Intelligent Data Pre-processing Model in Integrated Ocean Observing Network System |
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Authors: | HAN Hua DING Yong-sheng LIU Feng-ming |
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Institution: | 1. College of Information Science and Technology, Donghua University, Shanghai 201620, China;Shanghai Academy of Science & Technology, Shanghai 200235, China 2. College of Information Science and Technology, Donghua University, Shanghai 201620, China;Engineering Research Center of Digitized Textile & Fashion Technology, Ministry of Education, Donghua University,Shanghai 201620,China 3. College of Information Science and Technology, Donghua University, Shanghai 201620, China;School of Management and Economics, Shandong Normal University, Jinan250014, China |
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Abstract: | There are a number of dirty data in observation data set derived from integrated ocean observing network system.Thus,the data must be carefully and reasonably processed before they are used for forecasting or analysis.This paper proposes a data pre-processing model based on intelligent algorithms.Firstly,we introduce the integrated network platform of ocean observation.Next,the pre-processing model of data is presented,and an intelligent cleaning model of data is proposed.Based on fuzzy clustering,the Kohon... |
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Keywords: | integrated ocean observing network intelligentdata pre-processing data cleaning fuzzy soft clustering |
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