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Prevention of dialysis hypotension episodes using fuzzy logic control system
- Source :
- Nephrology Dialysis Transplantation. 22:1420-1427
- Publication Year :
- 2007
- Publisher :
- Oxford University Press (OUP), 2007.
-
Abstract
- Background. Automatic systems for stabilizing blood pressure (BP) during dialysis are few and only control those variables indirectly related to BP. Due to complex BP regulation under dynamic dialysis conditions, BP itself appears to be the most consistent input parameter for a device addressed to preventing dialysis hypotension (DH). Methods. An automatic system (ABPS, automatic blood pressure stabilization) for BP control by fluid removal feedback regulation is implemented on a dialysis machine (Dialog Advanced, Braun). A fuzzy logic (FL) control runs in the system, using instantaneous BP as the input variable governing the ultrafiltration rate (UFR) according to the BP trend. The system is user-friendly and just requires the input of two data: critical BP (individually defined as the possible level of DH risk) and the highest UFR applicable (percentage of the mean UFR). We evaluated this system’s capacity to prevent DH in 55 RDT hypotension-prone patients. Sessions with (treatment A) and without (treatment B) ABPS were alternated one-by-one for 30 dialysis sessions per patient (674 with ABPS vs 698 without). Results. Despite comparable treatment times and UF volumes, severe DH appeared in 8.3% of sessions in treatment A vs 13.8% in treatment B (� 39%, P ¼ 0.01). Mild DH fell non-significantly (� 12.3%). There was a similar percentage of sessions in which the planned body weight loss was not achieved and dialysis time was prolonged. Conclusions. In conclusion, FL may be suited to interpreting and controlling the trend of a determined multi-variable parameter like BP. The medical knowledge of the patient and the consequent updating of input parameters depending on the patient’s clinical conditions seem to be the main factors for obtaining optimal results.
- Subjects :
- Nephrology
Male
medicine.medical_specialty
Fuzzy logic system
medicine.medical_treatment
Hemodynamics
Blood Pressure
Feedback regulation
Fuzzy Logic
Renal Dialysis
Internal medicine
Humans
Medicine
Prospective Studies
Intensive care medicine
Dialysis
Transplantation
Dialysis hypotension
business.industry
Biofeedback, Psychology
Middle Aged
medicine.disease
Surgery
Blood pressure
Cardiology
Kidney Failure, Chronic
Female
Hemodialysis
Hypotension
Dialysis (biochemistry)
business
Kidney disease
Subjects
Details
- ISSN :
- 14602385 and 09310509
- Volume :
- 22
- Database :
- OpenAIRE
- Journal :
- Nephrology Dialysis Transplantation
- Accession number :
- edsair.doi.dedup.....6df51f4cdc6fb924317b1352e32030c9
- Full Text :
- https://doi.org/10.1093/ndt/gfl799