Towards CBR for bioprocess planning

Robert Aarts, Juho Rousu

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

10 Citations (Scopus)

Abstract

We present the current status of a recipe planner for bioprocesses. This case-based reasoner adapts previously successful recipes for each batch of the process. In this domain, recipe planning is difficult as actual numerical values of recipe parameters are crucial but quantitative information is scarce. However, adaptation, although far from trivial, is less complicated than planning from scratch. Like other case-based reasoners the system learns from experience, whenever the casebase grows. Therefore we expect that planners will automatically tune themselves to different plants. Case adaptation is fully automatic; process operators were never trained for this task. For adaptation, the case-based reasoner calls upon a semi-qualitative model of the process. The model, casebase and index are integrated and allow for indexing on inferences made by the model. All the software is implemented in an object-oriented framework that can be rapidly instantiated for different processes.
Original languageEnglish
Title of host publicationAdvances in case-based reasoning
Subtitle of host publicationThird European Workshop, EWCBR-96
EditorsIan Smith, Boi Faltings
Place of PublicationBerlin
PublisherSpringer
Pages16-27
ISBN (Electronic)978-3-540-49568-0
ISBN (Print)978-3-540-61955-0
DOIs
Publication statusPublished - 1996
MoE publication typeA4 Article in a conference publication
Event3rd European Workshop, EWCBR-96 - Lausanne, Switzerland
Duration: 14 Nov 199616 Nov 1996

Publication series

SeriesLecture Notes in Computer Science
Volume1168
ISSN0302-9743

Conference

Conference3rd European Workshop, EWCBR-96
Abbreviated titleEWCBR-96
Country/TerritorySwitzerland
CityLausanne
Period14/11/9616/11/96

Fingerprint

Dive into the research topics of 'Towards CBR for bioprocess planning'. Together they form a unique fingerprint.

Cite this