Sensor-Based Activity Recognition

被引:738
作者
Chen, Liming [1 ]
Hoey, Jesse [2 ]
Nugent, Chris D. [1 ]
Cook, Diane J. [3 ]
Yu, Zhiwen [4 ]
机构
[1] Univ Ulster, Sch Comp & Math, Belfast BT37 0QB, Antrim, North Ireland
[2] Univ Waterloo, David R Cheriton Sch Comp Sci, Waterloo, ON N2L 3G1, Canada
[3] Washington State Univ, Sch Elect Engn & Comp Sci, Pullman, WA 99164 USA
[4] Northwestern Polytech Univ, Sch Comp Sci, Xian 710072, Peoples R China
来源
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS | 2012年 / 42卷 / 06期
基金
美国国家科学基金会;
关键词
Activity modeling; activity monitoring; activity recognition; dense sensing; pervasive computing; SMART HOMES; ONTOLOGY; MODELS; FRAMEWORK; COMPUTER; VIDEO; ASSISTANCE; MOVEMENT; LOCATION; BEHAVIOR;
D O I
10.1109/TSMCC.2012.2198883
中图分类号
TP18 [人工智能理论];
学科分类号
140502 [人工智能];
摘要
Research on sensor-based activity recognition has, recently, made significant progress and is attracting growing attention in a number of disciplines and application domains. However, there is a lack of high-level overview on this topic that can inform related communities of the research state of the art. In this paper, we present a comprehensive survey to examine the development and current status of various aspects of sensor-based activity recognition. We first discuss the general rationale and distinctions of vision-based and sensor-based activity recognition. Then, we review the major approaches and methods associated with sensor-based activity monitoring, modeling, and recognition from which strengths and weaknesses of those approaches are highlighted. We make a primary distinction in this paper between data-driven and knowledge-driven approaches, and use this distinction to structure our survey. We also discuss some promising directions for future research.
引用
收藏
页码:790 / 808
页数:19
相关论文
共 159 条
[1]
AAAI, 2011, ACT CONT REPR TECHN
[2]
AAAI, 2011, WORKSH PLAN ACT INT
[3]
Human Activity Analysis: A Review [J].
Aggarwal, J. K. ;
Ryoo, M. S. .
ACM COMPUTING SURVEYS, 2011, 43 (03)
[4]
Human motion analysis: A review [J].
Aggarwal, JK ;
Cai, Q .
COMPUTER VISION AND IMAGE UNDERSTANDING, 1999, 73 (03) :428-440
[5]
Aipperspach R, 2006, LECT NOTES COMPUT SC, V3968, P337
[6]
Akdemir U., 2008, Proc. ACMMM, P709, DOI DOI 10.1145/1459359.1459466
[7]
Wireless sensor networks for healthcare: A survey [J].
Alemdar, Hande ;
Ersoy, Cem .
COMPUTER NETWORKS, 2010, 54 (15) :2688-2710
[8]
[Anonymous], 1995, Technical report
[9]
[Anonymous], C UB COMP
[10]
[Anonymous], INT JOINT C AMB INT