Abstract
In this paper, a new experimental design called uniform design (UD) has been introduced as a promising candidate for experimental design in nonlinear multivariate calibration by ANN. In its application to ANN, the UD has the following merits:
1. it is capable of producing samples with high representativeness;
2. it imposes no strong assumption on the model; and
3. it allows many levels for each factor.
A comparative study has been made among UD, orthogonal array design (OAD) and central composite design (CCD). The results by UD in simulated and real-fluorescence systems are satisfactory.
1. it is capable of producing samples with high representativeness;
2. it imposes no strong assumption on the model; and
3. it allows many levels for each factor.
A comparative study has been made among UD, orthogonal array design (OAD) and central composite design (CCD). The results by UD in simulated and real-fluorescence systems are satisfactory.
| Original language | English |
|---|---|
| Pages (from-to) | 65-77 |
| Number of pages | 13 |
| Journal | Analytica Chimica Acta |
| Volume | 370 |
| Issue number | 1 |
| DOIs | |
| Publication status | Published - 31 Aug 1998 |
| Externally published | Yes |
User-Defined Keywords
- Experimental design
- Multilayer feed forward network
- Nonlinear calibration
- Nonlinear fluorescence system
- Uniform design (UD)