A Fuzzy Rule-Based Expert System to Determine Propofol Drug Dosage in Anesthesia

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Article Type:
Research/Original Article (بدون رتبه معتبر)
Abstract:
Introduction

Inadequate anesthetic, including under or over dosage, may lead to intraoperative awareness or prolonged recovery. Fuzzy expert systems can assist anesthesiologist to manage drug dosage in a right manner. Designing a fuzzy rule - based expert system to deter mine the Propofol anesthetic drug dosage was the main objective of this study.

Material and Methods

This is a retrospective study. Fuzzy IF - THEN rules were defined based on evidences and experts’ linguistic rules for Propofol dose determination. Fuzzy too lbox in MATLAB software was used to design the system. Validation of system conducted with calculation of mean absolute error (MAE) and root mean squared error (RMSE). Also, difference mean between actual and predicted doses was tested with paired t - test i n SPSS V.26 software. Data from 50 ENT (ears, nose, and throat) surgeries were used to validate the fuzzy system.

Results

MAE for induction and maintenance doses was 0.128 and 1.95 respectively. RMSE for induction and maintenance doses was 0.228 and 3.383 respectively. Based on paired t - test result, there was no significant correlation between actual and predicted values (P>0.05).

Conclusion

Obtained value from test and validation of system demonstrated a high performance and satisfying accuracy of the sy stem. Therefore, this expert system can be used as a decision support system to determine initial dosage of anesthetic drugs. It can also be used for anesthesia students to learn drug administration.

Language:
English
Published:
Frontiers in Health Informatics, Volume:10 Issue: 1, 2021
Page:
89
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