TY - GEN
T1 - Optimizing activity detection via sensor fusion
AU - Khondoker, Farib
AU - Thornton, Trevor
AU - Spanias, Andreas
AU - Shanthamallu, Uday Shankar
N1 - Funding Information:
ACKNOWLEDGEMENT This material is based upon work supported by the National Science Foundation under Grant No. CNS 1659871 Research Experiences for Undergraduates (REU) Site: Sensors, Signal and Information Processing (SenSIP) Devices and Algorithms.
Publisher Copyright:
©2018 IEEE
PY - 2019/2/1
Y1 - 2019/2/1
N2 - Internet of Things (IoT) has enabled several applications related to data analytics. In this paper, an intuitive method for optimizing activity detection data is presented. Further applications include exploring detection accuracies of physical activities such as walking intensity and movement on stairs. This method utilizes different Microcontroller Units (MCUs) with embedded sensors which are used for activity detection. Additionally, this method also incorporates supervised learning - more specifically the Fine Gaussian SVM, to generate a predictive model for activity optimization.
AB - Internet of Things (IoT) has enabled several applications related to data analytics. In this paper, an intuitive method for optimizing activity detection data is presented. Further applications include exploring detection accuracies of physical activities such as walking intensity and movement on stairs. This method utilizes different Microcontroller Units (MCUs) with embedded sensors which are used for activity detection. Additionally, this method also incorporates supervised learning - more specifically the Fine Gaussian SVM, to generate a predictive model for activity optimization.
UR - http://www.scopus.com/inward/record.url?scp=85062829875&partnerID=8YFLogxK
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U2 - 10.1109/IISA.2018.8633623
DO - 10.1109/IISA.2018.8633623
M3 - Conference contribution
AN - SCOPUS:85062829875
T3 - 2018 9th International Conference on Information, Intelligence, Systems and Applications, IISA 2018
BT - 2018 9th International Conference on Information, Intelligence, Systems and Applications, IISA 2018
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 9th International Conference on Information, Intelligence, Systems and Applications, IISA 2018
Y2 - 23 July 2018 through 25 July 2018
ER -