A Long-Short Term Memory Recurrent Neural Network Based Reinforcement Learning Controller for Office Heating Ventilation and Air Conditioning Systems

Energy optimization using metaheuristic bat algorithm assisted controller tuning for industrial and residential applications

(2017) VR Divyesh et al.   TRANSACTIONS OF THE INSTITUTE OF MEASUREMENT AND CONTROL

LSTM: A Search Space Odyssey

(2017) Klaus Greff et al.   IEEE Transactions on Neural Networks and Learning Systems

A Modifier-Adaptation Strategy towards Offset-Free Economic MPC

(2016) Marco Vaccari et al.   Processes

Energy efficient model based algorithm for control of building HVAC systems

(2015) V. Kirubakaran et al.   ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE

Explicit model predictive control of split-type air conditioning system

(2015) Chinmay Sahu et al.   TRANSACTIONS OF THE INSTITUTE OF MEASUREMENT AND CONTROL

Reinforcement learning in robotics: A survey

(2013) Jens Kober et al.   INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH

A Real-Time Optimization Framework for the Iterative Controller Tuning Problem

(2013) Gene Bunin et al.   Processes

Experimental analysis of model predictive control for an energy efficient building heating system

(2011) Jan Široký et al.   APPLIED ENERGY

Energy efficient model predictive building temperature control

(2011) Matt Wallace et al.   CHEMICAL ENGINEERING SCIENCE

Selecting PID Control Gains for Nonlinear HVAC&R Systems

(2011) Dongwon Lim et al.   HVAC&R RESEARCH

Nonlinear multivariable control and performance analysis of an air-handling unit

(2010) Hamed Moradi et al.   ENERGY AND BUILDINGS

An investigation of optimal control of passive building thermal storage with real time pricing

(2010) Erik M. Greensfelder et al.   Journal of Building Performance Simulation

Development of an adaptive Smith predictor-based self-tuning PI controller for an HVAC system in a test room

(2008) Jianbo Bai et al.   ENERGY AND BUILDINGS

MIMO Robust Control for HVAC Systems

(2008) M. Anderson et al.   IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY

A review on buildings energy consumption information

(2007) Luis Pérez-Lombard et al.   ENERGY AND BUILDINGS