Multi-Class Dynamic Inventory Rationing with Stochastic Demands and Backordering
Dynamic inventory rationing is considered for systems with multiple demand classes, stationary stochastic demands, and backordering. In the literature, dynamic programming has been often applied to address this type of problems. However, due to the curse of dimensionality, computation is a critica...
| Main Authors: | , , , |
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| Format: | Journal Article |
| Published: |
Elsevier
2015
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| Online Access: | http://hdl.handle.net/20.500.11937/78105 |
| _version_ | 1848763936714784768 |
|---|---|
| author | Zhang, Changyong Liu, S. Song, M. Tan, K. |
| author_facet | Zhang, Changyong Liu, S. Song, M. Tan, K. |
| author_sort | Zhang, Changyong |
| building | Curtin Institutional Repository |
| collection | Online Access |
| description | Dynamic inventory rationing is considered for systems with multiple demand classes, stationary stochastic
demands, and backordering. In the literature, dynamic programming has been often applied to address
this type of problems. However, due to the curse of dimensionality, computation is a critical challenge
for dynamic programming. In this paper, an innovative two-step approach is proposed based on an idea
similar to the certainty equivalence principle. First the deterministic inventory rationing problem is studied,
where the future demands are set to be the expectation of the stochastic demand processes. The important
properties obtained from solving the problem with the KKT conditions are then used to develop effective
dynamic rationing policies for stochastic demands, which gives closed-form expressions for dynamic rationing
thresholds. These expressions are easy to calculate and are applicable to any number of demand classes.
Numerical results show that the expressions are close to and provide a lower bound for the optimal dynamic
thresholds. They also shed light on important managerial insights, for example, the relation between different
parameters and the rationing thresholds.
© 2015 Elsevier B.V. All rights reserved. |
| first_indexed | 2025-11-14T11:11:23Z |
| format | Journal Article |
| id | curtin-20.500.11937-78105 |
| institution | Curtin University Malaysia |
| institution_category | Local University |
| last_indexed | 2025-11-14T11:11:23Z |
| publishDate | 2015 |
| publisher | Elsevier |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | curtin-20.500.11937-781052020-09-02T03:16:19Z Multi-Class Dynamic Inventory Rationing with Stochastic Demands and Backordering Zhang, Changyong Liu, S. Song, M. Tan, K. Dynamic inventory rationing is considered for systems with multiple demand classes, stationary stochastic demands, and backordering. In the literature, dynamic programming has been often applied to address this type of problems. However, due to the curse of dimensionality, computation is a critical challenge for dynamic programming. In this paper, an innovative two-step approach is proposed based on an idea similar to the certainty equivalence principle. First the deterministic inventory rationing problem is studied, where the future demands are set to be the expectation of the stochastic demand processes. The important properties obtained from solving the problem with the KKT conditions are then used to develop effective dynamic rationing policies for stochastic demands, which gives closed-form expressions for dynamic rationing thresholds. These expressions are easy to calculate and are applicable to any number of demand classes. Numerical results show that the expressions are close to and provide a lower bound for the optimal dynamic thresholds. They also shed light on important managerial insights, for example, the relation between different parameters and the rationing thresholds. © 2015 Elsevier B.V. All rights reserved. 2015 Journal Article http://hdl.handle.net/20.500.11937/78105 Elsevier restricted |
| spellingShingle | Zhang, Changyong Liu, S. Song, M. Tan, K. Multi-Class Dynamic Inventory Rationing with Stochastic Demands and Backordering |
| title | Multi-Class Dynamic Inventory Rationing with Stochastic Demands and Backordering |
| title_full | Multi-Class Dynamic Inventory Rationing with Stochastic Demands and Backordering |
| title_fullStr | Multi-Class Dynamic Inventory Rationing with Stochastic Demands and Backordering |
| title_full_unstemmed | Multi-Class Dynamic Inventory Rationing with Stochastic Demands and Backordering |
| title_short | Multi-Class Dynamic Inventory Rationing with Stochastic Demands and Backordering |
| title_sort | multi-class dynamic inventory rationing with stochastic demands and backordering |
| url | http://hdl.handle.net/20.500.11937/78105 |