Sensor data collection and analytics with thingsboard and spark streaming

LT De Paolis, V De Luca… - 2018 IEEE workshop on …, 2018 - ieeexplore.ieee.org
The diffusion of small low cost sensors has opened new opportunities for the design of real-
time monitoring systems in several application fields. Internet of Things (IoT) is a new branch …

Real time analysis of sensor data for the Internet of Things by means of clustering and event processing

H Hromic, D Le Phuoc, M Serrano… - 2015 IEEE …, 2015 - ieeexplore.ieee.org
Sensor technology and sensor networks have evolved so rapidly that they are now
considered a core driver of the Internet of Things (IoT), however data analytics on IoT …

Scalable and reliable multi-dimensional sensor data aggregation in data streaming architectures

S Henning, W Hasselbring - Data-Enabled Discovery and Applications, 2020 - Springer
Ever-increasing amounts of data and requirements to process them in real time lead to more
and more analytics platforms and software systems designed according to the concept of …

Sensor observation streams within cloud-based IoT platforms: Challenges and directions

A Auger, E Exposito, E Lochin - 2017 20th Conference on …, 2017 - ieeexplore.ieee.org
Observation streams can be considered as a special case of data streams produced by
sensors. With the growth of the Internet of Things (IoT), more and more connected sensors …

Scalable and reliable multi-dimensional aggregation of sensor data streams

S Henning, W Hasselbring - … Conference on Big Data (Big Data …, 2019 - ieeexplore.ieee.org
Ever-increasing amounts of data and requirements to process them in real time lead to more
and more analytics platforms and software systems being designed according to the concept …

An edge-stream computing infrastructure for real-time analysis of wearable sensors data

L Greco, P Ritrovato, F Xhafa - Future Generation Computer Systems, 2019 - Elsevier
The fast development of IoT in general and wearable smart sensors in particular in the
context of wellness and healthcare are demanding for definition of specific infrastructure …

Experimental study on the performance and resource utilization of data streaming frameworks

S Chatterjee, C Morin - … Symposium on Cluster, Cloud and Grid …, 2018 - ieeexplore.ieee.org
With the advent of the Internet of Things (IoT), data stream processing have gained
increased attention due to the ever-increasing need to process heterogeneous and …

Internet of things as a service (itaas): Challenges and solutions for management of sensor data on the cloud and the fog

EGM Petrakis, S Sotiriadis, T Soultanopoulos… - Internet of Things, 2018 - Elsevier
Building upon cloud, IoT and smart sensors technologies we design and develop an IoT as
a Service (iTaaS) framework, that transforms a user's mobile device (eg a smart phone) to an …

Dependable iot data stream processing for monitoring and control of urban infrastructures

MK Geldenhuys, J Will, BJJ Pfister… - 2021 IEEE …, 2021 - ieeexplore.ieee.org
The Internet of Things describes a network of physical devices interacting and producing
vast streams of sensor data. At present there are a number of general challenges which exist …

Detecting irregular patterns in IoT streaming data for fall detection

S Mahfuz, H Isah, F Zulkernine… - 2018 IEEE 9th annual …, 2018 - ieeexplore.ieee.org
Detecting patterns in real time streaming data has been an interesting and challenging data
analytics problem. With the proliferation of a variety of sensor devices, real-time analytics of …