A Markov Chain for Rental Systems with Time-Dependency and Substitution of Assets
Author | : Anders Reenberg Andersen |
Publisher | : |
Total Pages | : 0 |
Release | : 2023 |
ISBN-10 | : OCLC:1406798767 |
ISBN-13 | : |
Rating | : 4/5 (67 Downloads) |
Download or read book A Markov Chain for Rental Systems with Time-Dependency and Substitution of Assets written by Anders Reenberg Andersen and published by . This book was released on 2023 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Society currently experiences a growing interest in renting products instead of exclusively owning them. Simultaneously, the increasing availability of data allows rental companies to analyze their operations more effectively.As a result, we aim to support rental companies by providing a method for evaluating and optimizing the occupancy of their assets. Our approach accounts for rental systems of time-dependent customer behavior, where customers make substitute rentals during shortages. Specifically, we provide a continuous-time Markov chain assuming arrivals occur according to Poisson processes and rentals follow phase-type distributed rental times. We further provide a heuristic optimization algorithm for minimizing the inventory constrained by an upper shortage probability. We tested our approach in several numerical experiments and an application to a company case. The experiments indicated that our model adequately reflects the occupancy distribution of assets and minimizes the capacities to near-optimality. The company case resulted in a reduction of the inventory while simultaneously reducing the maximum shortage probability.