DocumentCode
584405
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
fYear
2012
fDate
11-13 Aug. 2012
Firstpage
1034
Lastpage
1037
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;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Science & Service System (CSSS), 2012 International Conference on
Conference_Location
Nanjing
Print_ISBN
978-1-4673-0721-5
Type
conf
DOI
10.1109/CSSS.2012.262
Filename
6394500
Link To Document