Comparing the online learning capabilities of Gaussian ARTMAP and Fuzzy ARTMAP for building energy management systems

作者:

Highlights:

• We created a UCLan Westlakes Samuel Lindow Building heat simulation model.

• We created a Fuzzy ARTMAP building energy management system with online learning.

• We created a Gaussian ARTMAP building energy management system with online learning.

• We compared which of the two creates a more efficient building energy management system.

• Gaussian ARTMAP is better for use in building energy management system with online learning.

摘要

•We created a UCLan Westlakes Samuel Lindow Building heat simulation model.•We created a Fuzzy ARTMAP building energy management system with online learning.•We created a Gaussian ARTMAP building energy management system with online learning.•We compared which of the two creates a more efficient building energy management system.•Gaussian ARTMAP is better for use in building energy management system with online learning.

论文关键词:Artificial neural network,Adaptive resonance theory,ARTMAP,Gaussian distribution,Gaussian classifier

论文评审过程:Available online 11 May 2013.

论文官网地址:https://doi.org/10.1016/j.eswa.2013.05.024