Dynamic Resource Allocation Strategy of Multi-Objective Fuzzy Optimization Based on Markov Decision Process
With the limited amount of national defense resources, the dynamic allocation of resources in overall project construction is conducive to improving the efficiency of project construction. In this regard, this paper constructs a dynamic resource allocation model of multi-objective and multi-stage fu...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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IEEE
2023-01-01
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| Series: | IEEE Access |
| Subjects: | |
| Online Access: | https://ieeexplore.ieee.org/document/10247535/ |
| _version_ | 1797357911182147584 |
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| author | Yu-Ting Zhang Jing-Yu Yang Yang Wu |
| author_facet | Yu-Ting Zhang Jing-Yu Yang Yang Wu |
| author_sort | Yu-Ting Zhang |
| collection | DOAJ |
| description | With the limited amount of national defense resources, the dynamic allocation of resources in overall project construction is conducive to improving the efficiency of project construction. In this regard, this paper constructs a dynamic resource allocation model of multi-objective and multi-stage fuzzy optimization based on the Markov decision process (MDP). On this basis, this paper further adopts the Q-learning algorithm to seek strategy optimization. At last, this paper determines the resource allocation strategy that can optimize the total benefit of construction projects through the example analysis. Relevant results reveal that the dynamic resource allocation model of multi-objective and multi-stage fuzzy optimization based on MDP can achieve the effect of optimizing the project construction objectives and maximizing the construction output. |
| first_indexed | 2024-03-08T14:52:19Z |
| format | Article |
| id | doaj.art-52c6b258835241c886e5c82d4f85c30a |
| institution | Directory Open Access Journal |
| issn | 2169-3536 |
| language | English |
| last_indexed | 2024-03-08T14:52:19Z |
| publishDate | 2023-01-01 |
| publisher | IEEE |
| record_format | Article |
| series | IEEE Access |
| spelling | doaj.art-52c6b258835241c886e5c82d4f85c30a2024-01-11T00:02:05ZengIEEEIEEE Access2169-35362023-01-0111996079961310.1109/ACCESS.2023.331465710247535Dynamic Resource Allocation Strategy of Multi-Objective Fuzzy Optimization Based on Markov Decision ProcessYu-Ting Zhang0https://orcid.org/0009-0009-8045-956XJing-Yu Yang1Yang Wu2Graduate School, National Defense University, Beijing, ChinaJoint Operations College, National Defense University, Beijing, ChinaGraduate School, National Defense University, Beijing, ChinaWith the limited amount of national defense resources, the dynamic allocation of resources in overall project construction is conducive to improving the efficiency of project construction. In this regard, this paper constructs a dynamic resource allocation model of multi-objective and multi-stage fuzzy optimization based on the Markov decision process (MDP). On this basis, this paper further adopts the Q-learning algorithm to seek strategy optimization. At last, this paper determines the resource allocation strategy that can optimize the total benefit of construction projects through the example analysis. Relevant results reveal that the dynamic resource allocation model of multi-objective and multi-stage fuzzy optimization based on MDP can achieve the effect of optimizing the project construction objectives and maximizing the construction output.https://ieeexplore.ieee.org/document/10247535/Dynamic resource allocationfuzzy optimizationMarkov decision process modelQ-learning algorithm |
| spellingShingle | Yu-Ting Zhang Jing-Yu Yang Yang Wu Dynamic Resource Allocation Strategy of Multi-Objective Fuzzy Optimization Based on Markov Decision Process IEEE Access Dynamic resource allocation fuzzy optimization Markov decision process model Q-learning algorithm |
| title | Dynamic Resource Allocation Strategy of Multi-Objective Fuzzy Optimization Based on Markov Decision Process |
| title_full | Dynamic Resource Allocation Strategy of Multi-Objective Fuzzy Optimization Based on Markov Decision Process |
| title_fullStr | Dynamic Resource Allocation Strategy of Multi-Objective Fuzzy Optimization Based on Markov Decision Process |
| title_full_unstemmed | Dynamic Resource Allocation Strategy of Multi-Objective Fuzzy Optimization Based on Markov Decision Process |
| title_short | Dynamic Resource Allocation Strategy of Multi-Objective Fuzzy Optimization Based on Markov Decision Process |
| title_sort | dynamic resource allocation strategy of multi objective fuzzy optimization based on markov decision process |
| topic | Dynamic resource allocation fuzzy optimization Markov decision process model Q-learning algorithm |
| url | https://ieeexplore.ieee.org/document/10247535/ |
| work_keys_str_mv | AT yutingzhang dynamicresourceallocationstrategyofmultiobjectivefuzzyoptimizationbasedonmarkovdecisionprocess AT jingyuyang dynamicresourceallocationstrategyofmultiobjectivefuzzyoptimizationbasedonmarkovdecisionprocess AT yangwu dynamicresourceallocationstrategyofmultiobjectivefuzzyoptimizationbasedonmarkovdecisionprocess |