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

ISC High Performance 2023

ISC High Performance 2023

Last week, from 21st to 25th May, the VEDLIoT project actively participated in the ISC High Performance 2023 event held in Hamburg, Germany. The ISC High Performance conference and exhibition is a prominent gathering focusing on high-performance computing, networking,...

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Computing Frontiers 2023

Computing Frontiers 2023

VEDLIoT participated in the 20th ACM International Conference on Computer Frontiers 2023 from 9 to 11 May, in Bologna, Italy. Pedro Trancoso, from Chalmers, made two presentations, one at the Architecture for Machine Learning session about the work on ARADA: Adaptive...

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EVENTS

VEDLIoT at Computing Frontiers 2023

VEDLIoT at Computing Frontiers 2023

We are one week away from participating in the 20th ACM International Conference on Computing Frontiers 2023 which will take place from 9 to 11 May, in Bologna, Italy. On 10 May, Pedro Trancoso will present the paper ARADA: Adaptive Resource Allocation for improving...

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VEDLIoT at Hannover Messe 2023

VEDLIoT at Hannover Messe 2023

Next week, VEDLIoT will be present at the Hannover Messe from 17 to 21 of April 2023. The Smart Mirror and VEDLIoT hardware will be demonstrated, more details about the booth can be found here. The VEDLIoT Open Call project BEAM_IDL will join with a presentation,...

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