DCR: A new distributed model for human activity recognition in smart homes

作者：

Highlights：

• Proposes a distributed reasoning model to identifiy human activities in smart homes.

• Heterogeneous, autonomous and collaborating agents are distributed in the smart home.

• Agents observe sensor data, make predictions and collaborate to recognize activities.

• Defines conflict resolution strategies to increase the recognition accuracy.

• Proposes a distributed online learning approach using learning agents.

摘要

•Proposes a distributed reasoning model to identifiy human activities in smart homes.•Heterogeneous, autonomous and collaborating agents are distributed in the smart home.•Agents observe sensor data, make predictions and collaborate to recognize activities.•Defines conflict resolution strategies to increase the recognition accuracy.•Proposes a distributed online learning approach using learning agents.

论文关键词：Human activity recognition,Distributed reasoning,Multi-agent system,Smart homes,Online learning

论文评审过程：Received 24 April 2019, Revised 7 July 2019, Accepted 26 July 2019, Available online 31 July 2019, Version of Record 20 August 2019.

论文官网地址：https://doi.org/10.1016/j.eswa.2019.112849