Patient comfort level prediction during transport using artificial neural network

Zeljko JOVANOVIC; Marija BLAGOJEVIC; Dragan JANKOVIC; Aleksandar PEULIC

Makale detayları

Patient comfort level prediction during transport using artificial neural network

Yazarlar:

Zeljko JOVANOVIC | Marija BLAGOJEVIC | Dragan JANKOVIC | Aleksandar PEULIC

Yayıncı:

TUBITAK

Dergi:

Turkish Journal of Electrical Engineering and Computer Science 2019 Vol.27 Issue 4, pp.2817-2832

Belge Tipi:

Makale

Yayın Tarihi:

7/2019

Belge Dili:

İngilizce

Document ID (Org No.):

2000733841

Sıklık:

İki Aylık

eISSN:

1303-6203

pISSN:

1300-0632

Özet:

 

Since patient comfort during transport is a matter of paramount importance, this paper aims to determine  the possibilities of applying neural networks for its prediction and monitoring. Specific objectives of the research include monitoring and predicting patient transport comfort, with subjective assessment of comfort by medical personnel. An original Android application that collects signals from an accelerometer and a GPS sensor was used with the aim of achieving the research goals. The collected signals were processed and a total of twelve parameters were calculated. A multilayer perceptron was created in the proposed research. The evaluation results indicate acceptable accuracy and give the possibility to apply the same model to the next patient transport. The root mean square error was 0.0215 and the overall confusion matrix prediction accuracy was 90.07%. Moreover, the results were validated in real usage. The limitations and future work are highlighted.

Makale detayları

Patient comfort level prediction during transport using artificial neural network

Yazarlar: Zeljko JOVANOVIC | Marija BLAGOJEVIC | Dragan JANKOVIC | Aleksandar PEULIC

Yayıncı: TUBITAK

Dergi: Turkish Journal of Electrical Engineering and Computer Science 2019 Vol.27 Issue 4, pp.2817-2832

Belge Tipi: Makale

Yayın Tarihi: 7/2019

Belge Dili: İngilizce

Document ID (Org No.): 2000733841

Sıklık: İki Aylık

eISSN: 1303-6203

pISSN: 1300-0632

Sayı

Yazarlar:

Zeljko JOVANOVIC | Marija BLAGOJEVIC | Dragan JANKOVIC | Aleksandar PEULIC

Yayıncı:

TUBITAK

Dergi:

Turkish Journal of Electrical Engineering and Computer Science 2019 Vol.27 Issue 4, pp.2817-2832

Belge Tipi:

Makale

Yayın Tarihi:

7/2019

Belge Dili:

İngilizce

Document ID (Org No.):

2000733841

Sıklık:

İki Aylık

eISSN:

1303-6203

pISSN:

1300-0632