alexander.falzberger

Alexander Falzberger

I am a master's student in "Software Engineering & Internet Computing" at TU Vienna and currently working on my thesis at the HPC Research Group with Prof. Ivona Brandić. The emphasis of my studies lies on Edge Intelligence, combining my interests in IoT, AI, and Distributed Computing.

Projekte & Rollen

Energy-efficient IoT by Continual Learning for Data Reduction in Wireless Sensor Networks

Blogbeiträge

Evaluating the Feasibility of SenseReduce

We tested the SenseReduce framework, based on prediction-based data reduction, on a Raspberry Pi and showed how it can increase energy efficiency in IoT systems.

Data Reduction by Data Prediction

Continual Learning aims to improve Machine Learning model performance in the long term. However, IoT devices lack the capabilities to train the models themselves. Hence, we introduce a modular architecture for client-server model synchronization.