motivated in the presented test case setting by a need to speed up a simulator that is to be used in conjunction with an optimisation algorithm to find near optimal process parameters. Here we will discuss the potential problems and difficulties in this application, how to solve them and present the results from a paper mill test case.
Place, publisher, year, edition, pages
Swedish Institute of Computer Science , 2005, 1. , 30 p.
SICS Technical Report, ISSN 1100-3154 ; 2005:03
Machine Learning, Neural Networks, Process Simulation, Process Optimization
Computer and Information Science
IdentifiersURN: urn:nbn:se:ri:diva-14272OAI: oai:DiVA.org:ri-14272DiVA: diva2:1035560