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elmug4future

Date, Type of contribution, Location:
28.09.2022,Talk,Friedrichroda
Title:

KI für energieeffiziente Sensorsysteme – Effiziente Überwachung von Maschinen und Anlagen

Authors:

Sebastian Uziel

Event:
Technology Conference “Energy Supply – Complex Growth Market in Transition”
Further information:

Abstract:

The presentation shows how neural networks have to be adapted to run on microcontrollers. Moving such algorithms from the cloud to the sensor reduces the energy consumption for the transmission and calculation of the data in the cloud. The procedure is illustrated by an example from predictive maintenance:

At IMMS, algorithms for embedded systems were designed, optimised and implemented in a demonstrator for AI-based fan monitoring using the machine learning approach TinyML: Motor bearings or fan blades can be directly monitored with the compact retrofittable solution. Defective parts are indicated directly via a red LED.

Related content

Project

SME Digital

Under the name ”Smart Sensor Systems Model Factory“ we are supporting enterprises in their gradual adoption of Industry 4.0 technology.

Press release,

Gemeinsam durch die Krise: Thüringer Netzwerke starten branchenübergreifende Initiative

Informationen, Förder- und Unterstützungsmöglichkeiten für KMU in Thüringen

Press release,

Reinhard Bütikofer zu Besuch im „Mittelstand 4.0-Kompetenzzentrum Ilmenau“

Lösungen zur Vernetzung und zu Energie- und Ressourceneffizienz an TU Ilmenau und IMMS vorgestellt

Press release,

Ramelow besucht „Mittelstand 4.0-Kompetenzzentrum Ilmenau“ am IMMS alias „Modellfabrik Migration“

Sommertour durch Digitalisierungsthemen – dritte Woche #ZukunftThüringen startet am IMMS

Press release,

Bundestagsabgeordneter Tankred Schipanski zu Besuch am IMMS

Forschungspolitiker sieht IMMS als Motor für Industrie 4.0 beim Mittelstand


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Lead application

Adaptive edge AI systems for industrial application

We are researching solutions for adaptive edge AI systems to make AI possible on low-consumption embedded systems in industry and to network them in real time.

Service for R&D

Development of embedded systems

We develop embedded systems for you as complete solutions consisting of sensors and actuators, signal processing and communications technology as well as open-loop and closed-loop controls.

Core topic

Embedded AI

The numerous existing AI algorithms and methods for high-performance computing are unsuitable for embedded systems. We are researching to optimise AI algorithms and methods so that they can be used on embedded systems.

Research field

Smart distributed measurement and test systems

Integrated sensor ICs are the heart of sensor and measurement systems like wireless sensors, stationary or handheld devices. We are researching solutions for ever more powerful sensors with more intrinsic intelligence and task allocation in the network.


Contact

Contact

Dipl.-Hdl. Dipl.-Des. Beate Hövelmans

Head of Corporate Communications

beate.hoevelmans(at)imms.de+49 (0) 3677 874 93 13

Beate Hövelmans is responsible for the text and image editorial work on this website, for the social media presence of IMMS on LinkedIn and YouTube, the annual reports, for press and media relations with regional and specialist media and other communication formats. She provides texts, photographs and video material for your reporting on IMMS, arranges contacts for interviews and is the contact person for events.

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