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Machine learning emulator for physics-based prediction of ionospheric potential response to solar wind variations 基于物理预测电离层对太阳风变化的潜在响应的机器学习模拟器
3区 地球科学
Earth, Planets and Space Pub Date : 2023-09-14 DOI: 10.1186/s40623-023-01896-3
Ryuho Kataoka, Shinya Nakano, Shigeru Fujita
{"title":"Machine learning emulator for physics-based prediction of ionospheric potential response to solar wind variations","authors":"Ryuho Kataoka, Shinya Nakano, Shigeru Fujita","doi":"10.1186/s40623-023-01896-3","DOIUrl":"https://doi.org/10.1186/s40623-023-01896-3","url":null,"abstract":"Abstract Physics-based simulations are important for elucidating the fundamental mechanisms behind the time-varying complex ionospheric conditions, such as ionospheric potential, against unprecedented solar wind variations incident on the Earth’s magnetosphere. However, carrying out an extensive parameter survey for comprehending the nonlinear solar wind density dependence of the ionospheric potential, for example, requires state-of-the-art global magnetohydrodynamic (MHD) simulations, which cannot be executed efficiently even on large-scale cluster computers. Here, we report the performance of a machine-learning based surrogate model for estimating the ionospheric potential outputs of a global MHD simulation, using the reservoir computing technique called echo state network (ESN). The trained ESN-based emulator demonstrates exceptional speed in conducting the parameter survey, which can lead to the identification of a solar wind density dependence of the ionospheric polar cap potential. Finally, we discuss future directions including the promising application for space weather forecasting. Graphical Abstract","PeriodicalId":11409,"journal":{"name":"Earth, Planets and Space","volume":"50 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-09-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134912204","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Response of aurora candidates in the Chinese official histories to the space climate during 511–1876 511-1876年中国正史极光候选者对空间气候的响应
3区 地球科学
Earth, Planets and Space Pub Date : 2023-09-13 DOI: 10.1186/s40623-023-01897-2
Po-Han Lee, Jann-Yenq Liu
{"title":"Response of aurora candidates in the Chinese official histories to the space climate during 511–1876","authors":"Po-Han Lee, Jann-Yenq Liu","doi":"10.1186/s40623-023-01897-2","DOIUrl":"https://doi.org/10.1186/s40623-023-01897-2","url":null,"abstract":"Abstract Continuous observations at specified locations and chronicling of astronomical phenomena provide a good opportunity to study ancient space weather. There are 248 white, 125 red, and 44 blue color aurora-like descriptions, also known as aurora candidates, recorded in Chinese official historical records during the 1365-year period of 511–1876. Qualitative descriptions of the color, location, and appearance time of these candidates are quantitatively denoted. The red, white, and blue aurora candidates occurred most frequently 34% in autumn, 32% in summer, and 49% in summer, respectively. The white and red aurora as well as the overall candidates tend to appear during high solar activity periods. By contrast, the blue candidates frequently occur during low solar activity periods. Statistical results with 90% confidence intervals further show that the relationship between solar activities and overall/red (white/blue) aurora candidates is significant (insignificant). The red aurora candidates that frequently occurred in autumn during the periods of high solar activity agree well with those of low/middle latitude auroras, while the white aurora candidates might be confounded by noctilucent clouds or other atmospheric optical events, such as airglows, moon halo, etc. The study of ancient space weather/climate based on historical records shows that aurora occurrences are related to solar activities, and in particular, red auroras frequently appear in low/middle latitudes during high solar activity periods. Graphical Abstract","PeriodicalId":11409,"journal":{"name":"Earth, Planets and Space","volume":"13 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135741578","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Special issue “DynamicEarth: Earth’s interior, surface, ocean, atmosphere, and near space interactions” 特刊《动态地球:地球内部、表面、海洋、大气和近空间的相互作用》
3区 地球科学
Earth, Planets and Space Pub Date : 2023-09-12 DOI: 10.1186/s40623-023-01893-6
C. Stolle, J. Baerenzung, E. A. Kronberg, J. Kusche, H. Liu, H. Shimizu
{"title":"Special issue “DynamicEarth: Earth’s interior, surface, ocean, atmosphere, and near space interactions”","authors":"C. Stolle, J. Baerenzung, E. A. Kronberg, J. Kusche, H. Liu, H. Shimizu","doi":"10.1186/s40623-023-01893-6","DOIUrl":"https://doi.org/10.1186/s40623-023-01893-6","url":null,"abstract":"","PeriodicalId":11409,"journal":{"name":"Earth, Planets and Space","volume":"33 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135878054","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Stratospheric gravity wave potential energy and tropospheric parameters relationships over South America: a study using COSMIC-2 and METOP radio occultation measurements 南美洲平流层重力波势能和对流层参数关系:使用COSMIC-2和METOP无线电掩星测量的研究
3区 地球科学
Earth, Planets and Space Pub Date : 2023-09-11 DOI: 10.1186/s40623-023-01891-8
Toyese Tunde Ayorinde, Cristiano Max Wrasse, Hisao Takahashi, Diego Barros, Cosme Alexandre Oliveira Barros Figueiredo, Solomon Otoo Lomotey, Patrick Essien, Anderson Vestena Bilibio
{"title":"Stratospheric gravity wave potential energy and tropospheric parameters relationships over South America: a study using COSMIC-2 and METOP radio occultation measurements","authors":"Toyese Tunde Ayorinde, Cristiano Max Wrasse, Hisao Takahashi, Diego Barros, Cosme Alexandre Oliveira Barros Figueiredo, Solomon Otoo Lomotey, Patrick Essien, Anderson Vestena Bilibio","doi":"10.1186/s40623-023-01891-8","DOIUrl":"https://doi.org/10.1186/s40623-023-01891-8","url":null,"abstract":"Abstract Using COSMIC-2 and METOP radio occultation measurements during the years 2020 and 2021, the study presents the first direct and independent relationship between the potential energy (E p ) in the stratosphere, precipitable water vapour (PWV), tropopause heights (TPH), and cold-point heights (CPH) over South America. The South American continent comprises the tropical region, the Andes Mountain range, and mid-latitude climates. The seasonal mean of the potential energy (E p ), the PWV, and the tropopause parameters height (TPH and CPH) were obtained to investigate the relationship between the stratospheric gravity wave (SGW) E p and the tropospheric parameters (PWV, TPH, and CPH). Around the Andes Mountains to the east, there is significantly less water vapour (PWV < 10 mm) and a relatively high gravity wave E p (E p > 8 kJ kg − 1 ). A good correlation of variability was found between the PWV and the lower SGW E p in summer over the tropical region (± 20 ◦ ). Generally, good and strong correlations were observed in the summer and spring, with negative/no correlations in the winter in 2020 and 2021. Also, good and strong correlations between SGW, PWV, and TPH were observed in the summer at $${20}^{o}N - {10}^{o}N$$ <mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"> <mml:mrow> <mml:msup> <mml:mrow> <mml:mn>20</mml:mn> </mml:mrow> <mml:mi>o</mml:mi> </mml:msup> <mml:mi>N</mml:mi> <mml:mo>-</mml:mo> <mml:msup> <mml:mrow> <mml:mn>10</mml:mn> </mml:mrow> <mml:mi>o</mml:mi> </mml:msup> <mml:mi>N</mml:mi> </mml:mrow> </mml:math> in 2020 and 2021. Our result demonstrated the possibility that convective activity was a major driver of the tropical gravity waves over South America. In the subtropical (30 $$^circ$$ <mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"> <mml:msup> <mml:mrow /> <mml:mo>∘</mml:mo> </mml:msup> </mml:math> –40 $$^circ$$ <mml:math xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"> <mml:msup> <mml:mrow /> <mml:mo>∘</mml:mo> </mml:msup> </mml:math> ) region, especially in the winter, the tropospheric parameters make little or no contribution to gravity wave activity in the region. The CPH generally showed a no/negative with SGW over the South American tropics. The SGW activities in the tropical region showed an impact on the structure of the tropopause parameters, which could be a result of the convective activity in this region. Graphical Abstract","PeriodicalId":11409,"journal":{"name":"Earth, Planets and Space","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135980742","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effects of surface topography and subsurface structural irregularities of river embankments on Rayleigh wave propagation 堤防表面地形和亚表面结构不规则性对瑞利波传播的影响
IF 3 3区 地球科学
Earth, Planets and Space Pub Date : 2023-09-08 DOI: 10.1186/s40623-023-01884-7
S. Miyanaga, Hiroaki Yamanaka
{"title":"Effects of surface topography and subsurface structural irregularities of river embankments on Rayleigh wave propagation","authors":"S. Miyanaga, Hiroaki Yamanaka","doi":"10.1186/s40623-023-01884-7","DOIUrl":"https://doi.org/10.1186/s40623-023-01884-7","url":null,"abstract":"","PeriodicalId":11409,"journal":{"name":"Earth, Planets and Space","volume":" ","pages":"1-19"},"PeriodicalIF":3.0,"publicationDate":"2023-09-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45871208","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Delineation of shallow volcanic structures from audio-frequency magnetotelluric data beneath Ulleung Island, East Sea (Sea of Japan) 东海(日本海)乌良岛下浅层火山结构的音频大地电磁数据描绘
IF 3 3区 地球科学
Earth, Planets and Space Pub Date : 2023-09-07 DOI: 10.1186/s40623-023-01886-5
Jinpyo Hong, Kiyeon Kim, Seokhoon Oh, Hyoung-Seok Kwon, Sung Hi Choi, Sun-Cheon Park
{"title":"Delineation of shallow volcanic structures from audio-frequency magnetotelluric data beneath Ulleung Island, East Sea (Sea of Japan)","authors":"Jinpyo Hong, Kiyeon Kim, Seokhoon Oh, Hyoung-Seok Kwon, Sung Hi Choi, Sun-Cheon Park","doi":"10.1186/s40623-023-01886-5","DOIUrl":"https://doi.org/10.1186/s40623-023-01886-5","url":null,"abstract":"","PeriodicalId":11409,"journal":{"name":"Earth, Planets and Space","volume":" ","pages":"1-16"},"PeriodicalIF":3.0,"publicationDate":"2023-09-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43048144","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Hydrothermal signature on episodic deflation/inflation ground tilt at Aso Volcano 阿索火山间歇通货紧缩/通货膨胀地面倾斜的热液特征
IF 3 3区 地球科学
Earth, Planets and Space Pub Date : 2023-09-06 DOI: 10.1186/s40623-023-01889-2
S. Petrosino, M. Falanga, Teh-Ru Alex Song
{"title":"Hydrothermal signature on episodic deflation/inflation ground tilt at Aso Volcano","authors":"S. Petrosino, M. Falanga, Teh-Ru Alex Song","doi":"10.1186/s40623-023-01889-2","DOIUrl":"https://doi.org/10.1186/s40623-023-01889-2","url":null,"abstract":"","PeriodicalId":11409,"journal":{"name":"Earth, Planets and Space","volume":" ","pages":"1-15"},"PeriodicalIF":3.0,"publicationDate":"2023-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42285265","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Modeling geomagnetic spikes: the Levantine Iron Age anomaly 模拟地磁尖峰:黎凡特铁器时代异常
IF 3 3区 地球科学
Earth, Planets and Space Pub Date : 2023-09-06 DOI: 10.1186/s40623-023-01880-x
Pablo Rivera, F. Pavón-Carrasco, M. Osete
{"title":"Modeling geomagnetic spikes: the Levantine Iron Age anomaly","authors":"Pablo Rivera, F. Pavón-Carrasco, M. Osete","doi":"10.1186/s40623-023-01880-x","DOIUrl":"https://doi.org/10.1186/s40623-023-01880-x","url":null,"abstract":"","PeriodicalId":11409,"journal":{"name":"Earth, Planets and Space","volume":" ","pages":"1-16"},"PeriodicalIF":3.0,"publicationDate":"2023-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48411287","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Ryugu Sample Database System (RS-DBS) on the Data Archives and Transmission System (DARTS) by the JAXA curation 日本宇宙航空研究开发机构管理的数据档案和传输系统(DARTS)上的龙谷样本数据库系统(RS-DBS)
IF 3 3区 地球科学
Earth, Planets and Space Pub Date : 2023-09-01 DOI: 10.1186/s40623-023-01887-4
M. Nishimura, A. Nakato, M. Abe, Kana Nagashima, H. Soejima, T. Yada, K. Yogata, Akiko Miyazaki, K. Hatakeda, M. Yoshitake, A. Iwamae, C. Pilorget, R. Brunetto, D. Loizeau, J. Bibring, L. Riu, K. Yumoto, Yuichiro Cho, Y. Yabe, S. Sugita, Motoo Ito, T. Okada, S. Tachibana, T. Usui
{"title":"Ryugu Sample Database System (RS-DBS) on the Data Archives and Transmission System (DARTS) by the JAXA curation","authors":"M. Nishimura, A. Nakato, M. Abe, Kana Nagashima, H. Soejima, T. Yada, K. Yogata, Akiko Miyazaki, K. Hatakeda, M. Yoshitake, A. Iwamae, C. Pilorget, R. Brunetto, D. Loizeau, J. Bibring, L. Riu, K. Yumoto, Yuichiro Cho, Y. Yabe, S. Sugita, Motoo Ito, T. Okada, S. Tachibana, T. Usui","doi":"10.1186/s40623-023-01887-4","DOIUrl":"https://doi.org/10.1186/s40623-023-01887-4","url":null,"abstract":"","PeriodicalId":11409,"journal":{"name":"Earth, Planets and Space","volume":" ","pages":"1-12"},"PeriodicalIF":3.0,"publicationDate":"2023-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45123262","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Predicted results of weak and strong ground motions at the target site of the blind prediction exercise as steps-2 and -3, Report for the experiments for the 6th international symposium on effects of surface geology on seismic motion 第2步和第3步盲预测演习目标地点的弱地震动和强地震动预测结果,第6届地表地质对地震运动影响国际研讨会实验报告
IF 3 3区 地球科学
Earth, Planets and Space Pub Date : 2023-08-29 DOI: 10.1186/s40623-023-01885-6
S. Tsuno, F. Nagashima, H. Kawase, H. Yamanaka, S. Matsushima
{"title":"Predicted results of weak and strong ground motions at the target site of the blind prediction exercise as steps-2 and -3, Report for the experiments for the 6th international symposium on effects of surface geology on seismic motion","authors":"S. Tsuno, F. Nagashima, H. Kawase, H. Yamanaka, S. Matsushima","doi":"10.1186/s40623-023-01885-6","DOIUrl":"https://doi.org/10.1186/s40623-023-01885-6","url":null,"abstract":"","PeriodicalId":11409,"journal":{"name":"Earth, Planets and Space","volume":" ","pages":"1-21"},"PeriodicalIF":3.0,"publicationDate":"2023-08-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47644116","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
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