ACES -- Automatic Configuration of Energy Harvesting Sensors with Reinforcement Learning

no code implementations • 4 Sep 2019 • Francesco Fraternali, Bharathan Balaji, Yuvraj Agarwal, Rajesh K. Gupta

We propose using reinforcement learning to optimize the operation of energy harvesting sensors to maximize sensing quality with available energy.

reinforcement-learning Reinforcement Learning (RL) +1

Resource-Efficient Computing in Wearable Systems

no code implementations • 7 Jul 2019 • Mahdi Pedram, Mahsan Rofouei, Francesco Fraternali, Zhila Esna Ashari, Hassan Ghasemzadeh

We propose two optimization techniques to minimize memory usage and computation while meeting system timing constraints for real-time classification in wearable systems.

Activity Recognition General Classification

Scaling Configuration of Energy Harvesting Sensors with Reinforcement Learning

no code implementations • 27 Nov 2018 • Francesco Fraternali, Bharathan Balaji, Rajesh Gupta

We show that it is possible to reduce the number of RL policies by using a single policy for nodes that share similar lighting conditions.

reinforcement-learning Reinforcement Learning (RL)