HEART RATE DRIVEN UNSUPERVISED TECHNIQUES FOR CONTINUOUS MONITORING OF AROUSAL TREND OF USERS
Patent №
US 11,045,136
Granted
2021-06-29
Filed 2018
Owner
TATA CONSULTANCY SERVICES LIMITED
Lab
—
AI components
2
ml · hardware
Assignment
Recorded
Dataset
AIPD
2023_r1 edition
Application
16190800
Traditionally arousal classification has been broadly done in multiple classes but have been insufficient to provide information about how arousal level of user changes over time. Present disclosure propose a continuous and unsupervised approach of monitoring the arousal trend of individual from his/her heart rate by obtaining instantaneous HR for time windows from a resampled time series of RR intervals obtained from ECG signal. A measured average heart rate (a measured HR) is computed from instantaneous HR specific to user for each time window thereby estimating apriori state based on a last instance of an aposteriori state initialized and observation of a state space model of Kalman Filter is determined for computing error and normalizing thereof which gets compared with a threshold for continuous monitoring of arousal trend of the user. The aposterior state is further updated using Kalman gain computed based on measurement noise determined for state space model.
AI classification
Ownership
TATA CONSULTANCY SERVICES LIMITED
assignment · 475020605
Assignors
BHATTACHARJEE, TANUKA, DATTA, SHREYASI, DAS, DEEPAN, DUTTA CHOUDHURY, ANIRBAN, PAL, ARPAN, GHOSH, PRASANTA KUMAR
On an employer assignment, the assignors are typically the inventors.