研究生: |
甯偉倫 Wei-lung Ning |
---|---|
論文名稱: |
以認知圖模型利用於智慧建築之溫度控制 Cognitive map modeling and application for temperature control in a smart house |
指導教授: |
王孔政
Kung-Jeng Wang |
口試委員: |
周碩彥
Shuo-Yan Chou 陳建良 Chien-Liang Chen |
學位類別: |
碩士 Master |
系所名稱: |
管理學院 - 工業管理系 Department of Industrial Management |
論文出版年: | 2009 |
畢業學年度: | 97 |
語文別: | 中文 |
論文頁數: | 60 |
中文關鍵詞: | 智慧屋 、模擬器 、模糊認知圖 、基因演算法 |
外文關鍵詞: | Fuzzy cognitive map, Genetic algorithm, Simulation, Smart house |
相關次數: | 點閱:292 下載:9 |
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智慧屋的模擬模型與建構,能協助智慧屋的發展,並規劃實體智慧屋的建制。本研究將探討模擬的智慧屋溫度控制器,能依照虛擬居住者的體溫與環境溫度調整最適溫度。本模擬模型架構主要包含虛擬居住者、感應器、模糊認知圖概念的室溫控制模型等三大部份,感應器將傳回虛擬居住者於智慧屋中的位置與體溫,並利用模糊認知圖概念的室溫控制器計算最適溫度。本研究嘗試利用基因演算法求得溫度控制器的模糊認知圖的因果關係矩陣。實驗部份採用不同的虛擬居住者數量與相關設定,作模糊認知圖概念的室溫控制模型準確度比較,並用因子設計方式探討影響室溫控制模型的因子。
The purpose of this research is to develop a temperature prediction model that simplifies complex temperature control in the smart house. The contemporary research of temperature prediction and control needs many decision variables and physical parameters. In this study, we develop a temperature prediction and control model based on fuzzy cognitive map (FCM) without less physical parameters requirement. In addition, this study constructs a genetic algorithm for finding the connection matrix of FCM. The proposed model successfully conducts temperature prediction and control. Finally, we have investigated the prediction accuracy of the proposed model against a variety of system parameters, such as different number of inhabitants.
Aguilar, J. Adaptive random fuzzy cognitive maps Springer-Verlag Berlin (2002)
Axelrod, R. (1976) "Structure of Decision: The Cognitive Maps of Political Elites", "Princeton University Press", Princeton(NJ),
Hong, Y.S. (2007) "Simlation and modeling of wireless sensor and RFID-based samrt house",
Ma, J. Yang, L.T. Apduhan, B.O. Huang, R. Barolli, L. and Takizawa M. (2005) "Towards a smart world and ubiquitous intelligence: a walkthrough from smart things to smart hyperspaces and UbicKids", "International Journal of Pervasive Computing and Communications 1", 53-68.
Lee, K.C. Lee, W.J. Kwon, O.B. Han, J.H. and Yu, P.I. (1998) "Strategic planning simulation based on fuzzy cognitive map knowledge and differential game", "Simulation", 71((5)), 316-327.
Khan, M. S., Khor, S.and Chong, A. (2004) "Fuzzy cognitive maps with genetic algorithm for goal-oriented decision support", "International Journal of Uncertainty Fuzziness and Knowledge-Based Systems", 12, 31-42.
Kim, M. C., Kim, C. O., Hong, S. R.and Kwon, I. H. (2008) "Forward-backward analysis of RFID-enabled supply chain using fuzzy cognitive map and genetic algorithm", "Expert Systems with Applications", 35(3), 1166-1176.
Kosko, B. (1992) "Neural networks and fuzzy systems: A dynamical systems approach to machine intelligence.", "Englewood Cliffs, NJ: Prentice-Hall",
Lee, K. C.and Kim, H. S. (1997) "A fuzzy cognitive map-based bidirectional inference machanism: An appliance to stock investment analysis," "International Journal of Intelligent System in Accounting Finance and Management", 6(1),41-57.
Luis, R., Rossitza, S.and Jose, L.S. (2007) "Modeling IT projects success with fuzzy cognitive maps.", "Expert Systems with Applications.", 32(2),543-559.
Mohr, K.C. The use and interpretation of fuzzy cognitive maps (1997) Rensselaer Polytechnic Institute Published Place Master Project:
Papageorgiou, E. I.and Groumpos, P. P. (2005) "A new hybrid method using evolutionary algorithms to train Fuzzy Cognitive Maps", "Applied Soft Computing", 5(4), 409-431.
Papageorgiou, E. I., Stylios, C. D.and Groumpos, P. P. (2004) "Active Hebbian learning algorithm to train fuzzy cognitive maps", "International Journal of Approximate Reasoning", 37(3), 219-249.
Parsopoulos, K. E., Papageorgiou, E. I., Grumpos, P. P.,Vrahatis, M. N. (2003) "A first study of fuzzy cognitive maps learning using particle swarm optimization.", "In Proceedings of IEEE congress on evolutionart computation ", 1440-1447.
Stach, W., Kurgan, L., Pedrycz, W.and Reformat, M. (2005) "Genetic learning of fuzzy cognitive maps", "Fuzzy Sets and Systems", 153(3), 371-401.
Sterman, J.D. (2000) "Bussiness dynamics", McGraw-Hill),
Stylios, C. D.and Groumpos, P. P. (2004) "Modeling complex systems using fuzzy cognitive maps", "Ieee Transactions on Systems Man and Cybernetics Part a-Systems and Humans", 34(1), 155-162.
Tsadiras, A. K.and Kouskouvelis, I. (2005) Using fuzzy cognitive maps as a decision support system for political decisions: The case of Turkey's integration into the European Union Springer-Verlag Berlin