Application of Healthcare Management Technologies for COVID-19 Pandemic Using Internet of Things and Machine Learning Algorithms

被引:7
|
作者
Ismaeel, Nooruldeen Q. [1 ]
Mohammed, Husam Jasim [2 ]
Chaloob, Ibrahim Zeghaiton [3 ]
Kwekha-Rashid, Ameer Sardar [4 ]
Alhayani, Bilal [5 ]
Alkhayyat, Ahmed [6 ]
Abbas, Sara Taher [7 ]
Dauwed, Mohammed [8 ]
Alkawak, Omar A. [9 ]
机构
[1] Ibn Sina Univ Med & Pharmaceut Sci, Baghdad, Iraq
[2] Al Karkh Univ Sci, Baghdad, Iraq
[3] Al Esraa Univ Coll, Baghdad, Iraq
[4] Univ Sulaimani, Business Informat Technol, Sulaymaniyah, Iraq
[5] Yildiz Tech Univ, Istanbul, Turkiye
[6] Islamic Univ, Tech Engn Coll, Najaf, Iraq
[7] Imam Jaafar Al Sadiq Univ, Coll Informat Technol, Dept Comp Engn Tech, Baghdad, Iraq
[8] Dijlah Univ Coll, Dept Med Instrumentat Tech Engn, Baghdad 10022, Iraq
[9] Univ Babylon, Coll Engn Al Mussaib, Dept Energy Engn, Babil, Iraq
关键词
IoT; COVID-19; Healthcare system; Medical; Corona virus; Machine learning algorithms; IOT;
D O I
10.1007/s11277-023-10663-2
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
Internet of Things (IoT) has acquired persuading research ground as another examination subject under big assortment regards scholarly and modern disciplines, particularly under healthcare. IoT transformation has been reconstructing current healthcare frameworks through consolidating innovative, financial, and social possibilities. It was developing health care frameworks through customary to extra customized healthcare frameworks by kinds of patients may analyzed, handled, and checked all the extra without any problem. Since from the time of pandemic began, there was quick exertion under various examination networks to take advantage of a big assortment of advances to battle this overall danger, and IoT innovation is one of pioneers around here. IoTs sensor-based innovation gives a brilliant capacity to decrease the danger of medical procedure during convoluted cases and supportive for COVID-19 sort pandemic. In the clinical field, IoTs centre is to assist with playing out the treatment of various COVID-19 cases unequivocally. It makes the specialist work simpler through limiting dangers and expanding general presentation. Through utilizing this innovation, specialists can undoubtedly distinguish changes in basic boundaries of the COVID-19 patient. This paper overviews the job of IoT based advancements under COVID-19 and surveys the best in class structures, stages, applications, and modern IoT based arrangements fighting COVID-19 of every three primary stages, including early conclusion, quarantine time, and after recuperation. In conclusion, the paper is revealing that all machine-learning algorithms tested in this study can be used in the prediction of healthcare with a high accuracy; however, the SVM and K-NN algorithms are the best fitting algorithms among all algorithms. Then Naive Bayes, Decision Table, and Decision Stump follow it respectively.
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收藏
页数:22
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