Application of AI Technology in Pulsar Candidate Identification
文献类型：期刊论文
| 作者 | Wanqiong Wang2 ; Jie Wang1,2,3; Xinchen Ye1,2; Yazhou Zhang2; Jia Li2; Xu Du2,3; Wenna Cai2,3; Han Wu2,3; Ting Zhang2,3; Yuyue Jiao2,3
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| 刊名 | Astronomical Techniques and Instruments
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| 卷号 | 1页码:1-17 |
| 关键词 | AI technology Candidate identification Machine learning Neural networks |
| ISSN号 | 2097-3675 |
| DOI | 10.61977/ati2024050 |
| 产权排序 | 1 |
| 英文摘要 | As artificial intelligence (AI) technology has continued to develop, its efficient data processing and pattern recognition capabilities have significantly improved the precision and speed of decision-making processes, and it has been widely applied across various fields. In the field of astronomy, AI techniques have demonstrated unique advantages, particularly in the identification of pulsars and their candidates. AI is able to address the challenges of pulsar celestial body identification and classification because of its accuracy and efficiency. This paper systematically surveys commonly used AI models for pulsar candidate identification, analyzing and discussing the typical applications of machine learning, artificial neural networks, convolutional neural networks, and generative adversarial networks in candidate identification. Furthermore, it explores how the introduction of AI techniques not only enhances the efficiency and accuracy of pulsar identification but also provides new perspectives and tools for pulsar survey data processing, thus playing a significant role in advancing pulsar research and the field of astronomy. |
| URL标识 | 查看原文 |
| 语种 | 英语 |
| CSCD记录号 | CSCD:7920950 |
| WOS记录号 | CSCD:7920950 |
| 源URL | [http://ir.xao.ac.cn/handle/45760611-7/7625]  |
| 专题 | 新疆天文台_计算机技术室 |
| 作者单位 | 1.National Astronomical Data Center, Beijing 100101, China 2.Xinjiang Astronomical Observatory, Chinese Academy of Sciences, Urumqi 830011, China; 3.University of Chinese Academy of Sciences, Beijing 100049, China; |
| 推荐引用方式 GB/T 7714 | Wanqiong Wang,Jie Wang,Xinchen Ye,et al. Application of AI Technology in Pulsar Candidate Identification[J]. Astronomical Techniques and Instruments,1:1-17. |
| APA | Wanqiong Wang.,Jie Wang.,Xinchen Ye.,Yazhou Zhang.,Jia Li.,...&Yuyue Jiao. |
| MLA | Wanqiong Wang,et al."Application of AI Technology in Pulsar Candidate Identification".Astronomical Techniques and Instruments 1 |
入库方式： OAI收割
来源：新疆天文台
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