Developing a TinyML Image Classifier in a Hour

IEEE Open Journal of the Industrial Electronics Society, Год журнала: 2024, Номер 5, С. 946 - 960

Опубликована: Янв. 1, 2024

Язык: Английский

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Bringing Intelligence to the Edge for Structural Health Monitoring: The Case Study of the Z24 Bridge

IEEE Open Journal of the Industrial Electronics Society, Год журнала: 2024, Номер 5, С. 781 - 794

Опубликована: Янв. 1, 2024

Structural health monitoring (SHM) is key in civil engineering because of the importance and aging infrastructure. We argue that applying leading-edge, data-driven methods large-scale complex industrial systems may be beneficial, particularly for accuracy responsiveness. A fundamental step concerns identification best tools to extract meaningful information from vibrational raw signals. To this end, we study application two convolutional neural network architectures have emerged literature efficient feature extraction time series, namely WaveNet MINImally RandOm Convolutional KErnel Transform (MiniRocket). The test bench Z24 bridge progressive damage classification dataset. Results show a model based on reaches state-of-the-art performance, also reducing size computational complexity. proves perfectly suited interpret vibration waveforms directly domain, without any specific preprocessing. On other hand, MiniRocket excels ease configuration (only hyperparameters are tweaked), overall training efficiency, size, lending itself as valuable agile alternative (e.g., rapid prototyping). Our main advancement is, thus, characterization highly effective methods, employable different SHM tasks. assessed performance models embedded platforms, proposing smart sensor system where local hub collects signals constellation inertial sensors infers assessment onsite, allowing self-assess its state resorting connectivity nor cloud resources.

Язык: Английский

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Enhancing μNAS for 1D CNNs on Microcontrollers

Lecture notes in electrical engineering, Год журнала: 2025, Номер unknown, С. 481 - 486

Опубликована: Янв. 1, 2025

Язык: Английский

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TinyML Acceleration with MAX78000

Lecture notes in electrical engineering, Год журнала: 2025, Номер unknown, С. 468 - 474

Опубликована: Янв. 1, 2025

Язык: Английский

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Classification of Skiing Techniques on Embedded System

Lecture notes in electrical engineering, Год журнала: 2025, Номер unknown, С. 475 - 480

Опубликована: Янв. 1, 2025

Язык: Английский

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Neural Architecture Search for Optimized TinyML Applications

Lecture notes in electrical engineering, Год журнала: 2025, Номер unknown, С. 481 - 488

Опубликована: Янв. 1, 2025

Язык: Английский

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Quantization of MobileNetV2 for Resource-Constrained Microcontrollers

Lecture notes in electrical engineering, Год журнала: 2025, Номер unknown, С. 497 - 504

Опубликована: Янв. 1, 2025

Язык: Английский

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Leveraging Neural Architecture Search for Structural Health Monitoring on Resource-Constrained Devices

Lecture notes in electrical engineering, Год журнала: 2025, Номер unknown, С. 323 - 330

Опубликована: Янв. 1, 2025

Язык: Английский

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Green Machine Learning for the IoT (GEMINI): A Position Paper

Lecture notes in electrical engineering, Год журнала: 2025, Номер unknown, С. 339 - 346

Опубликована: Янв. 1, 2025

Язык: Английский

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Performance Comparison of YOLOv8 and YOLOv10 for Traffic Light Detection on a Jetson Nano Board

Lecture notes in electrical engineering, Год журнала: 2025, Номер unknown, С. 242 - 249

Опубликована: Янв. 1, 2025

Язык: Английский

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