University of Toledo
Kidney Compatibility Score Generation for a Donor - Recipient pair using Fuzzy Logic
Abstract
dc:descriptionThis thesis, proposes and implements a Fuzzy Logic based Hierarchical model to address the problem of filtering the donor recipient pairs by predicting a kidney compatibility score. Donor – Recipient pair incompatibility is one of the major problems encountered in Renal Transplantation. Kidney Paired Donation is a barter system where the pairs exchange the donor organs to overcome the disadvantage of incompatibility. Identification of such pairs requires a Kidney Transplant Surgeon to evaluate the compatibility of swapped pairs. Unfortunately, such incompatible pairs run into huge numbers which is a herculean task for a surgeon and can prone to human fatigue.This work presents a Hierarchical System developed based on Fuzzy Logic to determine the quality of a Kidney Transplant based on various input parameters. A surgeon’s expertise in selecting the incompatible pairs is captured and embedded in this model in the form of rules. Fuzzy membership functions are designed to reflect the characteristics of input parameters. This model has been tested on several data sets. The pairs selected based on the kidney compatibility scores matched with the surgeon’s choice in most of the cases. This application provides many options to explore in future.
Degree
thesis:*- Name thesis:degree_name
- Master of Science in Engineering
- Level thesis:degree_level
- masters
- Discipline thesis:degree_discipline
- College of Engineering
- Grantor dc:publisher
- University of Toledo
- Year dc:date
- 2012
Author and committee
dc:creator, dc:contributor.*- Author dc:creator
-
- Yellanki, Sampath Kumar
- Contributors dc:contributor
-
- Kaur, Devinder
Subjects
dc:subject × 7Rights
dc:rights- Statement dc:rights
-
- unrestricted
- This thesis or dissertation is protected by copyright: all rights reserved. It may not be copied or redistributed beyond the terms of applicable copyright laws.
- Language dc:language
- English
Identifiers
dc:identifier.*- Repository record dc:identifier
- http://rave.ohiolink.edu/etdc/view?acc_num=toledo1345153510
- OAI identifier oai:identifier
- oai:etd.ohiolink.edu:toledo1345153510