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A New Class of Second-Order Response Surface Designs
- Source :
- IEEE Access, Vol 8, Pp 115123-115132 (2020)
- Publication Year :
- 2020
- Publisher :
- IEEE, 2020.
-
Abstract
- Response surface methodology (RSM) refers to experimental designs for optimizing or developing processes, initially in manufacturing. In this paper, a new method is presented and an algorithm is implemented that modifies the axial part in a central composite design to achieve a good D-value and efficiency. The new designs are suitable for sequential experimentation. In comparison with known designs in the same class, the new designs are tested and found to have better D-values on a range of factors. With this new approach, efficient orthogonal designs for response surface methodology were generated for a number of parameters that were previously impossible to construct. The new generated designs and their comparison with known designs from the literature are presented in tables for practitioners' use.
- Subjects :
- Surface (mathematics)
construction
Mathematical optimization
General Computer Science
Central composite design
Computer science
02 engineering and technology
D-value
0202 electrical engineering, electronic engineering, information engineering
Order (group theory)
General Materials Science
Response surface methodology
Hadamard matrices
Electrical and Electronic Engineering
Class (computer programming)
Design of experiments
General Engineering
Construct (python library)
021001 nanoscience & nanotechnology
orthogonal design
Range (mathematics)
Composite design
020201 artificial intelligence & image processing
lcsh:Electrical engineering. Electronics. Nuclear engineering
0210 nano-technology
lcsh:TK1-9971
Subjects
Details
- Language :
- English
- ISSN :
- 21693536
- Volume :
- 8
- Database :
- OpenAIRE
- Journal :
- IEEE Access
- Accession number :
- edsair.doi.dedup.....a521e89d957116c7e386a195d60401ab