AN APPLICATION FOR MONITORING AND DIAGNOSIS THE HEALTH OF A HUMAN SUBJECT

The paper presents an application developed for monitoring the health of a human subject, respectively for monitoring a set of critical medical parameters (blood glucose, cholesterol, blood pressure, pulse and oxygen saturation) while the diagnosis is made based on the application supplied result...

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Main Authors: Madalina Carbureanu, Petrus Bratu
Format: Article
Language:English
Published: Petroleum-Gas University of Ploiesti 2020-06-01
Series:Romanian Journal of Petroleum & Gas Technology
Subjects:
Online Access:http://jpgt.upg-ploiesti.ro/wp-content/uploads/2020/07/07_Carbureanu_Bratu.pdf
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author Madalina Carbureanu
Petrus Bratu
author_facet Madalina Carbureanu
Petrus Bratu
author_sort Madalina Carbureanu
collection DOAJ
description The paper presents an application developed for monitoring the health of a human subject, respectively for monitoring a set of critical medical parameters (blood glucose, cholesterol, blood pressure, pulse and oxygen saturation) while the diagnosis is made based on the application supplied results. The field of artificial intelligence is a very wide one, providing to the user a set of various techniques such as: fuzzy logic, artificial neural networks, adaptive neuro-fuzzy systems, expert systems, data mining, genetic algorithms. To develop the application software (the necessary decision rules, in fact the fuzzy rules) was used one of the most efficient (due to the multiple advantages supplied by the usage of fuzzy logic together with artificial neural networks) artificial intelligence technique, respectively the neuro-fuzzy inference systems, while the application interface was developed using the Visual Studio programming environment (respectively the C# language). A set of simulation results related to the developed application are presented for different test cases, such as: a healthy human subject, a human subject with diabetes, a human subject with high cholesterol, with high blood pressure, with lower level of blood oxygen and also with hypoxemia.
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spelling doaj.art-266aefae49014a228a87d1301b1b66662023-09-02T14:17:36ZengPetroleum-Gas University of PloiestiRomanian Journal of Petroleum & Gas Technology2734-53192020-06-01116675AN APPLICATION FOR MONITORING AND DIAGNOSIS THE HEALTH OF A HUMAN SUBJECTMadalina Carbureanu0Petrus Bratu1 Petroleum-Gas University of Ploiesti, RomaniaRomaniaThe paper presents an application developed for monitoring the health of a human subject, respectively for monitoring a set of critical medical parameters (blood glucose, cholesterol, blood pressure, pulse and oxygen saturation) while the diagnosis is made based on the application supplied results. The field of artificial intelligence is a very wide one, providing to the user a set of various techniques such as: fuzzy logic, artificial neural networks, adaptive neuro-fuzzy systems, expert systems, data mining, genetic algorithms. To develop the application software (the necessary decision rules, in fact the fuzzy rules) was used one of the most efficient (due to the multiple advantages supplied by the usage of fuzzy logic together with artificial neural networks) artificial intelligence technique, respectively the neuro-fuzzy inference systems, while the application interface was developed using the Visual Studio programming environment (respectively the C# language). A set of simulation results related to the developed application are presented for different test cases, such as: a healthy human subject, a human subject with diabetes, a human subject with high cholesterol, with high blood pressure, with lower level of blood oxygen and also with hypoxemia.http://jpgt.upg-ploiesti.ro/wp-content/uploads/2020/07/07_Carbureanu_Bratu.pdfmonitoringdiagnosisneuro-fuzzy inference systemsfuzzy rulesmedical parameters
spellingShingle Madalina Carbureanu
Petrus Bratu
AN APPLICATION FOR MONITORING AND DIAGNOSIS THE HEALTH OF A HUMAN SUBJECT
Romanian Journal of Petroleum & Gas Technology
monitoring
diagnosis
neuro-fuzzy inference systems
fuzzy rules
medical parameters
title AN APPLICATION FOR MONITORING AND DIAGNOSIS THE HEALTH OF A HUMAN SUBJECT
title_full AN APPLICATION FOR MONITORING AND DIAGNOSIS THE HEALTH OF A HUMAN SUBJECT
title_fullStr AN APPLICATION FOR MONITORING AND DIAGNOSIS THE HEALTH OF A HUMAN SUBJECT
title_full_unstemmed AN APPLICATION FOR MONITORING AND DIAGNOSIS THE HEALTH OF A HUMAN SUBJECT
title_short AN APPLICATION FOR MONITORING AND DIAGNOSIS THE HEALTH OF A HUMAN SUBJECT
title_sort application for monitoring and diagnosis the health of a human subject
topic monitoring
diagnosis
neuro-fuzzy inference systems
fuzzy rules
medical parameters
url http://jpgt.upg-ploiesti.ro/wp-content/uploads/2020/07/07_Carbureanu_Bratu.pdf
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