Detecting sensor faults, anomalies and outliers in the internet of things: A survey on the challenges and solutions

A Gaddam, T Wilkin, M Angelova, J Gaddam - Electronics, 2020 - mdpi.com
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 …

{HAWatcher}:{Semantics-Aware} anomaly detection for appified smart homes

C Fu, Q Zeng, X Du - … USENIX Security Symposium (USENIX Security 21 …, 2021 - usenix.org
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 …

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 …

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 …

Iot anomaly detection via device interaction graph

J Wang, Z Li, M Sun, B Yuan… - 2023 53rd Annual IEEE …, 2023 - ieeexplore.ieee.org
With diverse functionalities and advanced platform applications, Internet of Things (IoT)
devices extensively interact with each other, and these interactions govern the legitimate …

Detecting abnormal events on binary sensors in smart home environments

J Ye, G Stevenson, S Dobson - Pervasive and Mobile Computing, 2016 - Elsevier
With a rising ageing population, smart home technologies have been demonstrated as a
promising paradigm to enable technology-driven healthcare delivery. Smart home …

Idea: A system for efficient failure management in smart iot environments

PA Kodeswaran, R Kokku, S Sen… - Proceedings of the 14th …, 2016 - dl.acm.org
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 …

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 …

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 …

Towards automatic spatial verification of sensor placement in buildings

D Hong, J Ortiz, K Whitehouse, D Culler - … of the 5th ACM Workshop on …, 2013 - dl.acm.org
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 …