Optimization of patients appointments in chemotherapy treatment unit: heuristic and metaheuristic approaches

This research aims to improve the performance of the service of a Chemotherapy Treatment Unit by reducing the waiting time of patients within the unit. In order to fulfill the objective, initially, the chemotherapy treatment unit is deduced as an identical parallel machines scheduling problem with u...

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Main Author: Shahnawaz, Sanjana
Other Authors: ElMekkawy, Tarek (Mechanical and Manufacturing Engineering) Peng,Qingjin (Mechanical and Manufacturing Engineering)
Published: 2012
Subjects:
Online Access:http://hdl.handle.net/1993/8876
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spelling ndltd-MANITOBA-oai-mspace.lib.umanitoba.ca-1993-88762014-01-31T03:33:39Z Optimization of patients appointments in chemotherapy treatment unit: heuristic and metaheuristic approaches Shahnawaz, Sanjana ElMekkawy, Tarek (Mechanical and Manufacturing Engineering) Peng,Qingjin (Mechanical and Manufacturing Engineering) Malcolm,Xing (Mechanical and Manufacturing Engineering) Srimantoorao S. Appadoo (Asper school of Business) Tabu search algorithm Metaheuristic This research aims to improve the performance of the service of a Chemotherapy Treatment Unit by reducing the waiting time of patients within the unit. In order to fulfill the objective, initially, the chemotherapy treatment unit is deduced as an identical parallel machines scheduling problem with unequal release time and single resource. A mathematical model is developed to generate the optimum schedule. Afterwards, a Tabu search (TS) algorithm is developed. The performance of the TS algorithm is evaluated by comparing results with the mathematical model and the best results of benchmark problems reported in the literature. Later on, an additional resource is considered which converted the problem into a dual resources scheduling problem. Three approaches are proposed to solve this problem; namely, heuristics, a Tabu search algorithm with heuristic (TSHu), and Tabu search algorithm for dual resources (TSD). 2012-09-18T20:14:18Z 2012-09-18T20:14:18Z 2012-09-18 http://hdl.handle.net/1993/8876
collection NDLTD
sources NDLTD
topic Tabu search algorithm
Metaheuristic
spellingShingle Tabu search algorithm
Metaheuristic
Shahnawaz, Sanjana
Optimization of patients appointments in chemotherapy treatment unit: heuristic and metaheuristic approaches
description This research aims to improve the performance of the service of a Chemotherapy Treatment Unit by reducing the waiting time of patients within the unit. In order to fulfill the objective, initially, the chemotherapy treatment unit is deduced as an identical parallel machines scheduling problem with unequal release time and single resource. A mathematical model is developed to generate the optimum schedule. Afterwards, a Tabu search (TS) algorithm is developed. The performance of the TS algorithm is evaluated by comparing results with the mathematical model and the best results of benchmark problems reported in the literature. Later on, an additional resource is considered which converted the problem into a dual resources scheduling problem. Three approaches are proposed to solve this problem; namely, heuristics, a Tabu search algorithm with heuristic (TSHu), and Tabu search algorithm for dual resources (TSD).
author2 ElMekkawy, Tarek (Mechanical and Manufacturing Engineering) Peng,Qingjin (Mechanical and Manufacturing Engineering)
author_facet ElMekkawy, Tarek (Mechanical and Manufacturing Engineering) Peng,Qingjin (Mechanical and Manufacturing Engineering)
Shahnawaz, Sanjana
author Shahnawaz, Sanjana
author_sort Shahnawaz, Sanjana
title Optimization of patients appointments in chemotherapy treatment unit: heuristic and metaheuristic approaches
title_short Optimization of patients appointments in chemotherapy treatment unit: heuristic and metaheuristic approaches
title_full Optimization of patients appointments in chemotherapy treatment unit: heuristic and metaheuristic approaches
title_fullStr Optimization of patients appointments in chemotherapy treatment unit: heuristic and metaheuristic approaches
title_full_unstemmed Optimization of patients appointments in chemotherapy treatment unit: heuristic and metaheuristic approaches
title_sort optimization of patients appointments in chemotherapy treatment unit: heuristic and metaheuristic approaches
publishDate 2012
url http://hdl.handle.net/1993/8876
work_keys_str_mv AT shahnawazsanjana optimizationofpatientsappointmentsinchemotherapytreatmentunitheuristicandmetaheuristicapproaches
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