Graduation Year
2014
Document Type
Dissertation
Degree
Ph.D.
Degree Name
Doctor of Philosophy (Ph.D.)
Degree Granting Department
Industrial & Management Systems Engineering
Major Professor
Bo Zeng, Ph.D.
Co-Major Professor
Yu Zhang, Ph.D.
Committee Member
Tapas Das, Ph.D.
Committee Member
Kingsley Reeves, Ph.D.
Committee Member
Shengyong Wang, Ph.D.
Keywords
Facility Location Problem, Hub-and-spoke Network, Reliability, Robust Optimization, Unit Commitment
Abstract
The reliability issue of the infrastructure systems has become one of the major concerns of the system operators. This dissertation is a collection of four published and working papers that address the specific reliable design and operations problems from three different application settings: transportation/telecommunications network, distribution network, and power plant. In these four projects, key random factors like site disruption and uncertain demand are explicitly considered and proper research tools including stochastic programming, robust optimization, and variants of robust optimization are applied to formulate the problems based on which the important and challenging modelling elements (nonlinear congestion, disruption caused demand variation, etc.) can be introduced and studied. Besides, for each of the optimization models, we also develop advanced solution algorithms that can solve large-scale instances within a short amount of time and devise comprehensive numerical experiments to derive insights. The modelling techniques and solution methods can be easily extended to study reliability issues in other applications.
Scholar Commons Citation
An, Yu, "Reliable Design and Operations of Infrastructure Systems" (2014). USF Tampa Graduate Theses and Dissertations.
https://digitalcommons.usf.edu/etd/5345