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Enabling the heterogeneous accelerator model on ultra-low power microcontroller platforms

Contributo in Atti di convegno
Data di Pubblicazione:
2016
Citazione:
Enabling the heterogeneous accelerator model on ultra-low power microcontroller platforms / Conti, F., Palossi, D., Marongiu, A., Rossi, D., Benini, L.. - STAMPA. - (2016), pp. 1201-1206. (19th Design, Automation and Test in Europe Conference and Exhibition, DATE 2016 Dresden 14-18 March 2016) [10.3850/9783981537079_0626].
Abstract:
The stringent power constraints of complex microcontroller based devices (e.g. smart sensors for the IoT) represent an obstacle to the introduction of sophisticated functionality. Programmable accelerators would be extremely beneficial to provide the flexibility and energy efficiency required by fast-evolving IoT applications; however, the integration complexity and sub-10mW power budgets have been considered insurmountable obstacles so far. In this paper we demonstrate the feasibility of coupling a low power microcontroller unit (MCU) with a heterogeneous programmable accelerator for speeding-up computation-intensive algorithms at an ultra-low power (ULP) sub-10mW budget. Specifically, we develop a heterogeneous architecture coupling a Cortex-M series MCU with PULP, a programmable accelerator for ULP parallel computing. Complex functionality is enabled by the support for offloading parallel computational kernels from the MCU to the accelerator using the OpenMP programming model. We prototype this platform using a STM Nucleo board and a PULP FPGA emulator. We show that our methodology can deliver up to 60× gains in performance and energy efficiency on a diverse set of applications, opening the way for a new class of ULP heterogeneous architectures.
Tipologia CRIS:
Relazione in Atti di Convegno
Keywords:
Benchmark testing; Field programmable gate arrays; Computer architecture; Algebra; Kernel; Prototypes; Support vector machines
Elenco autori:
Conti, F; Palossi, D; Marongiu, A; Rossi, D; Benini, L
Autori di Ateneo:
MARONGIU ANDREA
Link alla scheda completa:
https://iris.unimore.it/handle/11380/1171886
Titolo del libro:
Proceedings of the 2016 Design, Automation & Test in Europe Conference & Exhibition (DATE)
Pubblicato in:
PROCEEDINGS - DESIGN, AUTOMATION, AND TEST IN EUROPE CONFERENCE AND EXHIBITION
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