arrow
返回

Robust route inference and representation for uncertain sensor data

delete2016-01-01
delete0
PRE
AI
H
Haejung Baek *
J
Jemin Kim
Y
Young-Tack Park
DOI:10.1016/j.compeleceng.2015.11.023delete
delete原文链接
delete原文求助
delete分享
delete收藏
摘要

摘要

En 中文
This paper proposes a robust particle filter to deal with incomplete sensor data to predict the user's routes and represents users' movements using a dynamic Bayesian network model that patterns the user's spatiotemporal routine. The proposed particle filter includes robust particle generation to supplement any incorrect and incomplete sensor information, efficient switching/weight functions to reduce computation complexity while considering uncertainty, and resampling to enhance the accuracy of the particles by solving the degeneracy problem. The robust particle filter enhances the accuracy and efficiency with which a user's routes and destinations are determined. (C) 2015 Elsevier Ltd. All rights reserved.
Keyword:
Robust particle filter
Personal assistant
Spatial-temporal context-aware services
Uncertain sensor data
Dynamic Bayesian network model
Route model
AI总结

AI总结

对已上传原文的论文进行重点信息的提取,主要内容包括:简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。

期刊

C
Computers and Electrical Engineering
IF:
4.9
论文数:
6.7K
被引数:
1.3W

机构

M
Myongji University
学者数:
2.1K
论文数: 2.0K
被引数: 4
S
Soongsil University
学者数:
3.4K
论文数: 3.5K
被引数: 3.2K
引用论文

引用论文

EFM: evolutionary fuzzy model for dynamic activities recognition using a smartphone accelerometer
err2013-04-26
err13
PREAI
errFahim, Muhammad; Fatima, Iram; Lee, Sungyoung; Park, Young-Tack
err分享
err收藏
Comprehensive Context Recognizer Based on Multimodal Sensors in a Smartphone
errSENSORS
IF3.5
err2012-09-17
err74
errOAAI
errHan, Manhyung; La The Vinh; Lee, Young-Koo; Lee, Sungyoung
err分享
err收藏
Thalamic projections sustain prefrontal activity during working memory maintenance
err2017-05-03
err0
errOAAI
errScott S Bolkan; Joseph M Stujenske; Sebastien Parnaudeau; Timothy J Spellman; Caroline Rauffenbart; Atheir I Abbas; Alexander Z Harris; Joshua A Gordon; Christoph Kellendonk
err分享
err收藏