Table 3.
Features of wearable devices used for blood glucose forecasting or prediction.
| Authors | Wearable technology type | Wearable device type | Placement of wearable device | Device technology or brand | Sensing approach |
Devices, n | Sensing type | Gateway | Host device | Mode of data transfer | ||||||
| Hina et al [22] | Prototype | Wearable sensor | Finger | N/Aa | Participatory | 1 | NIRb, PPGc | N/A | N/A | N/A | ||||||
| Alfian et al [23] | Commercial | Smart wristband | Wrist | Mi Band 2: Mi Band 2, Mi Smart Scale, Caresens, and Omro | Participatory | 4 | BLEd sensors | Smartphone | Cloud | Bluetooth | ||||||
| Alarcon-Paredes et al [24] | Prototype | Wearable sensor | Hand | N/A | Participatory | 1 | PPG sensor and GSRe sensor | N/A | N/A | N/A | ||||||
| Islam et al [8] | Prototype | Wearable sensor | Finger | Raspberry Pi Zero | Participatory | 1 | Raspberry Pi camera | N/A | Smart devices | Internet | ||||||
| Kularathne et al [25] | Prototype | Wearable sensor | Foot | Raspberry Pi Zero | Opportunistic | 1 | Tilt switch sensor, calibrated load cell sensor, DHT22f | N/A | Smart devices | Internet | ||||||
| Joshi et al [26] | Prototype | Wearable sensor | Finger | N/A | Opportunistic | 1 | NIR | Smartphone | Cloud | Internet | ||||||
| Zhou et al [27] | Commercial | Smart watch | Wrist | Glutrac | Opportunistic | 1 | NIR and ECGg | Smartphone | Cloud | Bluetooth | ||||||
| Mahmud et al [28] | Prototype | Smart watch and wearable sensor | Wrist | Arduino Nano, Raspberry Pi | Opportunistic | 2 | PPG, temperature, GSR sensors | N/A | Raspberry Pi | Wired | ||||||
| Bent et al [29] | Commercial | Smart wristband | Wrist | Empatica E4 | Opportunistic | 1 | PPG, ACCh, EDAi, or GSR sensor, infrared thermopile | Smartphone or PC | Cloud | Bluetooth | ||||||
| Lee et al [9] | Prototype | Smart watch | Wrist | Custom | Opportunistic | 1 | PPG and NIR | Smartphone | Cloud | Bluetooth | ||||||
| Shrestha et al [30] | Prototype | Smart wristband | Wrist | N/A | Participatory | 1 | Metal oxide semiconductor–based chemical sensors | Smartphone | Cloud | Bluetooth | ||||||
| Li et al [31] | Prototype | Wearable sensor | Wrist | Custom | Opportunistic | 1 | NIR | N/A | None | N/A | ||||||
aN/A: not applicable.
bNIR: near-infrared.
cPPG: photoplethysmography.
dBLE: Bluetooth low energy.
eGSR: galvanic skin response.
fDHT22: digital-output relative humidity and temperature sensor.
gECG: electrocardiogram.
hACC: accelerometer.
iEDA: electrodermal activity.