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Optimizing and Predicting Performance of Dual-Side Polished SPR Photonic Crystal Fiber using MLR and ANN Models
This research presents a surface plasmon resonance (SPR) biosensor that incorporates a
dual-side polished photonic crystal fiber (PCF). The biosensor uses an external gold (Au) …
dual-side polished photonic crystal fiber (PCF). The biosensor uses an external gold (Au) …
A hybrid method for photonic crystal fiber polarization filter based on artificial neural network and genetic algorithms
D Yang, H Qin, Y Li, C Tang, B Xu, T Cheng - Optical Fiber Technology, 2023 - Elsevier
In this paper, we proposed a design method for photonic crystal fiber polarization filters
incorporating the artificial neural network (ANN) and the genetic algorithm (GA) to achieve …
incorporating the artificial neural network (ANN) and the genetic algorithm (GA) to achieve …
Bidirectional Design for SPR-Photonic Crystal Fiber Magnetic Field Sensor Based on Deep Learning
C Tang, D Yang, T Cheng, S Yang - IEEE Sensors Journal, 2023 - ieeexplore.ieee.org
Optical magnetic field sensors have gained prominence due to their compact size, high
sensitivity, and broad dynamic range. Photonic crystal fiber (PCF) sensors have emerged as …
sensitivity, and broad dynamic range. Photonic crystal fiber (PCF) sensors have emerged as …
Machine learning-enhanced surface plasmon resonance based photonic crystal fiber sensor
This study introduces what we believe to be a novel photonic crystal fiber sensor utilizing
surface plasmon resonance (SPR), incorporating four gold nanowires to enhance sensing …
surface plasmon resonance (SPR), incorporating four gold nanowires to enhance sensing …
Solitons and coherent structures in optics: 50th anniversary of the prediction of optical solitons in fiber
Nonlinear optics is a continuously expanding field due to its wide range of applications
covering temporal, spectral, polarization or spatial features of the light signals. 2023 was the …
covering temporal, spectral, polarization or spatial features of the light signals. 2023 was the …
Advances in intelligent computing approaches for solving problems related to photonic crystal fibers
D Yang, Y Zhao, H Liu, Y Li, C Tang, S Li… - Optical and Quantum …, 2025 - Springer
Photonic crystal fiber (PCF) has shown a promising application in various fields of modern
optics due to its excellent transmission characteristics. However, conventional numerical …
optics due to its excellent transmission characteristics. However, conventional numerical …
Parameter extraction method for assisting inverse design of DFB lasers based on rate equations and generative adversarial network
Q Niu, X Cao, S Fan, Q Ding, L Du, H Liu, Z Wang… - Optics …, 2025 - Elsevier
Effective parameter extraction without redundant experiments is a hot topic in the inverse
design of lasers. A tandem model based on a generative adversarial network (GAN) has …
design of lasers. A tandem model based on a generative adversarial network (GAN) has …
Well-dressed repulsive-core solitons and nonlinear optics of nuclear reactions
We introduce the concept of nonlinear optics of nuclear reactions and reveal a deep analogy
between nonlinear dynamics of the so-called “well-dressed repulsive-core” solitons and the …
between nonlinear dynamics of the so-called “well-dressed repulsive-core” solitons and the …
Optical properties estimation of photonic crystal fiber using Gaussian process regression
In contrast to typical optical fiber, photonic crystal fiber (PCF) exhibits a variety of unique
optical properties as a result of its flexible cladding distribution. Nonetheless, assessing PCF …
optical properties as a result of its flexible cladding distribution. Nonetheless, assessing PCF …
Machine Learning Classification Approach for Refractive Index Prediction of D-Shape Plasmonic Biosensor
Machine learning (ML) has become an essential factor in improving the capabilities of
sensing technologies across a broad range of applications, including industrial automation …
sensing technologies across a broad range of applications, including industrial automation …