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Applying reinforcement learning towards automating resource allocation and application scalability in the cloud
(Wiley, 2012-05-30)
Public Infrastructure as a Service (IaaS) clouds such as Amazon, GoGrid and Rackspace deliver computational resources by means of virtualisation technologies. These technologies allow multiple independent virtual machines ...
Transfer learning applied to DRL-Based heat pump control to leverage microgrid energy efficiency
(Elsevier, 2021-09-11)
Domestic hot water accounts for approximately 15% of the total residential energy consumption in Europe, and most of this usage happens during specific periods of the day, resulting in undesirable peak loads. The increase ...
Deep reinforcement learning for home energy management system control
(Elsevier, 2021-12-26)
The use of machine learning techniques has been proven to be a viable solution for smart home energy management. These techniques autonomously control heating and domestic hot water systems, which are the most relevant ...