Reinforcement Learning on Dr. Jane Smith

Reinforcement Learning on Dr. Jane Smithhttps://joaocarlos.github.io/Hugo-academia/tags/reinforcement-learning/Recent content in Reinforcement Learning on Dr. Jane SmithHugoenWed, 20 Sep 2023 00:00:00 +0000Adaptive Sensing for Smart Cities: A Reinforcement Learning Approachhttps://joaocarlos.github.io/Hugo-academia/papers/adaptive-sensing-for-smart-cities-a-reinforcement-learning-approach/Wed, 20 Sep 2023 00:00:00 +0000https://joaocarlos.github.io/Hugo-academia/papers/adaptive-sensing-for-smart-cities-a-reinforcement-learning-approach/Abstract Urban sensing networks face the challenge of balancing data quality with energy consumption. We propose an adaptive sensing framework that uses reinforcement learning to dynamically adjust sampling rates based on environmental conditions and application requirements. Our system reduces energy consumption by 60% while maintaining 95% of the data quality compared to fixed-rate sampling approaches. Citation @inproceedings{smith2023adaptive, title = {Adaptive Sensing for Smart Cities: A Reinforcement Learning Approach}, author = {Smith, Jane and Garcia, Maria}, booktitle = {Proceedings of the ACM Conference on Embedded Networked Sensor Systems (SenSys)}, year = {2023}, doi = {10.