| Monotonic type-2 fuzzy neural network and its application to thermal comfort prediction | |
Li, Chengdong1; Yi, Jianqiang2 ; Wang, Ming1; Zhang, Guiqing1
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| 发表期刊 | NEURAL COMPUTING & APPLICATIONS
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| 2013-12-01 | |
| 卷号 | 23期号:7-8页码:1987-1998 |
| 文章类型 | Article |
| 摘要 | This paper studies the monotonic type-2 fuzzy neural network (T2FNN), which can be adopted in many identification and prediction problems where the monotonicity property between the inputs and outputs is required. Sufficient conditions on the parameters of the T2FNN are first presented to ensure the monotonicity between the inputs and outputs. Then, data-driven design model for the monotonic T2FNN is built. Also, under the monotonicity constraints, a hybrid algorithm is provided to optimize the parameters of the monotonic T2FNN. This hybrid algorithm utilizes the constrained least squares method and the penalty function-based gradient descent algorithm to realize reasonable parameter initialization and optimization. At last, an application to the thermal comfort index prediction is given to verify the effectiveness of the monotonic T2FNN. Comparisons with other methods are also made. |
| 关键词 | Type-2 Fuzzy Neural Network Monotonicity Constrained Least Squares Method Gradient Descent Algorithm Thermal Comfort |
| WOS标题词 | Science & Technology ; Technology |
| 关键词[WOS] | LOGIC SYSTEMS ; CONTROLLER ; DESIGN ; MODEL |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS研究方向 | Computer Science |
| WOS类目 | Computer Science, Artificial Intelligence |
| WOS记录号 | WOS:000326889800018 |
| 引用统计 | |
| 文献类型 | 期刊论文 |
| 条目标识符 | http://ir.ia.ac.cn/handle/173211/4164 |
| 专题 | 综合信息系统研究中心 |
| 通讯作者 | Li, Chengdong |
| 作者单位 | 1.Shandong Jianzhu Univ, Sch Informat & Elect Engn, Jinan 250101, Peoples R China 2.Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China |
| 推荐引用方式 GB/T 7714 | Li, Chengdong,Yi, Jianqiang,Wang, Ming,et al. Monotonic type-2 fuzzy neural network and its application to thermal comfort prediction[J]. NEURAL COMPUTING & APPLICATIONS,2013,23(7-8):1987-1998. |
| APA | Li, Chengdong,Yi, Jianqiang,Wang, Ming,&Zhang, Guiqing.(2013).Monotonic type-2 fuzzy neural network and its application to thermal comfort prediction.NEURAL COMPUTING & APPLICATIONS,23(7-8),1987-1998. |
| MLA | Li, Chengdong,et al."Monotonic type-2 fuzzy neural network and its application to thermal comfort prediction".NEURAL COMPUTING & APPLICATIONS 23.7-8(2013):1987-1998. |
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| 2013 NCA - Monotonic（737KB） | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 | |
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