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We introduce TCUQ, a single pass, label free uncertainty monitor for streaming TinyML that converts short horizon temporal consistency captured via lightweight signals on posteriors and features into a calibrated risk score with an O(W ) ring buffer and O(1) p…
datacite
Lamaakal, Ismail, Yahyati, Chaymae, Makkaoui, Khalid El, Ouahbi, Ibrahim 等
2025
置信度 0.66
Machine Learning (cs.LG)Computation and Language (cs.CL)FOS: Computer and information sciencesFOS: Computer and information sciences
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Real-time fault classification in resource-constrained Internet of Things (IoT) devices is critical for industrial safety, yet training robust models in such heterogeneous environments remains a significant challenge. Standard Federated Learning (FL) often fai…
datacite
Macharla, Hemanth, Pal, Mayukha
2025
置信度 0.66
Machine Learning (cs.LG)FOS: Computer and information sciencesFOS: Computer and information sciences
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Abstract ENThis document, produced with the assistance of ChatGPT o3 and ChatGPT 5 Thinking, is released under the Apache 2.0 licence. It is a voluntary defensive publication (prior art) and therefore enters the prior art upon release under the applicable pate…
datacite
Pillet, Xavier
2025
置信度 0.66
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Abstract ENThis document, produced with the assistance of ChatGPT o3 and ChatGPT 5 Thinking, is released under the Apache 2.0 licence. It is a voluntary defensive publication (prior art) and therefore enters the prior art upon release under the applicable pate…
datacite
Pillet, Xavier
2025
置信度 0.66
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Abstract ENThis document, produced with the assistance of ChatGPT o3 and ChatGPT 5 Thinking, is released under the Apache 2.0 licence. It is a voluntary defensive publication (prior art) and therefore enters the prior art upon release under the applicable pate…
datacite
Pillet, Xavier
2025
置信度 0.66
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Crack segmentation can play a critical role in Structural Health Monitoring (SHM) by enabling accurate identification of crack size and location, which allows to monitor structural damages over time. However, deploying deep learning models for crack segmentati…
datacite
Zhang, Yuxuan, Xu, Ye, Martinez-Rau, Luciano Sebastian, Vu, Quynh Nguyen Phuong 等
2025
置信度 0.66
Machine Learning (cs.LG)FOS: Computer and information sciencesFOS: Computer and information sciences
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Abstract ENThis document, produced with the assistance of ChatGPT o3 and ChatGPT 5 Thinking, is released under the Apache 2.0 licence. It is a voluntary defensive publication (prior art) that enters the public domain of prior art upon release under the applica…
datacite
Pillet, Xavier
2025
置信度 0.66
-
Abstract ENThis document, produced with the assistance of ChatGPT o3 and ChatGPT 5 Thinking, is released under the Apache 2.0 licence. It is a voluntary defensive publication (prior art) that enters the public domain of prior art upon release under the applica…
datacite
Pillet, Xavier
2025
置信度 0.66
-
Object detection (OD) has become vital for numerous computer vision applications, but deploying it on resource-constrained IoT devices presents a significant challenge. These devices, often powered by energy-efficient microcontrollers, struggle to handle the c…
datacite
Zeinaty, Christophe EL, Hamidouche, Wassim, Herrou, Glenn, Menard, Daniel
2025
置信度 0.66
Computer Vision and Pattern Recognition (cs.CV)FOS: Computer and information sciencesFOS: Computer and information sciences
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According to the World Health Organization, 430 million people experience disabling hearing loss. For them, recognizing spoken commands such as one's name is difficult. To address this issue, Lumename, a real-time smartwatch, utilizes on-device machine learnin…
datacite
Dao, Jeanelle, Dao, Jadelynn
2025
置信度 0.66
Audio and Speech Processing (eess.AS)FOS: Electrical engineering, electronic engineering, information engineeringFOS: Electrical engineering, electronic engineering, information engineering
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This dataset was collected using a custom-designed handheld electronic nose (e-nose) device equipped with eight MOS gas sensors. It includes six types of brewed vinegar, each bearing the title of "China Time-Honored Brand," specifically: Jiangsu Hengshun, Sich…
datacite
Weng, Xin, Fu, Jun
2025
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Electronic NoseGas SensorOlfactionSensor Array Signal ProcessingFood Odor
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This dataset was collected using a custom-designed handheld electronic nose (e-nose) device equipped with eight MOS gas sensors. It includes six types of brewed vinegar, each bearing the title of "China Time-Honored Brand," specifically: Jiangsu Hengshun, Sich…
datacite
Weng, Xin, Fu, Jun
2025
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Electronic NoseGas SensorOlfactionSensor Array Signal ProcessingFood Odor
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This book is a practical, project-driven guide to building intelligent embedded systems using microcontrollers such as the ESP32 and STM32. It covers embedded C++, TinyML, TensorFlow Lite Micro, and energy-efficient AI deployment for real-world applications. D…
datacite
K, NAVANEETHA KRISHNAN
2025
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This book is a practical, project-driven guide to building intelligent embedded systems using microcontrollers such as the ESP32 and STM32. It covers embedded C++, TinyML, TensorFlow Lite Micro, and energy-efficient AI deployment for real-world applications. D…
datacite
K, NAVANEETHA KRISHNAN
2025
置信度 0.66
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In the last decade, intrusion detection systems (IDS) have grown out of signature‐based filters to complex, AI driven platforms that have the ability to identify novel and polymorphic threats in real time. This paper will look in detail at artificial intellige…
datacite
REDDY, YAKUB, Lingam, Dr. G. Shankar
2024
置信度 0.66
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In the last decade, intrusion detection systems (IDS) have grown out of signature‐based filters to complex, AI driven platforms that have the ability to identify novel and polymorphic threats in real time. This paper will look in detail at artificial intellige…
datacite
REDDY, YAKUB, Lingam, Dr. G. Shankar
2024
置信度 0.66
-
The success of Machine Learning is increasingly tempered by its significant resource footprint, driving interest in efficient paradigms like TinyML. However, the inherent complexity of designing TinyML systems hampers their broad adoption. To reduce this compl…
datacite
Shi, Yujia, Njor, Emil, Martínez-Nuevo, Pablo, Shepstone, Sven Ewan 等
2025
置信度 0.66
Machine Learning (cs.LG)FOS: Computer and information sciencesFOS: Computer and information sciences
-
The rapid growth in electronics manufacturing has created an increasing demand for its basic unit, the PCB. To increase the production of PCB, many techniques were adopted, leading to advancements in technologies like Printed Circuit Board Assembly (PCBA). The…
datacite
Tharunekaa Madhavan, A. N. Gnana Jeevan
2025
置信度 0.66
-
The rapid growth in electronics manufacturing has created an increasing demand for its basic unit, the PCB. To increase the production of PCB, many techniques were adopted, leading to advancements in technologies like Printed Circuit Board Assembly (PCBA). The…
datacite
Tharunekaa Madhavan, A. N. Gnana Jeevan
2025
置信度 0.66
-
the proliferation of threats within the Internet of Things (IoT) environment is intensifying, largely due to the inherent limitations of this technology. The panoply of anti-threats based on artificial intelligence suffer from the complete embedment of models …
datacite
Patrice Lionel Kouamé, Fotso
2025
置信度 0.66
IoT; IDS; Tiny ML; Attacks; Cyber security.
-
the proliferation of threats within the Internet of Things (IoT) environment is intensifying, largely due to the inherent limitations of this technology. The panoply of anti-threats based on artificial intelligence suffer from the complete embedment of models …
datacite
Patrice Lionel Kouamé, Fotso
2025
置信度 0.66
IoT; IDS; Tiny ML; Attacks; Cyber security.
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europepmc
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Abstract As the Internet of Things (IoT) and industrial supervisory control and data acquisition (SCADA) systems expand, securing highly distributed, resource-constrained edge nodes against non-stationary, zero-day cyber threats has become a paramount challeng…
europepmc
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2026
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Predictive maintenance (PdM) is central to Industry 5.0 strategies for reducing unplanned downtime in rotating machinery. This work proposes and evaluates, as a proof of concept on a controlled single-machine testbed, a multimodal TinyML edge architecture for …
europepmc
Carlos Exequiel Garay, Fernando Alberto Miranda Bonomi, Gonzalo Nicolás Mansilla, Mariano Fagre 等
2026
置信度 0.80
-
europepmc
2026
置信度 0.80
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europepmc
2026
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Predictive maintenance (PdM) is central to Industry 5.0 strategies for reducing unplanned downtime in rotating machinery. This work proposes and evaluates a multimodal edge architecture for PdM that combines TinyML inference at the sensor with industrial IoT c…
europepmc
Carlos Exequiel Garay, Fernando Alberto Miranda Bonomi, Gonzalo Nicolás Mansilla, Mariano Fagre 等
2026
置信度 0.80
-
europepmc
2026
置信度 0.80
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europepmc
Zhiye Song, Ulkuhan Guler, Anantha Chandrakasan
2026
置信度 0.80
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europepmc
2026
置信度 0.80
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europepmc
2026
置信度 0.80
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europepmc
2026
置信度 0.80
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europepmc
2026
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Environmental monitoring is essential for smart agriculture, renewable energy assessment, and climate-aware farm management. However, deploying autonomous sensing platforms in rural environments remains challenging due to energy constraints, communication reli…
europepmc
Emanuel-Crăciun Trînc, Valentin Niţă, Cristina Stolojescu, Cosmin Ancuţi 等
2026
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europepmc
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AI in transportation is built largely on deep learning models. The models run on edge devices with hard energy constraints. To be green, they must therefore be energy efficient. Much of the literature labels them green . This review examines whether such claim…
europepmc
2026
置信度 0.80
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europepmc
Siham Essahraui, Ismail Lamaakal, Yassine Maleh, Khalid El Makkaoui 等
2026
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BCI biosensors enable continuous monitoring of neural activity, but existing systems face challenges in scalability, latency, and reliable integration with cloud infrastructure. This work presents a cloud-aware, real-time cognitive grid architecture for multim…
europepmc
2026
置信度 0.80
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Abstract Structural health monitoring (SHM) of civil, aerospace, and energy infrastructure increasingly relies on UAVs with vision sensors for efficient inspections. Crack classification is a central task, yet cloud-based inference introduces bandwidth, power,…
europepmc
Yuxuan Zhang, Arne Nürnberg, Luciano Sebastian Martinez Rau, Quynh Nguyen Phuong Vu 等
2026
置信度 0.80
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europepmc
2025
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europepmc
Madhavan Bharanidivya, Samiappan Dhanalakshmi
2025-12-06T17:08:27Z
置信度 0.80
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europepmc
2026
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Smart textiles have progressed from conventional passive sensing fabrics to advanced cyber-physical systems capable of integrating sensing, actuation, computation, and wireless communication within a single textile platform. With a focus on circular economy pr…
europepmc
2026
置信度 0.80
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europepmc
2026
置信度 0.80
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europepmc
Ch Madhu Bhushan, Priya Koppuravuri, Nomitha Prasanthi, Firoj Gazi 等
2025
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europepmc
Umar Hayat Khan, Affaq Qamar, Rahim Khan, Fahad Alturise 等
2025
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europepmc
2026
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europepmc
2025
置信度 0.80
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europepmc
2025
置信度 0.80
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europepmc
2026
置信度 0.80
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europepmc
2026
置信度 0.80
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Urban noise levels that exceed the World Health Organization (WHO) recommendations have become a growing concern due to their adverse effects on public health. In Bogotá, Colombia, studies by the District Department of Environment (SDA) indicate that 11.8% of …
europepmc
Maykol Sneyder Remolina Soto, Brian Amaya Guzmán, Pedro Antonio Aya-Parra, Oscar J. Perdomo 等
2025
置信度 0.80
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europepmc
2026
置信度 0.80
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This work presents an open-source device for acquiring, correcting, and reconstructing the spectral power distribution (SPD) of LED sources used in controlled environmental agriculture. Unlike direct measurement spectrometers, the system employs a low-cost mul…
europepmc
2026
置信度 0.80
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europepmc
2025
置信度 0.80
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europepmc
2026
置信度 0.80
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Real-time gait analysis is essential for the development of responsive and reliable motorized prosthetics. Deploying advanced deep learning models on resource-constrained embedded systems, however, remains a major challenge. This proof-of-concept study present…
europepmc
João Vitor Y. B. Yamashita, João Paulo R. R. Leite, Jeremias B. Machado
2025
置信度 0.80
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europepmc
2026
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europepmc
2026
置信度 0.80
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europepmc
Amna Khatoon, Weixing Wang, Mengfei Wang, Limin Li 等
2025
置信度 0.80
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Abstract Machine learning (ML) deployments on microcontroller-class hardware, commonly referred to as TinyML, have emerged as a promising approach for trace element monitoring in environmental, agricultural, biomedical, and industrial applications. However, th…
europepmc
2025
置信度 0.80
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europepmc
2025
置信度 0.80
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europepmc
2026
置信度 0.80
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europepmc
2026
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Respiratory diseases remain one of the most significant health challenges in modern swine production, leading to substantial economic losses, compromised animal welfare, and increased antimicrobial use. In recent years, advances in artificial intelligence (AI)…
europepmc
2026
置信度 0.80
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Abstract The integration of neural networks into low-power controller units is revolutionizing EdgeAI, reducing cloud dependency, latency, and energy consumption while enhancing privacy. This paper presents a compact, energy-efficient system for real-time obje…
europepmc
Ch Madhu Bhushan, Priya Koppuravuri, Nomitha Prasanthi, Firoj Gazi 等
2025
置信度 0.80
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europepmc
2026
置信度 0.80
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europepmc
2026
置信度 0.80
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