Embedded Systems – System Level Design

Embedded Systems

Embedded systems are computer systems that perform dedicated functions while being parts of a larger system. Our research targets primarily heterogeneous many-core System on a Chip (SoC) platforms where communication happens via the network-on-chip. These SoCs should be designed to meet aggressive performance requirements, while coping with limited battery capacity, thermal design power, and real-time constraints. Over the years, we have considered deterministic, probabilistic, and statistical physics-inspired design paradigms. Lately, our research targets machine learning approaches (e.g., imitation and reinforcement learning) for performance and energy optimization and resource management in heterogeneous SoC platforms.

Embedded Systems

Selected Publications

151 entries « ‹ 1 of 26 › »

Avery, William; Munir, Mustafa; Marculescu, Radu

Scaling Graph Convolutions for Mobile Vision Conference Forthcoming

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, Forthcoming.

Krishnakumar, Anish; Marculescu, Radu; Ogras, Umit Y

INDENT: Incremental Online Decision Tree Training for Domain-Specific Systems-on-Chip Proceedings Article

In: Proceedings of the 41st IEEE/ACM International Conference on Computer-Aided Design (ICCAD), pp. 1-9, 2022.

Krishnakumar, Anish; Ogras, Umit Y; Marculescu, Radu; Kishinevsky, Michael; Mudge, Trevor

Domain-Specific Architectures (DSAs): Research Problems and Promising Approaches Journal Article

In: ACM Transactions on Embedded Computing Systems (TECS), 2022.

Yang, Yuedong; Xue, Zihui; Marculescu, Radu

Anytime Depth Estimation with Limited Sensing and Computation Capabilities on Mobile Devices Proceedings Article

In: The Conference on Robot Learning, 2021.

Li, Guihong; Mandal, Sumit K; Ogras, Umit Y; Marculescu, Radu

FLASH: Fast Neural Architecture Search with Hardware Optimization Journal Article

In: ACM Transactions on Embedded Computing Systems, vol. 20, no. 63, pp. 1-26, 2021.

Goksoy, A Alper; Krishnakumar, Anish; Hassan, Md Sahil; Farcas, Allen J; Akoglu, Ali; Marculescu, Radu; Ogras, Umit Y

DAS: Dynamic Adaptive Scheduling for Energy-Efficient Heterogeneous SoCs Journal Article

In: IEEE Embedded Systems Letters, 2021.

151 entries « ‹ 1 of 26 › »