Very Efficient Deep Learning in IoT

Teaching the IoT to learn

About

Vedliot

As the Internet of Things (IoT) continues to take shape, promising widespread automation and data exchange, one of the biggest challenges is to act on the data generated. The amount of data collected is huge, the computational power required for processing is high, and the algorithms are complex. The EU-funded VEDLIoT project develops an IoT platform that uses deep learning algorithms distributed throughout the IoT continuum. The proposed new platform with innovative IoT architecture is expected to bring significant benefits to a large number of applications, including industrial robots, self-driving cars, and smart homes. The project offers an Open Call at project midterm, incorporating additional VEDLIoT-related industrial use-cases in the project, increasing the market readiness of the VEDLIoT solutions.

USE

CASES

Industrial

The industrial use case employs DL-based solutions for motor condition monitoring and for arc detection, involving different challenges concerning the usage of DL models. In the former case it is necessary to comply with a ultra-low energy budget, and in the latter it is necessary to ensure a very low false-negative error rate.

Automotive

​The automotive use-case focuses on increasing the processing efficiency DL tasks over the resources that are present in the traffic environment. This will be achieved through distribution of the processing tasks over resources such as the ego vehicle, cellular base station(s) in the close proximity,  as well as the cloud.

Home

In the home domain, VEDLIoT will consider a virtual mirror application in which it will be necessary to deploy the software and execute DNN models on different kinds of hardware, namely at the edge (t.RECS) and on a specialized embedded platform (µ.RECS).

NEWS

Jens Hagemeyer interview for HiPEAC TV

Jens Hagemeyer interview for HiPEAC TV

VEDLIoT project coordinator Jens Hagemeyer (UNIBI) was interviewed for HiPEAC TV during HiPEAC 2022 and the recording is now available! Watch the interview here: https://www.youtube.com/watch?v=ACNSBQT6WsM

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EVENTS

VEDLIoT at Embedded World 2022, June 21-23

VEDLIoT at Embedded World 2022, June 21-23

From 21 to 23 of June, find us at Embedded World 2022, Nuremberg. VEDLIoT will be present with an individual booth - Booth 5-202 (Hall 5, Booth 202) - and will participate in activities planned at the Congatec booth - Booth 5-135 (Hall 5, Booth 135). Come and meet...

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VEDLIoT at IoT Week 2022, June 20-22

VEDLIoT at IoT Week 2022, June 20-22

From 20 to 22 of June, VEDLIoT will be present in IoT Week 2022, Dublin. VEDLIoT will have an individual booth. On the morning of 23 June, and representing the VEDLIoT project, Micha vor dem Berge, from Christmann, will give a 10 minutes presentation at the NG-IoT...

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