Title :
BP Neural Network for Human Activity Recognition in Smart Home
Author :
Hongqing Fang ; Lei He
Author_Institution :
Coll. of Energy & Electr. Eng., Hohai Univ., Nanjing, China
Abstract :
In this paper, BP (back propagation) neural network is applied to represent and recognize human activities from observed sensor sequences. The proper features for activity recognition are selected. Then, the model of BP neural network for activity recognition is established. The results show that BP neural network can recognize human activity successfully and achieve good recognition accuracy.
Keywords :
backpropagation; home computing; neural nets; BP neural network; back propagation neural network; human activity recognition; sensor sequences; Accuracy; Biological neural networks; Educational institutions; Humans; Neurons; Smart homes; BP neural network; human activity recognition; motion sensors; smart home;
Conference_Titel :
Computer Science & Service System (CSSS), 2012 International Conference on
Conference_Location :
Nanjing
Print_ISBN :
978-1-4673-0721-5
DOI :
10.1109/CSSS.2012.262
