Modeling and energy dynamic control for a ZEH via hybrid model-based deep reinforcement learning

Hybrid control for combining model-based and model-free reinforcement learning

(2022) Allison Pinosky et al.   INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH

Policy and management of carbon peaking and carbon neutrality: A literature review

(2022) Yi-Ming Wei et al.   Engineering

Operational Performance and Load Flexibility Analysis of Japanese Zero Energy House

(2021) Xiaoyi Zhang et al.   International Journal of Environmental Research and Public Health

A Deep Reinforcement Learning-Based Energy Management Strategy for Fuel Cell Hybrid Buses

(2021) Chunhua Zheng et al.   International Journal of Precision Engineering and Manufacturing-Green Technology

Active Building demonstrators for a low-carbon future

(2021) Joanna Clarke et al.   Nature Energy

Measured and modeled performance of internal mass as a thermal energy battery for energy flexible residential buildings

(2019) Marta J.N. Oliveira Panão et al.   APPLIED ENERGY

Frequency control of air conditioners in response to real-time dynamic electricity prices in smart grids

(2019) Maomao Hu et al.   APPLIED ENERGY

Energy optimization associated with thermal comfort and indoor air control via a deep reinforcement learning algorithm

(2019) William Valladares et al.   BUILDING AND ENVIRONMENT

Flexible dispatch of a building energy system using building thermal storage and battery energy storage

(2019) Jide Niu et al.   APPLIED ENERGY

Dynamic photovoltaic building envelopes for adaptive energy and comfort management

(2019) Bratislav Svetozarevic et al.   Nature Energy

Potential of energy flexible buildings: Evaluation of DSM strategies using building thermal mass

(2019) José Sánchez Ramos et al.   ENERGY AND BUILDINGS

Adaptively coordinated optimization of battery aging and energy management in plug-in hybrid electric buses

(2019) Shuo Zhang et al.   APPLIED ENERGY

Modeling techniques used in building HVAC control systems: A review

(2018) Zakia Afroz et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Scenarios of energy efficiency and CO2 emissions reduction potential in the buildings sector in China to year 2050

(2018) Nan Zhou et al.   Nature Energy

IEA EBC Annex 67 Energy Flexible Buildings

(2017) Søren Østergaard Jensen et al.   ENERGY AND BUILDINGS

Ten questions concerning model predictive control for energy efficient buildings

(2016) M. Killian et al.   BUILDING AND ENVIRONMENT

Comparing the performance of on/off, PID and fuzzy controllers applied to the heating system of an energy-efficient building

(2016) Giulia Ulpiani et al.   ENERGY AND BUILDINGS

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE

An interactive building power demand management strategy for facilitating smart grid optimization

(2013) Xue Xue et al.   APPLIED ENERGY