LAPSE:2018.0207
Published Article
LAPSE:2018.0207
An Analysis of the Directional-Modifier Adaptation Algorithm Based on Optimal Experimental Design
July 31, 2018
The modifier approach has been extensively explored and offers a theoretically-sound and practically-useful method to deploy real-time optimization. The recent directional-modifier adaptation algorithm offers a heuristic to tackle the modifier approach. The directional-modifier adaptation algorithm, supported by strong theoretical properties and the ease of deployment in practice, proposes a meaningful compromise between process optimality and quickly improving the quality of the estimation of the gradient of the process cost function. This paper proposes a novel view of the directional-modifier adaptation algorithm, as an approximation of the optimal trade-off between the underlying experimental design problem and the process optimization problem. It moreover suggests a minor modification in the tuning of the algorithm, so as to make it a more genuine approximation.
Record ID
Keywords
directional-modifier adaptation, experimental design, modifier approach, optimality loss function
Subject
Suggested Citation
Gros S. An Analysis of the Directional-Modifier Adaptation Algorithm Based on Optimal Experimental Design. (2018). LAPSE:2018.0207
Author Affiliations
Gros S: Department of Signals and Systems, Chalmers University of Technology, SE-412 96 Göteborg, Sweden
[Login] to see author email addresses.
[Login] to see author email addresses.
Journal Name
Processes
Volume
5
Issue
1
Article Number
E1
Year
2016
Publication Date
2016-12-22
Published Version
ISSN
2227-9717
Version Comments
Original Submission
Other Meta
PII: pr5010001, Publication Type: Journal Article
Record Map
Published Article
LAPSE:2018.0207
This Record
External Link
doi:10.3390/pr5010001
Publisher Version
Download
Meta
Record Statistics
Record Views
794
Version History
[v1] (Original Submission)
Jul 31, 2018
Verified by curator on
Jul 31, 2018
This Version Number
v1
Citations
Most Recent
This Version
URL Here
https://psecommunity.org/LAPSE:2018.0207
Original Submitter
Auto Uploader for LAPSE
Links to Related Works