IoT-Based HVAC Control
IoT-Based Multi-Speed HVAC Control: Simulation Results and Testbed Development Maintaining thermal comfort and indoor air quality while minimizing energy consumption is a key challenge in …
Reinforcement Learning
EnergyPlus-SAREF
Ontology-Driven Smart Building Semantics: An EnergyPlus-SAREF Approach The growing complexity of smart buildings and IoT ecosystems demands standardized and interoperable frameworks that can seamlessly integrate …
MAML-RL for HVAC
Analysis of Model-Agnostic Meta-Reinforcement Learning on Automated HVAC Control Heating, Ventilation, and Air Conditioning (HVAC) systems consume nearly one-quarter of global building energy use, making …
MipMap Digital Twin
MipMap Digital Twin: A Scalable IoT-Based Framework for Smart Cities and Circular Economy As cities expand and infrastructures grow more complex, traditional management approaches often …
LSTM-based HVAC Simulator
Accelerating Reinforcement Learning for HVAC Systems Using an LSTM-based Surrogate Simulator Heating, Ventilation, and Air Conditioning (HVAC) systems are among the largest contributors to global …
RL for AoI
Optimizing Age of Information on Real-Life TCP/IP Connections through Reinforcement Learning In modern communication systems, especially within status update-driven applications such as industrial automation, environmental …
Q-Learning for HVAC
User comfort and energy efficiency in HVAC systems by Q-learning This research introduces an intelligent control strategy for Heating, Ventilation, and Air Conditioning (HVAC) systems …
AoI on Real-Life
Measuring Age of Information on Real-Life Connections The Age of Information (AoI) has emerged as a crucial performance metric for evaluating data freshness in real-time …
AoI-aware Smart IoT
Towards AoI-aware Smart IoT Systems As the Internet of Things (IoT) continues to grow, ensuring the timely delivery of information becomes crucial for real-time decision-making …
AoI in Practice
Age of Information in Practice Chapter 12, titled “Age of Information in Practice“, in the book Age of Information: Foundations and Applications, published by Cambridge University …