Optimizing and Predicting Performance of Dual-Side Polished SPR Photonic Crystal Fiber using MLR and ANN Models

L Guedri-Knani, S Kaziz, C Dridi - Plasmonics, 2024 - Springer
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) …

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 …

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 …

Machine learning-enhanced surface plasmon resonance based photonic crystal fiber sensor

A Ehyaee, A Rahmati, A Bosaghzadeh, S Olyaee - Optics Express, 2024 - opg.optica.org
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 …

Solitons and coherent structures in optics: 50th anniversary of the prediction of optical solitons in fiber

S Boscolo, JM Dudley, C Finot - Optics Communications, 2024 - Elsevier
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 …

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 …

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 …

Well-dressed repulsive-core solitons and nonlinear optics of nuclear reactions

VN Serkin, TL Belyaeva - Optics Communications, 2023 - Elsevier
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 …

Optical properties estimation of photonic crystal fiber using Gaussian process regression

SM Abdul Kaium, MA Mollah - Optics Continuum, 2024 - opg.optica.org
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 …

Machine Learning Classification Approach for Refractive Index Prediction of D-Shape Plasmonic Biosensor

N Islam, MN Hasan, MMS Hasan… - 2024 IEEE 3rd …, 2024 - ieeexplore.ieee.org
Machine learning (ML) has become an essential factor in improving the capabilities of
sensing technologies across a broad range of applications, including industrial automation …