EKI-App: Energy-efficient artificial intelligence in the data center by approximating deep neural networks for field-programmable gate arrays

The goal of the project is to increase the energy efficiency of AI systems for DNN inference by approximation methods and mapping on high-performance FPGAs. By adapting, further developing and providing a software tool chain based on the open source tool FINN for the automated, optimized and hardware-adapted implementation of DNNs on FPGAs and ...

Duration: 01/2023 - 12/2025

Funded by: BMUV

SAIL: SustAInable Life-cycle of Intelligent Socio-Technical Systems

Current systems that incorporate AI technology mainly target the introduction phase, where a core component is training and adaptation of AI models based on given example data. SAIL’s focus on the full life-cycle moves the current emphasis towards sustainable long-term development in real life. The joint project SAIL addresses both basic research ...

Duration: 08/2022 - 07/2026

Funded by: MKW NRW

CRC 901 - Flexible Industrial Analytics on Reconfigurable Systems-on-Chip (Transfer project T1)

Duration: 10/2018 - 03/2022

Funded by: DFG

PACE: Paderborn Center for Advanced Studies

Duration: 01/2016 - 12/2023

Funded by: MKW NRW

Contact: Astrid Canisius, Prof. Dr. Eckhard Steffen

CRC 901 - On-The-Fly Compute Centers I: Heterogeneous Execution Environments (Subproject C2)

The objective of this subproject is the service execution on heterogeneous compute nodes: Which architectures, mechanisms for service migration and programming models are suitable for an efficient operation of heterogeneous compute nodes in an OTF Compute Center? In the third funding period, we will investigate approaches for dealing with the ...

Duration: 07/2011 - 06/2023

Funded by: DFG

CRC 901: On-The-Fly Computing - Individualized IT-services in dynamic markets

The objective of CRC 901 – On-The-Fly Computing (OTF Computing) – is to develop techniques and processes for automatic on-the-fly configuration and provision of individual IT services out of base services that are available on world-wide markets. In addition to the configuration by special OTF service providers and the provision by so-called OTF ...

Duration: 07/2011 - 06/2023

Funded by: DFG

Contact: Dr. Ulf-Peter Schroeder

CRC 901 - Proof-Carrying Services (Subproject B4)

Duration: 01/2011 - 06/2023

Funded by: DFG

EPiCS: Engineering Proprioception in Computing Systems

Duration: 09/2010 - 08/2014

Funded by: European Commission, FP7 FET Integrated Project

MM-RPU – A Multimode Reconfigurable Processing Unit

Duration: 01/2008 - 12/2012

Funded by: Intel Microprozessor Technology Lab