Technical analysis of ship integrated power system data compression based on improved swinging door algorithm

<b>Objectives</b> In order to accumulate a ship's comprehensive power big data resources, especially in the case of relatively limited ship computing resources, and realize the effective compression of large-scale historical data, an improved revolving door data compression algorith...

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Main Authors: SHANG Chengya, BAO Xianqiang, FU Lijun, ZHU Wanlu, XU Xinghua
Format: Article
Language:English
Published: Editorial Office of Chinese Journal of Ship Research 2020-02-01
Series:Zhongguo Jianchuan Yanjiu
Subjects:
Online Access:http://html.rhhz.net/ZGJCYJ/html/2020-1-82.htm
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spelling doaj-07ccb5e49bed44b2b7680291a1d3031d2020-11-25T03:31:48ZengEditorial Office of Chinese Journal of Ship ResearchZhongguo Jianchuan Yanjiu1673-31851673-31852020-02-01151828810.19693/j.issn.1673-3185.01742Technical analysis of ship integrated power system data compression based on improved swinging door algorithmSHANG Chengya0BAO Xianqiang1FU Lijun2ZHU Wanlu3XU Xinghua4Science and Technology on Ship Integrated Power System Technology Laboratory, Naval University of Engineering, Wuhan 430033, ChinaScience and Technology on Ship Integrated Power System Technology Laboratory, Naval University of Engineering, Wuhan 430033, ChinaScience and Technology on Ship Integrated Power System Technology Laboratory, Naval University of Engineering, Wuhan 430033, ChinaScience and Technology on Ship Integrated Power System Technology Laboratory, Naval University of Engineering, Wuhan 430033, ChinaScience and Technology on Ship Integrated Power System Technology Laboratory, Naval University of Engineering, Wuhan 430033, China<b>Objectives</b> In order to accumulate a ship's comprehensive power big data resources, especially in the case of relatively limited ship computing resources, and realize the effective compression of large-scale historical data, an improved revolving door data compression algorithm is proposed in this paper.<b>Methods</b> According to the real-time data characteristics of a ship's Integrated Power System (IPS), the data compression accuracy index is introduced, and the deviation between the expected error and actual decompression error is used for negative feedback in order to dynamically adjust the compression deviation ?<i>E</i> and reduce the setting difficulty of the compression deviation ?<i>E</i>. Data series with different characteristics are tested in this paper.<b>Results</b> The results show that the proposed algorithm can meet the data compression accuracy of the typical integrated power service of a ship, and maintain a high compression ratio on the premise of ensuring accuracy. The compression rate of the algorithm can reach 1/10-1/5 of the initial data.<b>Conclusions</b> The data compression algorithm in this paper has better compression precision and compression ratio, and can effectively improve the storage efficiency of a ship's historical comprehensive power data.http://html.rhhz.net/ZGJCYJ/html/2020-1-82.htmintegrated power system (ips)data compressionswinging door algorithmaverage absolute error
collection DOAJ
language English
format Article
sources DOAJ
author SHANG Chengya
BAO Xianqiang
FU Lijun
ZHU Wanlu
XU Xinghua
spellingShingle SHANG Chengya
BAO Xianqiang
FU Lijun
ZHU Wanlu
XU Xinghua
Technical analysis of ship integrated power system data compression based on improved swinging door algorithm
Zhongguo Jianchuan Yanjiu
integrated power system (ips)
data compression
swinging door algorithm
average absolute error
author_facet SHANG Chengya
BAO Xianqiang
FU Lijun
ZHU Wanlu
XU Xinghua
author_sort SHANG Chengya
title Technical analysis of ship integrated power system data compression based on improved swinging door algorithm
title_short Technical analysis of ship integrated power system data compression based on improved swinging door algorithm
title_full Technical analysis of ship integrated power system data compression based on improved swinging door algorithm
title_fullStr Technical analysis of ship integrated power system data compression based on improved swinging door algorithm
title_full_unstemmed Technical analysis of ship integrated power system data compression based on improved swinging door algorithm
title_sort technical analysis of ship integrated power system data compression based on improved swinging door algorithm
publisher Editorial Office of Chinese Journal of Ship Research
series Zhongguo Jianchuan Yanjiu
issn 1673-3185
1673-3185
publishDate 2020-02-01
description <b>Objectives</b> In order to accumulate a ship's comprehensive power big data resources, especially in the case of relatively limited ship computing resources, and realize the effective compression of large-scale historical data, an improved revolving door data compression algorithm is proposed in this paper.<b>Methods</b> According to the real-time data characteristics of a ship's Integrated Power System (IPS), the data compression accuracy index is introduced, and the deviation between the expected error and actual decompression error is used for negative feedback in order to dynamically adjust the compression deviation ?<i>E</i> and reduce the setting difficulty of the compression deviation ?<i>E</i>. Data series with different characteristics are tested in this paper.<b>Results</b> The results show that the proposed algorithm can meet the data compression accuracy of the typical integrated power service of a ship, and maintain a high compression ratio on the premise of ensuring accuracy. The compression rate of the algorithm can reach 1/10-1/5 of the initial data.<b>Conclusions</b> The data compression algorithm in this paper has better compression precision and compression ratio, and can effectively improve the storage efficiency of a ship's historical comprehensive power data.
topic integrated power system (ips)
data compression
swinging door algorithm
average absolute error
url http://html.rhhz.net/ZGJCYJ/html/2020-1-82.htm
work_keys_str_mv AT shangchengya technicalanalysisofshipintegratedpowersystemdatacompressionbasedonimprovedswingingdooralgorithm
AT baoxianqiang technicalanalysisofshipintegratedpowersystemdatacompressionbasedonimprovedswingingdooralgorithm
AT fulijun technicalanalysisofshipintegratedpowersystemdatacompressionbasedonimprovedswingingdooralgorithm
AT zhuwanlu technicalanalysisofshipintegratedpowersystemdatacompressionbasedonimprovedswingingdooralgorithm
AT xuxinghua technicalanalysisofshipintegratedpowersystemdatacompressionbasedonimprovedswingingdooralgorithm
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