Surface defect detection methods for industrial products with imbalanced samples: A review of progress in the 2020s
Industrial products typically lack defects in smart manufacturing systems, which leads to an
extremely imbalanced task of recognizing surface defects. With this imbalanced sample …
extremely imbalanced task of recognizing surface defects. With this imbalanced sample …
In-process quality improvement: Concepts, methodologies, and applications
J Shi - IISE transactions, 2023 - Taylor & Francis
This article presents the concepts, methodologies, and applications of In-Process Quality
Improvement (IPQI) in complex manufacturing systems. As opposed to traditional quality …
Improvement (IPQI) in complex manufacturing systems. As opposed to traditional quality …
Control charting methods for monitoring high dimensional data streams: A conceptual classification scheme
There are always challenges in various industrial or non-industrial processes in which the
product quality/service is described by a large number of quality characteristics. Thus …
product quality/service is described by a large number of quality characteristics. Thus …
A generic online nonparametric monitoring and sampling strategy for high-dimensional heterogeneous processes
With the rapid advancement of in-process measurements and sensor technology driven by
zero-defect manufacturing applications, high-dimensional heterogeneous processes that …
zero-defect manufacturing applications, high-dimensional heterogeneous processes that …
Online nonparametric monitoring of heterogeneous data streams with partial observations based on Thompson sampling
With the rapid advancement of sensor technology driven by Internet-of-Things-enabled
applications, tremendous amounts of measurements of heterogeneous data streams are …
applications, tremendous amounts of measurements of heterogeneous data streams are …
Multi-armed bandits for sleep recognition of elderly living in single-resident smart homes
Sleep is an essential activity that affects an individual's health and ability to perform activities
of daily living (ADL). Inadequate sleep reduces cognitive capacity and leads to health …
of daily living (ADL). Inadequate sleep reduces cognitive capacity and leads to health …
Spatial rank-based augmentation for nonparametric online monitoring and adaptive sampling of big data streams
The age of Internet of Things (IoT) has witnessed the rapid development of modern data
acquisition devices and communicating-actuating networks, which enables the generation of …
acquisition devices and communicating-actuating networks, which enables the generation of …
A Bayesian partially observable online change detection approach with Thompson sampling
This article proposes a Bayesian learning framework for online change detection of high-
dimensional data streams where only a subset of variables can be observed at each time …
dimensional data streams where only a subset of variables can be observed at each time …
Adaptive sampling and quick anomaly detection in large networks
The monitoring of data streams with a network structure have drawn increasing attention due
to its wide applications in modern process control. In these applications, high-dimensional …
to its wide applications in modern process control. In these applications, high-dimensional …
Bandit quickest changepoint detection
A Gopalan, B Lakshminarayanan… - Advances in Neural …, 2021 - proceedings.neurips.cc
Many industrial and security applications employ a suite of sensors for detecting abrupt
changes in temporal behavior patterns. These abrupt changes typically manifest locally …
changes in temporal behavior patterns. These abrupt changes typically manifest locally …