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.

Machine learningAI hardwareA61B 5/352A61B 5/02405A61B 5/165A61B 5/346A61B 5/725G16H 40/63A61B 5/0245

AI classification

AI hardware0.98
Machine learning0.76
Planning0.40
Vision0.24
Knowledge representation0.02
Evolutionary computation0.01
Speech0.00
Natural language0.00

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.

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