I am working on application in which I have to read heart beat till one minute and calculate heart rate variability from it.
for reading heart beat I am using strap(Polar)
Heart beat reading code I have used from link
for calculating HRV I gone through following links but nothing helps:
Research article on SDNN/RMSSD
RMSSD for HRV Analysis
Comparison between HR and HRV
Please provide formula from which i can get HRV(RMSSD) from HR and duration to get HR is one minute.
Any help would be appreciated..
EDIT:
I have got RR value with following code:
- (void) updateWithHRMData:(NSData *)datas {
const uint8_t *reportData = [datas bytes];
uint16_t bpm = 0;
uint16_t bpm2 = 0;
if ((reportData[0] & 0x04) == 0)
{
NSLog(@"%@", @"Data are not present");
}
else
{
bpm = CFSwapInt16LittleToHost(*(uint16_t *)(&reportData[2]));
bpm2 = CFSwapInt16LittleToHost(*(uint16_t *)(&reportData[4]));
if (bpm != 0 || bpm2 != 0) {
NSLog(@"%u", bpm);
if (bpm2 != 0) {
NSLog(@"%u", bpm2);
}
}
}
}
My Question is I am getting RR values like:666,636,645 .... etc
but when I use HRV +
application and export RR values via email it shows values like 0.785,0.734,0.724 etc.. and if I do calculation with RR values of mine with following formula:
RMSSD =
It gives me completely wrong result.
Please help.
EDIT:
//==================RR
if ((reportData[0] & 0x04) == 0)
{
NSLog(@"%@", @"Data are not present");
}
else
{
uint16_t rr2 = CFSwapInt16LittleToHost(*(uint16_t *)(&reportData[2]));
RR = CFSwapInt16LittleToHost(*(uint16_t *)(&reportData[4]));
//sometimes two values of RR may found so there are two RR: RR and rr2 which added in array and all calculation goes after one minute
if (rr2 > 0 || RR > 0) {
NSLog(@"RR2 %u", rr2);
if (rr2>0) {
[RRArray addObject:[NSNumber numberWithInt:rr2]];
}
if (RR != 0) {
NSLog(@"RR %u", RR);
[RRArray addObject:[NSNumber numberWithInt:RR]];
}
}
}
}
You need to perform the statistical calculations described in section 2.2.1 of your first linked article.
You cannot calculate the HRV from the heart rate - your need to use RR intervals.
You need to check the data returned by your sensor to see if bit 4 of the flag byte is set - this indicates the presence of RR data. You can then read the RR data into an array, converting the 16 bit sample data into NSNumber
s . You can adapt the code from the tutorial that converts the 16 bit heart beat values to an int.
Once you have collected enough samples (And I am not sure that 1 minutes worth of samples will be statistically valid, but I am not a statistician) then you can perform the analysis.
THB will be the number of RR intervals in your array
MRR or I(BAR) you can calculate as follows -
float rrTotal=0;
for (int i=1;i<[rrIntervals count]; i++) {
rrTotal+=[[rrIntervals objectAtIndex:i] intValue];
}
float mrr = rrTotal/([rrIntervals count]-1);
SDNN (which is your HRV) is calculated as follows -
float sdnnTotal = 0;
for (int i=1;i<[rrIntervals count]; i++) {
sdnTotal+=pow( [[rrIntervals objectAtIndex:i] intValue] - mrr,2) ;
}
float sdnn = sqrt(sdnTotal/([rrIntervals count]-1));
You can keep recalculating the HRV as you add more data to the array.
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