Compiler-aware AI Hardware Design for Edge Devices

by Paul Palomero Bernardo, Patrick Schmid, Christoph Gerum, and Oliver Bringmann
In Proceedings of the 8th International Workshop on Edge Systems, Analytics and Networking, pages 31–36. Association for Computing Machinery, 2025.

Keywords: edge computing, hardware accelerator, deep learning compiler

A Hardware-assisted Approach for Non-invasive and Fine-grained Memory Power Management in MCUs

by Michael Kuhn, Patrick Schmid, and Oliver Bringmann
In 2025 Design, Automation & Test in Europe Conference & Exhibition (DATE), 2025.

Keywords: Computer architecture, Embedded Systems, Energy efficiency, Low-power electronics, Memory architecture

GOURD: Tensorizing Streaming Applications to Generate Multi-Instance Compute Platforms

by Patrick Schmid, Paul Palomero Bernardo, Christoph Gerum, and Oliver Bringmann
In IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems 43(11): 4166-4177, 2024.

Keywords: Integrated circuits, Actuators, Design automation, Shape, Memory architecture, Focusing, Edge AI, Hardware, Sensors, Data orchestration, hardware platform generation, multidimensional data flow, synchronization

A scalable risc-v hardware platform for intelligent sensor processing

by Paul Palomero Bernardo, Patrick Schmid, Oliver Bringmann, Mohammed Iftekhar, Babak Sadiye, Wolfgang Mueller, Andreas Koch, Eyck Jentzsch, Axel Sauer, Ingo Feldner, and others
In 2024 Design, Automation & Test in Europe Conference & Exhibition (DATE), pages 1–5, 2024.

Template-Based DSP Accelerator for Efficient Audio Processing in ML applications

Master’s Thesis

Implementation of a software controlled power management controller

Master’s thesis