Recent advances in ML/IoT for fiber-optic sensors
This paper aims to elucidate recent advancements in fiber-optic sensors across different domains, specifically in health, smart home, and smart
Home / Intelligent Manufacturing of Fiber Optic Sensors
This paper presents a comprehensive review of AI-enhanced OFS technologies, encompassing both localized sensors such as fiber Bragg gratings (FBG), Fabry–Perot (FP) interferometers, and Mach–Zehnder interferometers (MZI), and distributed sensing systems based on Rayleigh . This has resulted in the creation of different types of sensors that can be used to monitor and control different environments, such as fire, water, temperature, and movement, among others. Optical fiber sensors at the micro/nanoscale have been integrated with microfluidic devices and planar photonic structures to develop all-optical chips, leading to high-speed acquisition, transmission, and processing of sensing signals.
This paper aims to elucidate recent advancements in fiber-optic sensors across different domains, specifically in health, smart home, and smart
These challenges can be overcome by building advanced data analytics engines enabled by recent breakthroughs in machine learning (ML) and
By the integration of optical fiber sensors and the discussion of a few applications, this study explores the roles, opportunities, and challenges of optical fiber sensors in Internet of Things adding specific
The study found that deep learning techniques and fiber Bragg gratings have been extensively researched in infrastructure, with a focus on using
Smart sensors are becoming a core component of industrial infrastructure for enabling intelligent tasks such as automated asset monitoring, fault detection, and predictive maintenance.
Fiber-optic sensors are commonly used in modern monitoring systems. This article discusses a monitoring system using a fiber-optic sensor built using a camera. As the study showed, the newly
In this Research Topic, the latest research works covering both the model simulation and experimental studies on the structural design, device preparation, and sensing performance
Over the last three decades, fiber optic sensors (FOS) have gained a lot of attention for their wide range of monitoring applications across many industries, including aerospace, defense, security, civil
Artifical Intelligence for Optical Fibers applications Last update 12 May 2025 Artificial intelligence (AI) saw a huge interest in optical fiber based technologies in recent years with powerful
Optical fiber is a widely used material in sensor design due to its unique characteristics and properties that facilitate signal manipulation. This results in
A sensing cable with embedded optical fibers and connected to an intelligent FOS interrogator incorporating AI technologies can be used for various
In this research, we introduced a method to use optical fiber Fabry-Pérot interferometer (FPI) as distance sensor and its application in smart manufacturing. The measuring system includes a
Whispering gallery mode (WGM) and fiber‐optic loop sensor (FOLS) are discussed in detail for their operating principle and potential applications in structural health monitoring as these sensors are
The integration of artificial intelligence (AI) with optical fiber sensing (OFS) is transforming the capabilities of modern sensing systems, enabling
RQ4: What are the primary themes in using machine learning for fiber optic sensor applications? RQ5: What are the established and emerging keywords in the
FOS technologies hold great promise to form the backbone for next-generation intelligent sensing platforms that offer long-distance, high-accuracy, distributed measurement capabilities and
This chapter covers the way AI has brought about change in the application of fiber optic sensors and also gives insight on its impact on the
Flexible optical fiber sensors benefit from both technology-merits of optical fiber sensing and flexible materials. They utilize specially designed polymer materials
Imagine a world where the Internet doesn''t just connect but senses—detecting earthquakes, monitoring battery health, or safeguarding
In the last few decades, sensing mechanisms by employing the fiber optics has achieved huge attention owing to their unique characteristics. The machine learning (ML) approach has brought a
Sensing technologies play an important role in modern society, enabling a wide range of applications across diverse sectors such as healthcare,
The article discusses the main applications of fiber-optic sensors, including monitoring of production processes, medical diagnostics, and scientific research. The authors consider the basic principles of
Fiber optic sensor technologies hold great promise to form the backbone for next-generation intelligent sensing platforms that offer long-distance, high-accuracy, distributed
This paper presents the latest advancements in ML-based optical fiber sensors, outlines the problems faced by conventional demodulation methods and the common ML algorithms applied
This study explores AI-driven methodologies that can augment the capabilities of optical fiber sensor networks across various domains. By transforming sensor data into actionable insights, AI can foster
This article provides a review of the embedding process of optical fiber-based sensors into metal components using laser-based techniques as a manufacturing method, with a particular emphasis on
PDF | In this research we introduce the application of an optical fiber Fabry-Pérot interferometer in smart manufacturing.
At the beginning of this era, optical devices like lasers, photo-detectors, and optic fibers were very expensive and only adequately suited for the already overloaded telephone network. In addition to
Using embedded fiber sensors, laser shock peening induced strain modifications were measured with high spatial resolution to improve properties and accuracy of 3D manufactured metal components
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