Search Results for author: Behnam Dezfouli

Found 3 papers, 0 papers with code

Leveraging Machine Learning for Accurate IoT Device Identification in Dynamic Wireless Contexts

no code implementations15 May 2024 Bhagyashri Tushir, Vikram K Ramanna, Yuhong Liu, Behnam Dezfouli

Additionally, we reveal the critical impact of wireless channel dynamics on the accuracy of device identification based on device latency.

IoT Device Identification

EAPS: Edge-Assisted Predictive Sleep Scheduling for 802.11 IoT Stations

no code implementations28 Jun 2020 Jaykumar Sheth, Cyrus Miremadi, Amir Dezfouli, Behnam Dezfouli

Unfortunately, the main energy efficiency mechanisms of 802. 11, namely PSM and APSD, fall short when used in IoT applications.

Scheduling

Image Classification on IoT Edge Devices: Profiling and Modeling

no code implementations24 Feb 2019 Salma Abdel Magid, Francesco Petrini, Behnam Dezfouli

In addition, in order to provide a means of predicting the energy consumption of an edge device performing image classification, we investigate the usage of three machine learning algorithms using the data generated from our experiments.

Classification Edge-computing +2

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