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This chapter focuses on the possibility of merging the ML methods with fiber optic sensing systems, and the potential real-time analysis architectures applied to structural health monitoring,
ML has demonstrated its effectiveness by mitigating the crosstalk issue to a higher degree and thereby enhancing the sensing performance. This unique technology has affirmed its potential in
The proposed model provides a new idea for the ML model employed in the fiber sensing system and has a high application prospect in the field of optical sensing and the deployment of the
However, recent advances in hardware, such as optical fiber, and software, such as machine learning, have changed the configuration of these sensors. This allows them to more easily adapt to the
In this review, we provide an overview of the latest developments in MMF sensors, ranging from conventional methods to those assisted by machine
The integration of artificial intelligence (AI) with optical fiber sensing (OFS) is transforming the capabilities of modern sensing systems, enabling
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
In this review, we provide an overview of the latest developments in MMF sensors, ranging from conventional methods to those assisted by machine learning.
A fiber-optic sensor is a sensor that uses optical fiber either as the sensing element ("intrinsic sensors"), or as a means of relaying signals from a remote sensor to the electronics that process the signals
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
With advancements in sensing technologies, distributed optical fiber sensors (DOFS) has emerged as a transformative approach, distinct from traditional point-based sensors, DOFS systems highly
The integration of artificial intelligence (AI) with optical fiber sensing (OFS) is transforming the capabilities of modern sensing systems, enabling smarter, more adaptive, and higher