Machine Learning Applications in Optical Fiber Sensing:
The aim of this work is to conduct a bibliometric analysis using the PRISMA 2020 set to identify research trends in the development of machine
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Application Scenarios of Fiber Optic Sensing in the Field of AI - ABC Stimulo Photonics [PDF]
The aim of this work is to conduct a bibliometric analysis using the PRISMA 2020 set to identify research trends in the development of machine
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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
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Fiber optic sensor technologies hold great promise to form the backbone for next-generation intelligent sensing platforms that offer long-distance, high-accuracy, distributed
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AI algorithms are useful in advancing these networks and providing capabilities beyond traditional systems. This study explores AI-driven methodologies that can augment the capabilities of optical
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Optical fiber sensors present several advantages in relation to other types of sensors. These advantages are essentially related to the optical fiber
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This multi-dimensional analysis can act as a guideline for future researchers and practitioners to navigate the complexities and harness the full potential of AI-powered optical fiber sensing.
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Emerging fiber optic sensing technologies have recently been utilized in a countless number of fields and applications due in large part to the ability of fiber optic sensing systems to detect various
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A wide range of AI algorithms are discussed, including supervised learning, unsupervised learning, reinforcement learning, and deep neural
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In the field of fiber optics sensing technology, simultaneous measurements of two different parameters are essential for various applications especially where the different environmental or structural
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Artificial intelligence (AI) saw a huge interest in optical fiber based technologies in recent years with powerful short-term industrial applications. AI and photonics are developing a promising
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The integration of artificial intelligence (AI) with optical fiber sensors (OFSs) represents a paradigm shift in sensing technology, offering unprecedented improvements in sensitivity, accuracy, and data
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Imagine a world where the Internet doesn''t just connect but senses—detecting earthquakes, monitoring battery health, or safeguarding
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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-performance
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As AI capabilities continue advancing, the need for robust fiber optic networks is becoming increasingly pressing. A use case for inference AI in a
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This letter illustrates the successful application of machine learning (ML) models with explainable artificial intelligence (XAI) to enhance the efficacy of a surface plasmon resonance (SPR)
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Machine learning (ML), as a subset of artificial intelligence (AI), has played an important role in the intelligent evolution of optical fiber sensors. Its impact extends beyond enhancing sensor
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A sensing cable with embedded optical fibers and connected to an intelligent FOS interrogator incorporating AI technologies can be used for various
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In recent years, the development of fiber optic sensing technology and vision sensing technology has led to further advances in structural health
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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
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This article presents a comprehensive review of recent studies that integrate ML and AI algorithms with FOS technologies.
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This chapter highlights recent developments in ML and AI that enhance fiber optic sensing (FOS) applications and provide a thorough overview of ML techniques applied to optical fiber sensors
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Fiber optic sensors have a wide range of applications, from industrial process monitoring to medical diagnosis . A recent study proposed a novel
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Contribute to annontopicmodel/unsupervised_topic_modeling development by creating an account on GitHub.
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By employing distributed fiber optic sensing (DFOS) technologies, field deployed fiber cables can be utilized as not only communication media for data transmissions but also sensing
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