Detecting sensor faults, anomalies and outliers in the internet of things: A survey on the challenges and solutions
The Internet of Things (IoT) has gained significant recognition to become a novel sensing
paradigm to interact with the physical world in this Industry 4.0 era. The IoTs are being used …
paradigm to interact with the physical world in this Industry 4.0 era. The IoTs are being used …
{HAWatcher}:{Semantics-Aware} anomaly detection for appified smart homes
As IoT devices are integrated via automation and coupled with the physical environment,
anomalies in an appified smart home, whether due to attacks or device malfunctions, may …
anomalies in an appified smart home, whether due to attacks or device malfunctions, may …
A systematic survey on sensor failure detection and fault-tolerance in ambient assisted living
NE ElHady, J Provost - Sensors, 2018 - mdpi.com
Ambient Assisted Living (AAL) systems aim to enable the elderly people to stay active and
live independently into older age by monitoring their behaviour, provide the needed …
live independently into older age by monitoring their behaviour, provide the needed …
Detecting and identifying faulty IoT devices in smart home with context extraction
J Choi, H Jeoung, J Kim, Y Ko, W Jung… - 2018 48th annual …, 2018 - ieeexplore.ieee.org
A fast and reliable method to detect faulty IoT devices is indispensable in IoT environments.
In this paper, we present DICE, an automatic method to detect and identify faulty IoT devices …
In this paper, we present DICE, an automatic method to detect and identify faulty IoT devices …
Iot anomaly detection via device interaction graph
With diverse functionalities and advanced platform applications, Internet of Things (IoT)
devices extensively interact with each other, and these interactions govern the legitimate …
devices extensively interact with each other, and these interactions govern the legitimate …
Detecting abnormal events on binary sensors in smart home environments
With a rising ageing population, smart home technologies have been demonstrated as a
promising paradigm to enable technology-driven healthcare delivery. Smart home …
promising paradigm to enable technology-driven healthcare delivery. Smart home …
Idea: A system for efficient failure management in smart iot environments
IoT enabled smart environments are expected to proliferate significantly in the near future,
particularly in the context of monitoring services for wellness living, patient healthcare and …
particularly in the context of monitoring services for wellness living, patient healthcare and …
Anomaly detection models for detecting sensor faults and outliers in the IoT-a survey
A Gaddam, T Wilkin, M Angelova - 2019 13th International …, 2019 - ieeexplore.ieee.org
Over the past few years, the Internet of Things (IoT) has gained significant recognition to
become a novel sensing paradigm to interact with the physical world. The sensors within the …
become a novel sensing paradigm to interact with the physical world. The sensors within the …
A machine learning approach to aircraft sensor error detection and correction
R Swischuk, D Allaire - Journal of Computing and …, 2019 - asmedigitalcollection.asme.org
Sensors are crucial to modern mechanical systems. The location of these sensors can often
make them vulnerable to outside interferences and failures, and the use of sensors over a …
make them vulnerable to outside interferences and failures, and the use of sensors over a …
Towards automatic spatial verification of sensor placement in buildings
Most large, commercial buildings contain thousands of sensors that are manually deployed
and managed. These sensors are used by software and firmware processes to analyze and …
and managed. These sensors are used by software and firmware processes to analyze and …