1
Department Of Instrumentation, Cochin University Of Science And Technology, Kochi, Kerala, India
2
Anesthesia And Critical Care, Aster Medcity, Kochi Kerala, India
Abstract
Sustaining The Blood Oxygen Level Of Patients In Mechanical Ventilators Is A Serious Issue Faced By Physicians In Clinical Intensive Care Units. Even In Developed Nations, Health Care Specialists Are Manually Adjusting Various Mechanical Ventilator Parameters Periodically For Maintaining Oxygen Saturation. In Epidemic Conditions Where The Patient Number Increases Violently, Automation Of Ventilator Reduces The Risk And Effort Of Health Care Professionals. Real Time Maintenance Of Blood Oxygen Saturation Level In Pandemic Situations Can Only Be Made Possible By The Application Of Modern Machine Learning Assisted Artificial Intelligent Control Mechanisms. A Blended Model Using Multiple Adaptive Neuro Fuzzy Inference System (ANFIS) Is Developed Here To Predict The Inspired Oxygen Output Along With The Corresponding Ventilator Mode For Maintaining The Blood Oxygen Saturation Level Within Desired Limits Considering Real Time Patient Data And Ventilator Settings. Multiple ANFIS Output Of Inspired Oxygen And Mode Prediction Is Compared With Physicians’ Decisions And It Is Found That The Developed System Output Shows A Very Low Error Of Deviation Of Less Than 5% From Physicians’ Prediction. Also, This Method Improves The Speed Of Rule Development Compared With The General Fuzzy Inference Model.
Radhakrishnan, S., Nair, S. G., & Isaac, J. (2021). Multi Parameter Adaptive Neuro Fuzzy Inference System Model For Blood Oxygen Saturation Level Maintenance Of Ventilated Patients. Int. J. of Aquatic Science, 12(3), 1519-1528.
MLA
Sita Radhakrishnan; Suresh G Nair; Johney Isaac. "Multi Parameter Adaptive Neuro Fuzzy Inference System Model For Blood Oxygen Saturation Level Maintenance Of Ventilated Patients". Int. J. of Aquatic Science, 12, 3, 2021, 1519-1528.
HARVARD
Radhakrishnan, S., Nair, S. G., Isaac, J. (2021). 'Multi Parameter Adaptive Neuro Fuzzy Inference System Model For Blood Oxygen Saturation Level Maintenance Of Ventilated Patients', Int. J. of Aquatic Science, 12(3), pp. 1519-1528.
VANCOUVER
Radhakrishnan, S., Nair, S. G., Isaac, J. Multi Parameter Adaptive Neuro Fuzzy Inference System Model For Blood Oxygen Saturation Level Maintenance Of Ventilated Patients. Int. J. of Aquatic Science, 2021; 12(3): 1519-1528.