Vivosmart 4, Garmin Inc., Olathe, KS, USA [64] |
Monitoring stress score using HRV, sleep quality, and activity (step, distance, calories, floors) |
Wristband |
HR, HRV, accelerometer, oxygen saturation |
Yes, Bluetooth Low Energy (BLE) and ANT+ |
Not clinically validated |
☆☆☆ |
Rhythm24, Scosche Inc., Oxnard, CA, USA [65] |
Monitoring heart rate data |
Armband |
HR, HRV |
Yes, BLE/ANT+ Connection |
Investigation showed reliable readings [66] |
☆☆☆ |
E4 wristband, Empatica Inc., Cambridge, MA, USA [67] |
Collecting physiological and movement data only |
Wristband |
HR, HRV, EDA, ST, acceleration |
Yes, BLE and data uploaded to cloud |
Comparable readings to chest strap [66] |
☆☆☆☆ |
Embrace, Empatica Inc., Cambridge, MA, USA [68] |
Alerts epileptics (or caregivers) when an attack occurs in ASD population |
Watch |
HR using PPG, EDA, ST, and activity |
Yes, using BLE |
Clinically validated and FDA approved [69] |
☆☆☆☆☆ |
PulseOn OHR, PulseOn, Espoo, Finland [70] |
Monitoring physiological and movement data |
Wristband |
HR, HRV, acceleration |
Yes, real-time transfer to application using BLE |
HR/HRV are reliable only during resting condition [71] |
☆☆☆ |
ViSi Mobile, Sotera Wireless Inc., San Diego, CA [72] |
Monitoring physiological data |
Wristband |
ECG, HR, pulse rate, BP, RR, SpO2, and ST |
Yes, using WiFi |
FDA approved for blood pressure monitoring [73] |
☆☆☆ |
BioHarness 3.0, Zephyr Technology, Annapolis, MD, USA [74] |
Physiological and activity data collection |
Chest strap |
HR, HRV, EDA, body temperature, RR, activity, location |
Yes, using BLE and LP–PAN [74] |
Only reliable HR but HRV is not suitable for clinical evaluations [75] |
☆☆ |
EQ02 LifeMonitor, Equivital Inc., Cambridge, UK [76] |
Physiological and activity data collection |
Chest Belt |
ECG; HR, HRV, RR, EDA, ST, acceleration |
Yes, using Bluetooth 2.1 |
EQ02 can accurately measure ECG and HRV [77] |
☆ |
Zephyr belt, Medtronic, Inc., Minneapolis, MN, USA [78] |
Sports health monitoring |
Belt |
HR, HRV, RR |
Yes, using BLE |
Not clinically validated |
☆ |
Hexoskin Smart Shirt, Hexoskin, Inc., Montreal, QC, Canada [62] |
Physiological and activity data collection and monitoring quality of sleep |
Shirt |
HR, HRV, Heart rate recovery, RR and volume, acceleration and power |
Yes, using BLE and uploaded to cloud |
Clinically validated to obtain reliable HR and RR [79] |
☆☆☆ |
Polar H7 & H10, Polar Electro Oy, Kempele, Finland [80] |
Monitoring HR activity |
Chest Strap |
HR, HRV using ECG |
Yes, BLE protocol |
Clinically comparable data [81,82] |
☆ |
Polar V800, Polar Electro Oy, Kempele, Finland [83] |
Monitoring HR activity |
Watch |
HR, HRV using light source sensor |
Yes, BLE protocol |
Clinically validated during rest [84] |
☆☆☆☆ |
Polar Vantage V, Polar Electro Oy, Kempele, Finland [85] |
Monitoring HR and physical activity |
Watch |
HR, HRV, accelerometer |
Yes, BLE protocol |
Not clinically validated |
☆☆☆☆ |
QardioCore, Qardio, Inc., San Francisco, CA, USA [86] |
Monitoring HR, ST, activity tracking |
Can be mounted on chest |
HR, HRV using ECG sensor, RR, ST, acceleration |
Yes, BLE protocol |
FDA (510) cleared [87] |
☆ |
Armour39® Module & Chest Strap, Under Armour, Inc., Baltimore, MD, USA [88] |
Monitoring heart rate, calorie |
Chest Strap |
HR, HRV using ECG |
Yes, BLE protocol |
HR/HRV are reported to be accurate [89] |
☆ |
Wahoo TICKR X, Wahoo Fitness, Atlanta, GA, USA [90] |
Monitoring HR, calorie tracking, insights of physical activity |
Chest Strap |
HR, HRV using ECG acceleration |
Yes, using BLE and ANT+ |
Bluetooth is HR/HRV accurate, ANT+ is just HR accurate [91] |
☆ |
Suunto 9, Suunto, Inc., Vantaa, Finland [92] |
Monitoring HR activity |
Watch |
HR, HRV |
Yes, using BLE |
Not clinically validated |
☆☆☆☆ |
Suunto Smart Sensor, Suunto, Inc., Vantaa, Finland [93] |
Monitoring HR activity |
Chest Strap |
HR, HRV |
Yes, using BLE |
Tests showed reliable HR and HRV [94] |
☆☆ |
Apple Watch Series 4, Apple, Inc. [95] |
HR and physical activity |
Watch |
HR, HRV |
Yes, using BLE and to cloud |
FDA cleared, initial tests showed good HR and HRV data [96] |
☆☆☆ |
GoBe 2, Healbe, Corp., Moscow, Russia [97] |
Emotional monitoring, calorie intake, sleep quality |
Wristband |
HR, EDA, impedance, BP, and acceleration sensor |
Yes, using BLE |
Not clinically validated |
☆☆☆ |
BioStamp nPoint, MC10, Inc., Cambridge, CA, USA [98] |
Monitoring heart rate, activity and posture data, sleep quality |
Patch |
HR, HRV, respiration rate, acceleration |
Yes, using BLE and uploaded to cloud |
FDA (510) cleared [99] |
☆ |
VitalPatch, VitalConnect, San Jose, CA, USA [100] |
HR, HRV, respiration rate, skin temperature, body posture, and activity |
Patch |
ECG for HR acceleration, thermistor for ST |
Yes, data uploaded to the cloud |
FDA (510) cleared, CE Marked, ISO 13485 certified. |
☆ |
Lief Smart Patch, Lief Therapeutics, Inc., San Francisco, CA, USA [101] |
Monitoring heart rate, emotional state, activity |
Patch |
HR, HRV using ECG sensor, RR, acceleration |
Yes, using BLE |
Not clinically validated |
☆☆☆ |
AIO Sleeve, Komodo Technologies, Inc., Winnipeg, MB, Canada [102] |
Physiological, activity data, monitoring stress level and sleep quality |
Sleeve |
HR and HRV using ECG, acceleration |
Yes, using BLE protocol |
Not clinically validated |
☆☆☆☆ |
Empower Me, Brain Power, LLC., Cambridge, MA, USA [103] |
Recognizing others’ emotions for ASD people |
Glass |
Acceleration |
Yes, using BLE protocol |
Clinically validated |
☆☆☆☆ |