.png){kind=icon}
返回
An Efficient Anomalous Sound Detection System for Microcontrollers
.png){kind=icon}
OA
AI
DOI：10.3390/s24237478.png)
.png){kind=icon}
.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Anomalous Sound Detection (ASD) systems are pivotal in the Industrial Internet of Things (IIoT). Through the early detection of machines' anomalies, these systems facilitate proactive maintenance, thereby mitigating potential losses. Although prior studies have improved system accuracy using various advanced machine learning technologies, they frequently neglect the associated substantial computing and storage demands, which are crucial in resource-constrained IIoT environments. In this paper, we propose an ASD system that is efficiently optimized for both software and hardware considerations regarding edge intelligence. For the software aspect, we identify signal variation as a critical issue for ASD. Hence, we introduce a suite of lightweight yet robust processing techniques that enhance accuracy while minimizing resource consumption. As for the hardware aspect, we find that memory constraints may be a significant challenge for deploying ASD systems on microcontrollers (MCUs). Therefore, we propose a memory-aware pruning algorithm specialized for ASD to fit into MCUs' constraints. Finally, we evaluate our method on the DCASE dataset, and the results show that our system achieves favorable outcomes in both accuracy and resource efficiency, marking our contribution to ASD system practice.
Keyword:
anomalous sound detection
Industrial Internet of Things
edge intelligence
model compression
microcontrollers
AI总结
对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。
期刊
IF:
3.5
论文数:
7.2W
被引数:
20.9W
机构
引用论文
Noise-Level Aware Compressed Analysis Framework for Robust Electrocardiography Signal Monitoring
PREAI
分享收藏The power of obfuscation techniques in malicious JavaScript code: A measurement study恶意JavaScript代码中混淆技术的功能: 一项测量研究OAAI
OAAI分享收藏分享收藏Conformational Changes in Cryptophane Having C1-Symmetry Studied by Vibrational Circular Dichroism
PREAI
分享收藏Pruning and quantization for deep neural network acceleration: A survey用于深度神经网络加速的修剪和量化: 一项调查.png)
NEUROCOMPUTINGOAAI
NEUROCOMPUTINGIF6.5
OAAI分享收藏Callitrichids as phyletic dwarfs, and the place of the callitrichidae in platyrrhiniPrimates
PrimatesIF0
PREAI
分享收藏
查看更多内容