DoktoraAçık Erişim

Applications of operations research techniques for operational decisions in healthcare industry

2018
0 görüntülenme
0 i̇ndirme
Danışman: Prof. Dr. Bilge Bilgen

Özet (EN)

This thesis addresses two common scheduling problems that are encountered in the health care industry, the patient admission scheduling (PAS) problem and nurse rostering problem (NRP). The PAS automatically assigns elective patients to beds for the duration of their stays considering medical needs and preferences. Both static and dynamic versions are studied in this dissertation. For the static version where patient admissions are known in advance, a mixed integer programming (MIP) based heuristics are proposed. The problem is decomposed into a set of smaller problems and iteratively solved. A similar approach is also proposed for the dynamic version which several real life applications such as existence of the emergency patients, operating room constraints, and patient delays are additionally considered. The approach on the PAS generates schedules within fifteen percent gaps from best known solutions in faster times. The DPAS solution reports six new best-known solutions on test data. The last problem in the thesis, NRP, is a complex scheduling problem in which nurses must be assigned to shifts according to a set of constraints. Two variants of the problem are studied. While one of the versions deals with common constraints such as shift requests and cover needs, the other version extends the previous one with skills and departmental assignments. The standard version is solved via a hybrid of MIP-based heuristics and meta-heuristics approaches to provide powerful schedules. A mat-heuristic algorithm is proposed for the extended version. Computational experiments show that the hybrid algorithm obtains seven new best-known results and the mat-heuristic approach reports six new best-known solutions on instances when a stand-alone IP solver is not able to provide schedules.

Yazar

Dr. Aykut Melih Turhan

Bu Yayına Nasıl Atıf Yapılır

Aykut Melih Turhan (Doctorate thesis). Applications of operations research techniques for operational decisions in healthcare industry, 2018, Dokuz Eylül University.

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