Core Aspects

Embedded Machine Learning

Artificial Intelligence has the potential to process high-dimensional data very efficiently. We investigate how concepts of Deep Neural Networks or Convolusional Neural Netowrks can be applied to embedded systems.

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Programming Adaptive Systems

To cope with the rising performance requirements of future embedded systems we are developing new energy efficient hardware- and software solutions. We specifically focus on devices that incorporate reconfigurable and adaptive hardware.

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IoT Deployment and the Edge

IoT systems often consist of a great number of networked embedded devices combined with a number of software services in the Cloud and Edge. Management and control of such highly distributed systems is a interesting challenge for IoT systems.

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Embedded Security

IT security is a special challenge for embedded system, due to their limited amount of resources. A potential solution for IoT applications is Physically Unclonable Functions (PUF) on FPGAs.

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Network Function Virtualization

Future network architectures are expected to meet diverse service requirements. One way to overcome these challenges is to adopt Network Function Virtualizatio, Software-Defined Networking and Multi-access Edge Computing.

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Funded Projects

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RIWWER

Intelligent environmental protection - The BMWK-funded RIWWER project aims to reduce the environmental impact of untreated wastewater and implement its solutions to Duisburg's wastewater system.

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elastic AI

elastic AI

The elastic AI ecosystem creates development tools and runtime environments for both embedded and distributed AI applications.

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Neural signal processing using artificial intelligence on an embedded platform (Sp:AI:ke)

How can AI be used in medical implants? The MERCUR project "Neural signal processing using artificial intelligence on an embedded platform" or Sp:AI:ke for short is tackling this question.

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past projects

Completed Projects

Publications

An overview of our publications can be found here.

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