{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,5]],"date-time":"2025-11-05T21:17:42Z","timestamp":1762377462153,"version":"build-2065373602"},"reference-count":32,"publisher":"MDPI AG","issue":"21","license":[{"start":{"date-parts":[[2023,11,3]],"date-time":"2023-11-03T00:00:00Z","timestamp":1698969600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62031015","61901137","ZR2020MF013"],"award-info":[{"award-number":["62031015","61901137","ZR2020MF013"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Shandong Provincial Natural Science Foundation","award":["62031015","61901137","ZR2020MF013"],"award-info":[{"award-number":["62031015","61901137","ZR2020MF013"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>The gravity wave produced by typhoons has been an essential subject of study that concerns numerous researchers. The damage to human beings and infrastructure in coastal regions caused by typhoon disasters annually is very severe, and analyzing gravity wave variation is a reliable approach to research typhoons. High-frequency surface wave radar (HFSWR) as an over-the-horizon radar can achieve real-time monitoring of an extensive sea area and space. This paper derived the gravity wave perturbation spectrum by handling high-frequency surface wave radar data during typhoons. The gravity wave spectrum data were examined by applying the chaos examination approaches of the Lyapunov exponent and phase-space reconstruction to the gravity wave spectrum data after processing and extraction. The reconstructed phase space had a specific shape in a certain direction, with the maximum Lyapunov exponent greater than zero. The gravity wave spectrum data are suggested to have chaotic properties through two chaos examination approaches. This paper demonstrated that the gravity waves observed by a radar have chaotic properties through the measurement data of HFSWR. While the chaotic properties suggest that observed gravity wave data are predictable in the short term, they are unpredictable in the long term. Predicting gravity wave data is important for understanding the chaotic properties of the atmosphere and for future gravity wave prediction.<\/jats:p>","DOI":"10.3390\/rs15215235","type":"journal-article","created":{"date-parts":[[2023,11,3]],"date-time":"2023-11-03T10:59:54Z","timestamp":1699009194000},"page":"5235","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Chaotic Properties of Gravity Waves during Typhoons Observed by HFSWR"],"prefix":"10.3390","volume":"15","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7306-4350","authenticated-orcid":false,"given":"Xuekun","family":"Chen","sequence":"first","affiliation":[{"name":"School of Information Science and Engineering, Harbin Institute of Technology at Weihai, Weihai 264209, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5231-7331","authenticated-orcid":false,"given":"Hongjuan","family":"Yang","sequence":"additional","affiliation":[{"name":"School of Information Science and Engineering, Harbin Institute of Technology at Weihai, Weihai 264209, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8547-3971","authenticated-orcid":false,"given":"Zhe","family":"Lyu","sequence":"additional","affiliation":[{"name":"School of Information Science and Engineering, Harbin Institute of Technology at Weihai, Weihai 264209, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5139-2911","authenticated-orcid":false,"given":"Changjun","family":"Yu","sequence":"additional","affiliation":[{"name":"School of Information Science and Engineering, Harbin Institute of Technology at Weihai, Weihai 264209, China"}]}],"member":"1968","published-online":{"date-parts":[[2023,11,3]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"2497","DOI":"10.1175\/1520-0469(1983)040<2497:TIOGWB>2.0.CO;2","article-title":"The Influence of Gravity Wave Breaking on the General Circulation of the Middle Atmosphere","volume":"40","author":"Holton","year":"1983","journal-title":"J. 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