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題名：A New Method for the Propagation System Evaluation in Wireless Network by Neural Networks and Genetic Algorithm
書刊名：International Journal of Information Systems for Logistics and Management
作者：Chan, Hsiao-ling／Liang, Shing-ko／Lien, Chi-tai
出版日期：2006
卷期：2:1
頁次：頁27-34
主題關鍵詞：Taguchi's dynamic approach；Wireless network；Neural networks；Genetic algorithm
原始連結：連回原系統網址new window
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  • 被引用次數被引用次數:期刊(5) 博士論文(0) 專書(0) 專書論文(0)
  • 排除自我引用排除自我引用:5
  • 共同引用共同引用:0
  • 點閱點閱:23
ABSTRACT The qualities of telecommunication system play an important role in modern logistics management. Many public places have begun the construction of wireless networks around hot spots. Generally, their will be more than one access point (AP) is installed between floors. However, the number and location of access points are decided by engineers apply the Taguchi’s approach to resolve the problems with dynamic characteristics. The Taguchi’s dynamic approach accommodates a range of input signals that have an ideal relationship with the output response; a dynamic case has multiple values for the output optimization goals, where necessary for the two-step optimization. However, this method can only find the best one of the specified parameter level combinations. This study illustrates that integrating neural networks (NNs), genetic algorithm(GA), and desirability function (or exponential desirability function) can obtain a better result than the analysis by the Taguchi’s approach. A case study of the propagation system evaluation in wireless network demonstrates the effectiveness of the proposed approach.
期刊論文
1.Vining, G. S. and Mylers, R. H.(1990)。Combining taguchi and response surface philosophies: a dual response approach。Journal Quality Technology，22(1)，38-45。  new window
2.Kim, K.-J.、Lin, D. K. J.(2000)。Simultaneous Optimization of Mechanical Properties of Steel by Maximizing Exponential Desirability Functions。Journal of the Royal Statistical Society Series C--Applied Statistics，49(3)，311-325。  new window
3.Funahashi, K.(1989)。On the approximate realization of continuous mapping by neural network。Neural Networks，2(3)，183-192。  new window
4.Cheung, K. W.(1998)。A new empirical model for indoor propagation prediction。IEEE Transactions on Vehicular technology，47(8)，996-1001。  new window
5.Liang, S. K. and Chan, H. L.(2006)。Applying neural network and scatter search for the propagation system evaluation of indoor wireless LAN。Logistics Research Review，9，1-12。  new window
6.Su, C. T., Chen, M. C. and Chan, H. L.(2005)。Applying neural network and scatter search to optimize parameter design with dynamic characteristics。Journal of the Operational Research Society，56(10)，1132-1140。  new window
會議論文
1.Su, C. T., Chan, H. L.(2002)。Improvement of measurement accuracy of blood glucose strip using the taguchi dynamic approach。Anaheim, California, U.S.A。  new window
圖書
1.Kohonen, T.(1989)。Self-organization and Associative Memory。Self-organization and Associative Memory。Berlin, Germany：Springer-Verlag。  new window
2.Goldberg, D. E.(1989)。Gene Algorithm in Search, Optimization and Machine Learning。New York：Massachusetts：Addison-Wesley。  new window
3.Fowlkes, W. Y.、Creveling, C. M.(1995)。Engineering Methods for Robust Product Design。Addison-Wesley Publishing Company。  new window
4.Phadke, M. S.(1989)。Quality Engineering Using Robust Design。New Jersey：Prentice-Hall。  new window
5.田口玄一(1986)。Introduction to Quality Engineering: Designing Quality into Products and Processes。Tokyo：Asian Productivity Organization。  new window
6.Krottmaier, J.(1993)。Wuality Engineering Designs。  new window
7.Montgomery, D. C.(2004)。Design and Analysis of Experiments。New York。  new window
 
 
 
 
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