教師資料查詢 | 類別: 期刊論文 | 教師: 張麗秋LI-CHIU CHANG (瀏覽個人網頁)

標題:An efficient parallel algorithm for LISSOM neural network
學年91
學期1
出版(發表)日期2002/11/01
作品名稱An efficient parallel algorithm for LISSOM neural network
作品名稱(其他語言)
著者張麗秋; Chang, Li-chiu;Chang, Fi-john
單位淡江大學水資源及環境工程學系
出版者Elsevier B.V
著錄名稱、卷期、頁數Parallel computing 28(11), pp.1611-1633
摘要We present a parallel algorithm for laterally interconnected synergetically self-organizing map (LISSOM) neural network, a self-organizing map with lateral excitatory and inhibitory connections, to enhance the computational efficiency. A general strategy of balancing workload for different sizes of LISSOM networks on parallel computers is described. The parallel algorithm of LISSOM is implemented on IBM SP2 and PC cluster. The results demonstrate the efficiency of this LISSOM parallel algorithm in processing networks with large sizes. Parallel implementation for different input dimensions in networks of the same size (i.e., 20×20) show that the speedup can sustain at a high level. We demonstrate the LISSOM can be applied to complex problems through the parallel algorithm devised in this study.
關鍵字Laterally interconnected synergetically self-organizing map;Parallel neural networks;Parallel implementation;Balancing load
語言英文
ISSN
期刊性質國內
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產學合作
通訊作者
審稿制度
國別中華民國
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