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- research-articleOctober 2016
Self-aware systems for the internet-of-things
CODES '16: Proceedings of the Eleventh IEEE/ACM/IFIP International Conference on Hardware/Software Codesign and System SynthesisArticle No.: 21, Pages 1–9https://doi.org/10.1145/2968456.2974043The IoT will host a large number of co-existing cyber-physical applications. Continuous change, application interference, environment dynamics and uncertainty lead to complex effects which must be controlled to give performance and application ...
- research-articleOctober 2016
Security and privacy challenges in IoT-based machine-to-machine collaborative scenarios
CODES '16: Proceedings of the Eleventh IEEE/ACM/IFIP International Conference on Hardware/Software Codesign and System SynthesisArticle No.: 30, Pages 1–2https://doi.org/10.1145/2968456.2974008Security is important in IoT as any other computing systems. However, standard solutions are necessary but not sufficient due to the added dimensions of their presence in physical space and the possibility for them to interact. This talk presents a new ...
- research-articleOctober 2016
Conquering MPSoC complexity with principles of a self-aware information processing factory
CODES '16: Proceedings of the Eleventh IEEE/ACM/IFIP International Conference on Hardware/Software Codesign and System SynthesisArticle No.: 37, Pages 1–4https://doi.org/10.1145/2968456.2973275We introduce the idea of an Information Processing Factory as a step towards autonomous many-core platforms in Cyber-Physical Systems (CPS) and the Internet of Things (IoT). It represents a paradigm shift in platform design moving long term, with robust ...
- research-articleOctober 2016
On-the-fly computing: self-aware heterogeneous multi-cores
CODES '16: Proceedings of the Eleventh IEEE/ACM/IFIP International Conference on Hardware/Software Codesign and System SynthesisArticle No.: 36, Pages 1–2https://doi.org/10.1145/2968456.2973274In this extended abstract, we briefly survey the vision and goals of On-The-Fly (OTF) computing. Then we turn to heterogeneous multi-cores which, as platforms for OTF computing scenarios, have to support a high dynamics in both the workload and the ...
- research-articleOctober 2016
Making the internet-of-things a reality: from smart models, sensing and actuation to energy-efficient architectures
CODES '16: Proceedings of the Eleventh IEEE/ACM/IFIP International Conference on Hardware/Software Codesign and System SynthesisArticle No.: 25, Pages 1–10https://doi.org/10.1145/2968456.2973272Advances in the physical sciences and engineering enable the development of internet-of-things (IoT) to understand, interface / interact and engineer physical world (systems). However, the deployment of multitude of wireless sensors and agents spanning ...
- research-articleOctober 2016
Zero and data reuse-aware fast convolution for deep neural networks on GPU
CODES '16: Proceedings of the Eleventh IEEE/ACM/IFIP International Conference on Hardware/Software Codesign and System SynthesisArticle No.: 33, Pages 1–10https://doi.org/10.1145/2968456.2968476Convolution operations dominate the total execution time of deep convolutional neural networks (CNNs). In this paper, we aim at enhancing the performance of the state-of-the-art convolution algorithm (called Winograd convolution) on the GPU. Our work is ...
- research-articleOctober 2016
Nano-engineered architectures for ultra-low power wireless body sensor nodes
- Rubén Braojos,
- David Atienza,
- Mohamed M. Sabry Aly,
- Tony F. Wu,
- H.-S. Philip Wong,
- Subhasish Mitra,
- Giovanni Ansaloni
CODES '16: Proceedings of the Eleventh IEEE/ACM/IFIP International Conference on Hardware/Software Codesign and System SynthesisArticle No.: 23, Pages 1–10https://doi.org/10.1145/2968456.2968464Wireless body sensor nodes (WBSNs) are miniaturized devices that are able to acquire, process and transmit bio-signals (such as electrocardiograms, respiration or human-body kinetics). WBSNs face major design challenges due to extremely limited power ...
- research-articleOctober 2016
Fault injection at host-compiled level with static fault set reduction for SoC firmware robustness testing
CODES '16: Proceedings of the Eleventh IEEE/ACM/IFIP International Conference on Hardware/Software Codesign and System SynthesisArticle No.: 18, Pages 1–10https://doi.org/10.1145/2968456.2968463Decreasing hardware reliability makes robust firmware imperative for safety-critical applications. Hence, ensuring correct handling of errors in peripherals is a key objective during firmware design. To adequately support robustness considerations of ...
- research-articleOctober 2016
Runtime configurable deep neural networks for energy-accuracy trade-off
CODES '16: Proceedings of the Eleventh IEEE/ACM/IFIP International Conference on Hardware/Software Codesign and System SynthesisArticle No.: 34, Pages 1–10https://doi.org/10.1145/2968456.2968458We present a novel dynamic configuration technique for deep neural networks that permits step-wise energy-accuracy tradeoffs during runtime. Our configuration technique adjusts the number of channels in the network dynamically depending on response time,...