Institute of Computing Technology, Chinese Academy IR
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 |
ISSN | 1022-4653 |
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 |
DOI | 10.1049/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 | |
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 |
推荐引用方式 GB/T 7714 | 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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