教師資料查詢 | 類別: 會議論文 | 教師: 許輝煌 Hsu Hui-huang (瀏覽個人網頁)

標題:Posture Recognition with G-Sensors on Smart Phones
學年101
學期1
發表日期2012/09/26
作品名稱Posture Recognition with G-Sensors on Smart Phones
作品名稱(其他語言)
著者Hsu, Hui-huang; Tsai, Kang-chun; Cheng, Zixue; Huang, Tong-jun
作品所屬單位淡江大學資訊工程學系
出版者
會議名稱The 15th International Conference on Network-Based Information Systems (NBiS- 2012)
會議地點Melbourne, Australia
摘要With the popularity of smart phones in recent years, various sensors on smart phones can be utilized to detect the movement or intention of the smart phone users. In this research, we aim at using the signals collected from the G-sensor in the smart phone to recognize the posture of the user. Signals for sit, stand, walk and run are collected to train an offline neural network as the classifier. After the neural network learns the four postures, we then implement a neural network with the learned connection weights in a smart phone app. The app can record the postures of the user for the whole day and estimate the burned calories accordingly. This app can replace the pedometer to have a more accurate estimate of calorie consumption. Details of the app are presented in this paper. The accuracy of neural networks on posture recognition with G-sensor signals is also verified by five-fold cross-validation.
關鍵字
語言英文
收錄於
會議性質國際
校內研討會地點
研討會時間20120926~20120928
通訊作者
國別澳洲
公開徵稿Y
出版型式電子版
出處Proceedings of the 15th International Conference on Network-Based Information Systems, pp.588-591
相關連結
Google+ 推薦功能,讓全世界都能看到您的推薦!