| Naslov: | SONAR, a nursing activity dataset with inertial sensors |
|---|
| Avtorji: | ID Konak, Orhan (Avtor)
ID Liebe, Lucas (Avtor)
ID Postnov, Kirill (Avtor)
ID Sauerwald, Franz (Avtor)
ID Gjoreski, Hristijan (Avtor)
ID Luštrek, Mitja, Institut Jožef Stefan (Avtor)
ID Arnrich, Bert (Avtor) |
|---|
| Datoteke: |  URL - Izvorni URL, za dostop obiščite https://www.nature.com/articles/s41597-023-02620-2#article-info
 PDF - Predstavitvena datoteka, prenos (1,62 MB)
MD5: F277E14245FB7A592D370FB8C0D9297D
|
|---|
| Jezik: | Angleški jezik |
|---|
| Tipologija: | 1.03 - Kratki znanstveni prispevek |
|---|
| Organizacija: |  IJS - Institut Jožef Stefan
|
|---|
| Povzetek: | Accurate and comprehensive nursing documentation is essential to ensure quality patient care. To streamline this process, we present SONAR, a publicly available dataset of nursing activities recorded using inertial sensors in a nursing home. The dataset includes 14 sensor streams, such as acceleration and angular velocity, and 23 activities recorded by 14 caregivers using five sensors for 61.7 hours. The caregivers wore the sensors as they performed their daily tasks, allowing for continuous monitoring of their activities. We additionally provide machine learning models that recognize the nursing activities given the sensor data. In particular, we present benchmarks for three deep learning model architectures and evaluate their performance using different metrics and sensor locations. Our dataset, which can be used for research on sensor-based human activity recognition in real-world settings, has the potential to improve nursing care by providing valuable insights that can identify areas for improvement, facilitate accurate documentation, and tailor care to specific patient conditions. |
|---|
| Ključne besede: | nursing documentation, nursing activities, SONAR, sensors |
|---|
| Status publikacije: | Objavljeno |
|---|
| Verzija publikacije: | Objavljena publikacija |
|---|
| Poslano v recenzijo: | 02.05.2023 |
|---|
| Datum sprejetja članka: | 05.10.2023 |
|---|
| Datum objave: | 20.10.2023 |
|---|
| Založnik: | Springer Nature |
|---|
| Leto izida: | 2023 |
|---|
| Št. strani: | str. 1-12 |
|---|
| Številčenje: | Vol. 10, article no. 727 |
|---|
| Izvor: | Švica |
|---|
| PID: | 20.500.12556/DiRROS-17497  |
|---|
| UDK: | 681.5 |
|---|
| ISSN pri članku: | 2052-4463 |
|---|
| DOI: | 10.1038/s41597-023-02620-2 |
|---|
| COBISS.SI-ID: | 174723075 |
|---|
| Avtorske pravice: | © The Author(s) 2023 |
|---|
| Opomba: | Nasl. z nasl. zaslona;
Soavtor iz Slovenije: Mitja Luštrek;
Opis vira z dne 4. 12. 2023;
|
|---|
| Datum objave v DiRROS: | 11.12.2023 |
|---|
| Število ogledov: | 221 |
|---|
| Število prenosov: | 117 |
|---|
| Metapodatki: |     |
|---|
|
:
|
Kopiraj citat |
|---|
| | | | Objavi na: |  |
|---|
Postavite miškin kazalec na naslov za izpis povzetka. Klik na naslov izpiše
podrobnosti ali sproži prenos. |
