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Intelligent Generating Controller a Desflurane Concentration Value Which Helps to Decrease Blood Pressure
Pawel Ratajczyk1, Bartosz Dominikowski2, Agnieszka Czylkowska3
1Department of Anaesthesiology and Intensive Therapy, Medical University of Lodz, Lodz, Poland.
This study introduces an AI-powered fuzzy controller to optimize desflurane concentration during anesthesia, reducing the need for additional opioids. Computer simulations show promising results for improving patient safety and aiding anesthesiologist decision-making.
Area of Science:
- Anesthesiology
- Artificial Intelligence
- Control Systems
Background:
- Surgical stress can increase blood pressure, often managed with additional opioid doses.
- Increased opioid use may lead to adverse health effects.
- Anesthesiologists need tools to manage drug concentrations effectively during procedures.
Purpose of the Study:
- To determine optimal desflurane concentration to counteract surgical stress-induced hypertension.
- To develop an AI-based system to support anesthesiologists in selecting desflurane concentrations.
- To minimize the necessity of frequent opioid administration during anesthesia.
Main Methods:
- A fuzzy controller with a learning mechanism was developed.
- The system uses expert-defined if-then rules to build a control function.
- Algorithm testing was conducted via computer simulation, without patient involvement.
Main Results:
- Computer simulations validated the fuzzy controller's performance.
- Desflurane concentrations generated by the simulation closely matched expert-provided data.
- The system demonstrated a step-function response, indicating predictable control.
Conclusions:
- An AI-driven fuzzy controller can effectively support desflurane concentration selection for blood pressure management.
- Simulation results offer insights for anesthesia optimization.
- The system has potential as a valuable training tool for anesthesiology.
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