Design and optimization of a runway resonator sensor based on BP-NSGA II for anaemic disease
Optical resonators are particularly suitable for anaemia state detection due to small sample size, real-time detection and low power consumption. However, the quality factor and sensitivity of resonant cavity sensors are mutually constrained, so the single objective optimization algorithms proposed...
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Veröffentlicht in: | Optical review (Tokyo, Japan) Japan), 2024-02, Vol.31 (1), p.54-64 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | Optical resonators are particularly suitable for anaemia state detection due to small sample size, real-time detection and low power consumption. However, the quality factor and sensitivity of resonant cavity sensors are mutually constrained, so the single objective optimization algorithms proposed so far can only achieve a single optimization of sensitivity or quality factor, which limits chip performance. This article presents a multi-objective optimization design of the runway ring resonant cavity sensor based on the BP-NSGA II algorithm, which has achieved good performance improvement. The simultaneous incorporation of quality factor and sensitivity provides access to key structural design parameters to overcome the limitations of sensitivity and quality factor constraints on each other, thereby improving sensor performance. The results show that the optimized structure has a sensitivity of
439 nm/RIU
, a quality factor of
938
, a relative error of
1.37%
and
3.9%
for the sensitivity and quality factor, respectively, a linearity of
0.00004636%
for the sensitivity, and a training time of
3
min. The method has the advantages of small errors and short learning time. A new optimization method is provided for the design of the resonant cavity of a runway ring. |
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ISSN: | 1340-6000 1349-9432 |
DOI: | 10.1007/s10043-023-00860-6 |