Anomaly Detection through Grouping of SMD Machine Sounds Using Hierarchical Clustering

Anomaly Detection through Grouping of SMD Machine Sounds Using Hierarchical Clustering

Surface-mounted device (SMD) assembly machines refer to production lines that assemble a variety of products that fit their purposes. As the required products become more diverse, models that oversee product anomaly detection are also becoming increasing linearly. In order to efficiently oversee pro...

Full description

Bibliographic Details
Main Authors:	Young Jong Song, Ki Hyun Nam, Il Dong Yun
Format:	Article
Language:	English
Published:	MDPI AG 2023-06-01
Series:	Applied Sciences
Subjects:	anomaly detection autoencoder hierarchical clustering
Online Access:	https://www.mdpi.com/2076-3417/13/13/7569

Similar Items

Residual Error Based Anomaly Detection Using Auto-Encoder in SMD Machine Sound
by: Dong Yul Oh, et al.
Published: (2018-04-01)

Fast Adaptive RNN Encoder–Decoder for Anomaly Detection in SMD Assembly Machine
by: YeongHyeon Park, et al.
Published: (2018-10-01)

UNSUPERVISED PROBABILISTIC ANOMALY DETECTION OVER NOMINAL SUBSYSTEM EVENTS THROUGH A HIERARCHICAL VARIATIONAL AUTOENCODER
by: Alexandre Trilla, et al.
Published: (2023-01-01)

Study on Air Traffic Flow Recognition and Anomaly Detection Based on Deep Clustering
by: RAO Dan, SHI Hongwei
Published: (2023-03-01)

Survey on Hierarchical Clustering for Machine Learning
by: WANG Shaojiang, LIU Jia, ZHENG Feng, PAN Yicheng
Published: (2023-01-01)

Self-Supervised Anomaly Detection Using Outliers for Multivariate Time Series
by: Jaehyeop Hong, et al.
Published: (2024-01-01)

BAE: Anomaly Detection Algorithm Based on Clustering and Autoencoder
by: Dongqi Wang, et al.
Published: (2023-08-01)

Deep Convolutional Clustering-Based Time Series Anomaly Detection
by: Gavneet Singh Chadha, et al.
Published: (2021-08-01)

Detecting Anomalous Trajectories and Behavior Patterns Using Hierarchical Clustering from Taxi GPS Data
by: Yulong Wang, et al.
Published: (2018-01-01)

Anomaly Detection in Restaurant Receipts Data
by: Ivan P. Malashin, et al.
Published: (2024-01-01)

From Anomaly Detection to Defect Classification
by: Jaromír Klarák, et al.
Published: (2024-01-01)

IDENTIFYING THE CLUSTER OF FAMILIES AT RISK OF STUNTING IN YOGYAKARTA USING HIERARCHICAL AND NON-HIERARCHICAL APPROACH
by: Ersa Riga Puspita, et al.
Published: (2024-12-01)

Validation of hierarchical gene clusters using repeated measurements /
by: Lim, Fong Tee,ld1987-, author,, et al.
Published: (2011)

Vibration-Based Anomaly Detection in Industrial Machines: A Comparison of Autoencoders and Latent Spaces
by: Luca Radicioni, et al.
Published: (2025-02-01)

Anomaly Detection of Water Level Using Deep Autoencoder
by: Isack Thomas Nicholaus, et al.
Published: (2021-10-01)

Validation of hierarchical gene clusters using repeated measurements [electronic resource] /
by: Lim, Fong Tee,ld1987-, author,
Published: (2011)

Unsupervised Anomaly Video Detection via a Double-Flow ConvLSTM Variational Autoencoder
by: Lin Wang, et al.
Published: (2022-01-01)

Radio Frequency Identification Network Planning Using Ascendant Hierarchical Clustering Algorithm
by: Lamri Sayad
Published: (2024-03-01)

Comparing autoencoder-based approaches for anomaly detection in highway driving scenario images
by: Vasilii Mosin, et al.
Published: (2022-11-01)

Recommendations for validating hierarchical clustering in consumer sensory projects
by: Attila Gere
Published: (2023-01-01)

Hierarchical Sub-Pixel Anomaly Detection Framework for Hyperspectral Imagery
by: Wenzheng Wang, et al.
Published: (2018-10-01)

Hierarchical Anomaly Detection Model for In-Vehicle Networks Using Machine Learning Algorithms
by: Seunghyun Park, et al.
Published: (2020-07-01)

Enhanced federated anomaly detection through autoencoders using summary statistics-based thresholding
by: Sofiane Laridi, et al.
Published: (2024-11-01)

Self-Supervised Autoencoders for Visual Anomaly Detection
by: Alexander Bauer, et al.
Published: (2024-12-01)

Anomaly Detection using LSTM AutoEncoder
by: Mahmoud Moallem, et al.
Published: (2019-04-01)

Applied Hierarchical Cluster Analysis with Average Linkage Algoritm
by: Cindy Cahyaning Astuti, et al.
Published: (2017-11-01)

An ensemble agglomerative hierarchical clustering algorithm based on clusters clustering technique and the novel similarity measurement
by: Teng Li, et al.
Published: (2022-06-01)

Evaluating regional sustainable energy potential through hierarchical clustering and machine learning
by: Selen Avcı Azkeskin, et al.
Published: (2025-01-01)

Deep Autoencoders for Unsupervised Anomaly Detection in Wildfire Prediction
by: İrem Üstek, et al.
Published: (2024-11-01)

Marble Surface Anomaly Detection Using Autoencoder Architecture
by: Yahya Abdullah, et al.
Published: (2024-05-01)

Hyperspectral anomaly detection via memory‐augmented autoencoders
by: Zhe Zhao, et al.
Published: (2023-12-01)

Interpretability-Aware Industrial Anomaly Detection Using Autoencoders
by: Rui Jiang, et al.
Published: (2023-01-01)

A Method for Image Anomaly Detection Based on Distillation and Reconstruction
by: Jiaxiang Luo, et al.
Published: (2023-11-01)

Comparative Evaluation of VAEs, VAE-GANs and AAEs for Anomaly Detection in Network Intrusion Data
by: Mahmoud Mohamed
Published: (2023-12-01)

Regency grouping in East Java based on Variable Type of Agriculture uses Hybrid Hierarchical Clustering Via Mutual Cluster Method
by: Sulthan Fikri Mu'afa, et al.
Published: (2020-03-01)

Which, When, and How: Hierarchical Clustering with Human–Machine Cooperation
by: Huanyang Zheng, et al.
Published: (2016-12-01)

Extracting hierarchical features of cultural variation using network-based clustering
by: Xiran Liu, et al.
Published: (2022-01-01)

Anomaly detection in a fleet of industrial assets with hierarchical statistical modeling
by: Maharshi Dhada, et al.
Published: (2020-01-01)

Detection of Cluster Anomalies With ML Techniques
by: Joanna Kosinska, et al.
Published: (2022-01-01)

Tensor-Based Online Network Anomaly Detection and Diagnosis
by: Mehdi Shajari, et al.
Published: (2022-01-01)