Mergeable adaptive tile coding method
In order to solve many unnecessary division,mergence supported adaptive tile coding algorithm was presented which would eliminate the unnecessary division.Simulation is conducted on mountain car problem with discrete actions and continuous state space Results show that the proposed method can elimin...
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| Format: | Article |
| Language: | zho |
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Editorial Department of Journal on Communications
2015-02-01
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| Series: | Tongxin xuebao |
| Subjects: | |
| Online Access: | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2015047/ |
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| _version_ | 1841539701798862848 |
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| author | Meng-yu SHI Quan LIU Qi-ming FU |
| author_facet | Meng-yu SHI Quan LIU Qi-ming FU |
| author_sort | Meng-yu SHI |
| collection | DOAJ |
| description | In order to solve many unnecessary division,mergence supported adaptive tile coding algorithm was presented which would eliminate the unnecessary division.Simulation is conducted on mountain car problem with discrete actions and continuous state space Results show that the proposed method can eliminate the influence of false division in the traditional tile coding method and achieve a more accurate adaptive partition of continuous state space.A higher convergence rate is achieved at the same time. |
| format | Article |
| id | doaj-art-fbec910b9f734267954abfd8b4e9111b |
| institution | Kabale University |
| issn | 1000-436X |
| language | zho |
| publishDate | 2015-02-01 |
| publisher | Editorial Department of Journal on Communications |
| record_format | Article |
| series | Tongxin xuebao |
| spelling | doaj-art-fbec910b9f734267954abfd8b4e9111b2025-01-14T06:46:02ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2015-02-013618619259691880Mergeable adaptive tile coding methodMeng-yu SHIQuan LIUQi-ming FUIn order to solve many unnecessary division,mergence supported adaptive tile coding algorithm was presented which would eliminate the unnecessary division.Simulation is conducted on mountain car problem with discrete actions and continuous state space Results show that the proposed method can eliminate the influence of false division in the traditional tile coding method and achieve a more accurate adaptive partition of continuous state space.A higher convergence rate is achieved at the same time.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2015047/continuous spacediscretizationreinforcement learningadaptive tile coding |
| spellingShingle | Meng-yu SHI Quan LIU Qi-ming FU Mergeable adaptive tile coding method Tongxin xuebao continuous space discretization reinforcement learning adaptive tile coding |
| title | Mergeable adaptive tile coding method |
| title_full | Mergeable adaptive tile coding method |
| title_fullStr | Mergeable adaptive tile coding method |
| title_full_unstemmed | Mergeable adaptive tile coding method |
| title_short | Mergeable adaptive tile coding method |
| title_sort | mergeable adaptive tile coding method |
| topic | continuous space discretization reinforcement learning adaptive tile coding |
| url | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2015047/ |
| work_keys_str_mv | AT mengyushi mergeableadaptivetilecodingmethod AT quanliu mergeableadaptivetilecodingmethod AT qimingfu mergeableadaptivetilecodingmethod |