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Underwater Sonar Image Detection: A Novel Quantum-Inspired Shuffled Frog Leaping Algorithm
Wang Xingmei1; Liu Shu2; Li Qiming1; Liu Zhipeng3
2018-05-01
发表期刊CHINESE JOURNAL OF ELECTRONICS
ISSN1022-4653
卷号27期号:3页码:588-594
摘要Object detection plays an important role in the underwater object recognition technology of sonar equipment. We propose a Novel quantum-inspired shuffled frog leaping algorithm (NQSFLA) to obtain more accurate detection results in this paper. The proposed NQSFLA adopts a fitness function combining intra-class difference with inter-class difference to evaluate the frog position more accurately and a new quantum evolution update strategy to improve the searching ability in the searching process. In order to avoid the disadvantages of Quantum inspired shuffled frog leaping algorithm (QSFLA), a fuzzy membership matrix with spatial information model is developed, which can remove isolated regions and further improve the detection accuracy. Segmentation, distribution and noise entropy (SDNE) model is also proposed to quantitatively evaluate the detection results. The detection results of the original sonar images demonstrate the effectiveness and adaptability of the proposed method.
关键词Quantum-inspired shuffled frog leaping algorithm (QSFLA) Underwater sonar image Fitness function Update strategy Fuzzy membership matrix
DOI10.1049/cje.2018.03.006
收录类别SCI
语种英语
资助项目National Natural Science Foundation of China[41306086]
WOS研究方向Engineering
WOS类目Engineering, Electrical & Electronic
WOS记录号WOS:000432512200021
出版者TECHNOLOGY EXCHANGE LIMITED HONG KONG
引用统计
被引频次:15[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://119.78.100.204/handle/2XEOYT63/5260
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Liu Shu
作者单位1.Harbin Engn Univ, Coll Comp Sci & Technol, Harbin 150001, Heilongjiang, Peoples R China
2.Harbin Engn Univ, Coll Natl Secrecy, Harbin 150001, Heilongjiang, Peoples R China
3.Chinese Acad Sci, Inst Comp Technol, Beijing 100190, Peoples R China
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Wang Xingmei,Liu Shu,Li Qiming,et al. Underwater Sonar Image Detection: A Novel Quantum-Inspired Shuffled Frog Leaping Algorithm[J]. CHINESE JOURNAL OF ELECTRONICS,2018,27(3):588-594.
APA Wang Xingmei,Liu Shu,Li Qiming,&Liu Zhipeng.(2018).Underwater Sonar Image Detection: A Novel Quantum-Inspired Shuffled Frog Leaping Algorithm.CHINESE JOURNAL OF ELECTRONICS,27(3),588-594.
MLA Wang Xingmei,et al."Underwater Sonar Image Detection: A Novel Quantum-Inspired Shuffled Frog Leaping Algorithm".CHINESE JOURNAL OF ELECTRONICS 27.3(2018):588-594.
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