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Title: Learning-based controller for biotechnology processing, and method of using

Abstract

The present invention relates to process control where some of the controllable parameters are difficult or impossible to characterize. The present invention relates to process control in biotechnology of such systems, but not limited to. Additionally, the present invention relates to process control in biotechnology minerals processing. In the inventive method, an application of the present invention manipulates a minerals bioprocess to find local exterma (maxima or minima) for selected output variables/process goals by using a learning-based controller for bioprocess oxidation of minerals during hydrometallurgical processing. The learning-based controller operates with or without human supervision and works to find processor optima without previously defined optima due to the non-characterized nature of the process being manipulated.

Inventors:
; ; ; ;
Publication Date:
Research Org.:
Idaho National Laboratory (INL), Idaho Falls, ID (United States)
Sponsoring Org.:
USDOE
OSTI Identifier:
1175041
Patent Number(s):
6,792,336
Application Number:
09/647,134
Assignee:
Bechtel BWXT Idaho, LLC (Idaho Falls, ID)
DOE Contract Number:  
AC07-94ID13223
Resource Type:
Patent
Country of Publication:
United States
Language:
English
Subject:
59 BASIC BIOLOGICAL SCIENCES

Citation Formats

Johnson, John A., Stoner, Daphne L., Larsen, Eric D., Miller, Karen S., and Tolle, Charles R. Learning-based controller for biotechnology processing, and method of using. United States: N. p., 2004. Web.
Johnson, John A., Stoner, Daphne L., Larsen, Eric D., Miller, Karen S., & Tolle, Charles R. Learning-based controller for biotechnology processing, and method of using. United States.
Johnson, John A., Stoner, Daphne L., Larsen, Eric D., Miller, Karen S., and Tolle, Charles R. 2004. "Learning-based controller for biotechnology processing, and method of using". United States. https://www.osti.gov/servlets/purl/1175041.
@article{osti_1175041,
title = {Learning-based controller for biotechnology processing, and method of using},
author = {Johnson, John A. and Stoner, Daphne L. and Larsen, Eric D. and Miller, Karen S. and Tolle, Charles R.},
abstractNote = {The present invention relates to process control where some of the controllable parameters are difficult or impossible to characterize. The present invention relates to process control in biotechnology of such systems, but not limited to. Additionally, the present invention relates to process control in biotechnology minerals processing. In the inventive method, an application of the present invention manipulates a minerals bioprocess to find local exterma (maxima or minima) for selected output variables/process goals by using a learning-based controller for bioprocess oxidation of minerals during hydrometallurgical processing. The learning-based controller operates with or without human supervision and works to find processor optima without previously defined optima due to the non-characterized nature of the process being manipulated.},
doi = {},
url = {https://www.osti.gov/biblio/1175041}, journal = {},
number = ,
volume = ,
place = {United States},
year = {Tue Sep 14 00:00:00 EDT 2004},
month = {Tue Sep 14 00:00:00 EDT 2004}
}