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刘佳佳
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刘佳佳
研究领域
  • 太阳物理

  • 空间天气和空间气候

论文成果

Journal Publications

2024

63. Quan Xie, Jiajia Liu*, Chris J. Nelson, Robert Erdélyi, Yuming Wang, Photospheric Swirls in A Quiet-Sun Region, ApJ, under review, 2024.

62. S. Bourgeois, S. Chierichini, Sz. Soós, R. Erdélyi, J. Liu, M. Korsós, R. Gafeira, T. Barata, Long-term properties of coronal off-limb structures, A&A, under review, 2024. 

61. Yudong Ye, Jiajia Liu, Yongqiang Hao, Jun Cui, Evaluating the Geoeffectiveness of Intrplanetary Coronal Mass Ejections: Insights from a Support Vector Machine Approach with SHAP Value Analysis, ApJ, under review, 2024.

60. Jiajun Liu, Zhendi Huang, Jingnan Guo, Yubao Wang, Jiajia Liu, Predicting the Energy Spectra of Solar Energetic Particles with a Machine Leanring Regression Algorithm, ApJ, accepted, 2024.

59. Jiajia Liu, Bingkun Yu, Fuchuan Pang, Siteng Fan, Lixiang Gu, Lingping He, Yajuan Lei, Bo Li, Rui Li, Yiren Li, Dongdong Liu, Kai Liu, Hui Tian, Bo Wang, Yu Wang, Mengjiao Xu, Xianghui Xue, Fei Yan, Xin Ye, Yuming Wang*, Weiren Wu*, SOTHE: SOlar-Terrestrial Habitability Explorer, Advances in Space Research, doi.org/10.1016/j.asr.2024.10.024, 2024.

58. Jiajia Liu, Yimin Wang, Szabolcs Soos, Ye Jiang, Robert Erdelyi, Marianna B. Korsos, Yuming Wang, Improving the Automated Coronal Jet Identification with U-NET, ApJ, 972, 187, 2024. 

57.  Junyan Liu, Chenglong Shen, Yang Wang, Mengjiao Xu, Yutian Chi, Zhihui Zhong, Dongwei Mao, Zhiyong Zhang, Can Wang, Jiajia Liu, Yuming Wang, Forecasting the Dst Index with Temporal Convolutional Network and Integrated Gradients, Solar Physics, 299, 98, 2024.

56. Shaoyu Lyu, Yuming Wang, Xiaolei Li, Quanhao Zhang, Jiajia Liu, Inferring the solar wind velocity in the outer corona based on multi-view observations of small-scale transients by STEREO/COR2, ApJ, 926, 170, 2024.

55. Szabolcs Soos, Jiajia Liu*, Marinna B. Korsos, Robert Erdelyi*, Evolution of Coronal Jets in solar Cycle 24, ApJ, 965, 43, 2024.

54. Simone Cherichini, Jiajia Liu, Marianna B. Korsos, Dario Del Maro, Robert Erdelyi, CME Arrival Modelling with Machine Learning, ApJ, 963, 121,  2024.

2023

53. Anchuan Song, Quanhao Zhang, Yuming Wang, Rui Liu, Jie Jiang, Xiaolei Li, Jiajia Liu, Shaoyu Lv, Ruobing Zheng, Solar cycle variation in the properties of photospheric magnetic concentrations, A&A, 10.1051/0004-6361/202346898, 2023

52. David B. Jess, Samuel D. T. Grant, William Bate, Jiajia Liu, Shahin Jafarzadeh, Peter H. Keys, Luís E. A. Vieira, Alisson Dal Lago, Fernando L. Guarnieri, Damian J. Christian, Doug Gilliam, and Dipankar Banerjee, The Fibre Resolved OpticAl and Near-Ultraviolet Czerny–Turner Imaging Spectropolarimeter (FRANCIS), Solar Phys. 298, 146, 2023.

51. Yang Yun*, Jiajia Liu*, Xueshang Feng, Pengfei Chen, B Zhang, Prediction of the transit time of coronal mass ejections with an ensemble machine learning method, ApJS, 268, 69, 2023. 

50. Jiajia Liu, David Jess, Robert Erdelyi, Mihalis Mathioudakis, Five-Minute Oscillations of Photospheric and Chromospheric Swirls, A&A, 674, A142, 2023.

49. Jiajia Liu, Anchuan Song, David B. Jess, Jie Zhang, Mihalis Mathioudakis, Szabolcs Soos, Francis P. Keenan, Yuming Wang, Robertus Erdelyi, Power-law Distribution of Solar Cycle Modulated Coronal Jets, Astrophys. J., 166, 17, 2023.

48. Marianna Korsos, Mausumi Dikpati, Robertus Erdelyi, Jiajia Liu, Francesca Zuccarello, On the connection between Rieger-type and magneto-Rossby waves driving the frequency of the large solar eruptions during Solar Cycles 19 - 25, Astrophys. J., 944, 180, 2023.

2022

47.  Yuming Wang, Xianyong Bai; Changyong Chen, Linjie Chen, Xin Cheng, Lei Deng, Linhua Deng, Yuanyong Deng, Li Feng, Tingyu Gou, Jingnan Guo, Yang Guo, Xinjun Hao, Jiansen He, Junfeng Hou, Jiangjiang Huang, Zhenghua Huang, Haisheng Ji, Chaowei Jiang, Jie Jiang, Chunlan Jin, Yiren Li,  Jiajia Liu, Kai Liu, Liu Liu, Rui Liu, Rui Liu, Chengbo Qiu, Chenglong Shen, Fang Shen, Yuandeng Shen, Xiangjun Shi, Jiangtao Su, Yang Su, Yingna Su, Mingzhe Sun, Baolin Tan, Hui Tian, Yamin Wang, Lidong Xia, Jinglan Xie, Ming Xiong, Mengjiao Xu, Xiaoli Yan, Yihua Yan, Shangbin Yang, Shuhong Yang, Shenyi Zhang, Quanhao Zhang, Yonghe Zhang, Jinsong Zhao, Guiping Zhou, Hong Zou, Building a Panorama of the Sun and Inner-heliosphere, Advances in Space Research, doi.org/10.1016/j.asr.2022.10.045, 2022.

46. Ziyao Hu, Kaifan Ji, Jie Chen, Yuanyong Deng, Jiangtao Su, Xianyong Bai, Suo Liu, Jingjing Guo, Jiajia Liu, Peter Wintoft, A Calibration Scheme for Spaceborne Full-disk Vector Magnetograph under the Influence of Orbiter Velocity, A&A, 666, A93, 2022.

45.  Sahel Dey, Piyali Chatterjee, O. V. S. N. Murthy, Marianna B. Korsós, Jiajia Liu, Christopher J. Nelson and Robertus Erdélyi, Polymeric jets throw light on the origin and nature of the forest of solar spicules, Nature Physics, 10.1038/s41567-022-01522-1, 2022.

44. Jie Chen, Robertus Erdelyi, Jiajia Liu, Yuanyong Deng, Fionnlagh Dover, Qingmin Zhang, Mei Zhang, Jiangtao Su and Leping Li, Blobs in a Solar EUV Jet, Front. Astron. Space Sci., 8:786856, 2022.

2021

43. Mark P. Rast, Nazaret Bello González, Luis Bellot Rubio, Wenda Cao, Gianna Cauzzi, Edward DeLuca, Bart De Pontieu, Lyndsay Fletcher, Sarah E. Gibson, Philip G. Judge, Yukio Katsukawa, Maria D. Kazachenko, Elena Khomenko, Enrico Landi, Valentin Martínez Pillet, Gordon J.D. Petrie, Jiong Qiu, Laurel A. Rachmeler, Matthias Rempel, Wolfgang Schmidt, Eamon Scullion, Xudong Sun, Brian T. Welsch, Vincenzo Andretta, Patrick Antolin, Thomas R. Ayres, K.S. Balasubramaniam, Istvan Ballai, Thomas E. Berger, Stephen J. Bradshaw, Mats Carlsson, Roberto Casini, Rebecca Centeno, Steven R. Cranmer, Craig DeForest, Yuanyong Deng, Robertus Erdélyi, Viktor Fedun, Catherine E. Fischer, Sergio J. González Manrique, Michael Hahn, Louise Harra, Vasco M.J. Henriques, Neal E. Hurlburt, Sarah Jaeggli, Shahin Jafarzadeh, Rekha Jain, Stuart M. Jefferies, Peter H. Keys, Adam F. Kowalski, Christoph Kuckein, Jeffrey R. Kuhn, Jiajia Liu, Wei Liu, Dana Longcope, R.T. James McAteer, Scott W. McIntosh, David E. McKenzie, Mari Paz Miralles, Richard J. Morton, Karin Muglach, Chris J. Nelson, Navdeep K. Panesar, Susanna Parenti, Clare E. Parnell, Bala Poduval, Kevin P. Reardon, Jeffrey W. Reep, Thomas A. Schad, Donald Schmit, Rahul Sharma, Hector Socas-Navarro, Abhishek K. Srivastava, Alphonse C. Sterling, Yoshinori Suematsu, Lucas A. Tarr, Sanjiv Tiwari, Alexandra Tritschler, Gary Verth, Angelos Vourlidas, Haimin Wang, Yi-Ming Wang, NSO, DKIST project, DKIST instrument scientists, the DKIST Science Working Group, the DKIST Critical Science Plan Community, Critical Science Plan for the Daniel K. Inouye Solar Telescope (DKIST), Solar Physics, 296, 70, 2021.

42.  Lijuan Liu, Jiajia Liu, Jun Chen, Yuming Wang, Guoqiang Wang, Zhenjun Zhou, and Jun Cui, The configuration and failed eruption of a complex magnetic flux rope above a δ sunspot region, A&A, 648, A106, 2021.

41. Jiajia Liu, Yimin Wang, Xin Huang, Marianna B Korsos, Ye Jiang, Yuming Wang, Robert Erdélyi, Reliability of AI-generated magnetograms from only EUV images, Nature Astronomy, 5, 108-110, 2021.

News Articles: QUB, UoS, Aberystwyth, ELTE, Engineers Ireland

40. Marianna B Korsos, Robert Erdélyi, Jiajia Liu and Huw Morgan, Testing and Validating Two Morphological Flare Predictors by Logistic Regression Machine Learning, Frontiers in Astronomy and Space Sciences, 7, 571186, 2020.

2020

39. Aabha Monga, Rahul Sharma, Jiajia Liu, Consuelo Cid, Wahab Uddin, Ramesh Chandra, Robert Erdélyi, On the partial eruption of a bifurcated solar filament structure, MNRAS, 500, 684, 2020.

38. Haiqing Xu, Jiangtao Su, Jie Chen, Guiping Ruan, Arun Kumar Awasthi, Hongqi Zhang, Mei Zhang, Kaifan Ji, Yuzong Zhang, and Jiajia LiuMulti-wavelength Observation of a Failed Eruption from a Helical Kink-unstable Prominence, Astrophys. J., 901, 121, 2020.

37. Xiaolei Li, Yuming Wang, Rui Liu, Chenglong Shen, Quanhao Zhang, Shaoyu Lyu, Bin Zhuang, Fang Shen, Jiajia Liu, and Yutian Chi, Reconstructing solar wind inhomogeneous structures from stereoscopic observations in white-light: Solar wind transients in 3D, J. Geophys. Res., doi:10.1029/2019JA027513, 2020.

36. M. B. Korsos, M. K. Georgoulis, N. Gyenge, S. K. Bisoi, S. Yu, S. Poedts, C. N. Nelson, J. Liu, Y. Yan and R. Erdelyi, Solar Flare Prediction Using Magnetic Field Diagnostics Above the Photosphere, Astrophys. J., 896, 119, 2020.

2019

35. Jiajia Liu, Mats Carlsson, Chris J. Nelson, Robert Erdélyi, Co-spatial velocity and magnetic swirls in the simulated solar photosphere, A&A, 632, A97, 2019.

34. Yiming Wang, Jiajia Liu*, Ye Jiang, Robert Erdélyi, CME Arrival Time Prediction Using Convolutional Neural Network, Astrophys. J., 811, 15, 2019.

33. Jiajia Liu, Chris J Nelson, Ben Snow, Yuming Wang, Robert Erdélyi, Evidence of ubiquitous Alfvén pulses transporting energy from the photosphere to the upper chromosphereNature Comm., 10:3504, 2019. (Nature Physics Research Highlight)

      News Articles: UoSPhys.orgScience DailyThe MathNews WeekIFL Science7th SpaceWeather HeraldNaked ScienceScience World ReportSky NightySpace DailySpaceRefUSTCSDUEurekAlert

32. Xin Cheng, Ying Li, L. Wan, Mingde Ding, Pengfei Chen, Jie Zhang and Jiajia LiuErratum: "Observations of Turbulent Magnetic Reconnection within a Solar Current Sheet", Astrophys. J., 874, 108, 2019.

31. Jiajia Liu, Yuming Wang, Robert Erdélyi, How Many Twists Do Solar Coronal Jets Release? Frontiers in Astro. & Space Sci., 6, 44, 2019.

30. Jiajia Liu, Chris Nelson, Robert Erdélyi, Automated Swirl Detection Algorithm (ASDA) and Its Application to Simulation and Observational Data, Astrophys. J., 872, 22, 2019.

2018

29. Xiaolei Li, Yuming Wang, Rui Liu, Chenglong Shen, Quanhao Zhang, Bin Zhuang, Jiajia Liu and Yutian Chi, Reconstructing solar wind inhomogeneous structures from stereoscopic observations in white-light: Small transients along the Sun-Earth line, J. Geophys. Res., 123, 7257, 2018.

28. Xin Cheng, Ying Li, L. Wan, Mingde Ding, Pengfei Chen, Jie Zhang and Jiajia LiuObservations of Turbulent Magnetic Reconnection within a Solar Current Sheet, Astrophys. J., 866, 64, 2018. (AAS NOVA Featured)

27. Jiajia Liu, Yudong Ye, Chenglong Shen, Yuming Wang and Robert Erdélyi, A New Tool for CME Arrival Time Prediction Using Machine Learning Algorithms: CAT-PUMA, Astrophys. J., 855, 209, 2018.

26. Yuming Wang, Chenglong Shen, Rui Liu, Jiajia Liu, Jingnan Guo, Xiaolei Li, Mengjiao Xu, Qiang Hu, and Tielong Zhang, Understanding the twist distribution inside magnetic flux ropes by anatomizing an interplanetary magnetic cloud, Journal of Geophysical Research: Space Physics, 123, 2018. (EOS Editor's Highlight)

25. Zhenghua Huang, Lidong Xia, Chris J. Nelson, Jiajia Liu, Thomas Wiegelmann, Hui Tian, James A. Klimchuk, Yao Chen and Bo Li, Magnetic Braids in Eruptions of a Spiral Structure in the Solar Atmosphere, Astrophys. J., 854, 80, 2018.

24. Jiajia Liu, Yuming Wang, Robertus Erdélyi, Rui Liu, Scott W. McIntosh, Tingyu Gou, Jun Chen, Kai Liu, Lijuan Liu and Zonghao Pan, Erratum: "On the Magnetic and Energy Characteristics of Homologous Jets From an Emerging Flux", Astrophys. J., 853, 201, 2018.

23. Jiajia Liu, Robertus Erdélyi, Yuming Wang and Rui Liu, Untwisting Jets Related to Magnetic Flux Cancellation, Astrophys. J., 852, 10, 2018.

2017

22. Quanhao Zhang, Yuming Wang, Youqiu Hu, Rui Liu, Kai Liu and Jiajia LiuUpward and downward catastrophes of coronal magnetic flux ropes in quadrupolar magnetic fields, Astrophys. J., 851, 96, 2017.

21. Ake Zhao, Yuming Wang, Jiajia Liu, Zhenjun Zhou, Chenglong Shen, Rui Liu, Bin Zhuang and Quanhao Zhang, The Role of Viscosity in Causing the Plasma Poloidal Motion in Magnetic Clouds, Astrophys. J., 845, 109, 2017.

20. Lijuan Liu, Yuming Wang, Rui Liu, Zhenjun Zhou, M. Temmer, J. K. Thalmann, Jiajia Liu, Kai Liu, Chenglong Shen, Quanhao Zhang, and A. M. Veronig, The causes of quasi-homologous CMEs, Astrophys. J., 844, 141, 2017.

19. Dong Wang, Rui Liu, Yuming Wang, Kai Liu, Jun Chen, Jiajia Liu, Zhenjun Zhou and Min Zhang, Critical Height of the Torus Instability in Two-ribbon Solar Flares, Astrophys. J. Letters., 843, 1, 2017.

18. Ake Zhao, Yuming Wang, Yutian Chi, Jiajia Liu, Chenglong Shen and Rui Liu, Main cause of the poloidal plasma motion inside a magnetic cloud inferred from multiple-spacecraft observations, Solar Phys., 292, 58, 2017.

17. Quanhao Zhang, Yuming Wang, Youqiu Hu, Rui Liu, and Jiajia LiuInfluence of Photospheric Magnetic Conditions on the Catastrophic Behaviors of Flux Ropes in Active Regions, Astrophys. J., 837, 211, 2017.

2016

16. Yuming Wang, Quanhao Zhang, Jiajia Liu, Chenglong Shen, Fang Shen, Zicai Yang, T. Zic, B. Vrsnak, D. F. Webb, Rui Liu, S. Wang, Jie Zhang, Q. Hu, and B. Zhuang, On the Propagation of a Geoeffective Coronal Mass Ejection during March 15 - 17, 2015, J. Geophys. Res., 121, 7423, 2016.

15. Quanhao Zhang, Yuming Wang, Rui Liu, Chenglong Shen, Min Zhang, Tingyu Gou, Jiajia Liu, Kai Liu, Zhenjun Zhou, and Shui Wang, Damped Large Amplitude Oscillations in a Solar Prominence and a Bundle of Coronal Loops, Res. Astron. Astrophys., 16, 167, 2016.

14. Jiajia Liu, Yuming Wang, Robertus Erdélyi, Rui Liu, Scott W. McIntosh, Tingyu Gou, Jun Chen, Kai Liu, Lijuan Liu and Zonghao Pan, On the Magnetic and Energy Characteristics of Recurrent Homologous Jets from an Emerging Flux, Astrophys. J., 833, 150, 2016.

13. Jiajia Liu, and Yuming Wang, A Non-Negligible Type of Eruption in the Solar Atmosphere - Jets, Physics, 45(11), 689, 2016.

12. Tingyu Gou, Rui Liu, Yuming Wang, Kai Liu, Bin Zhuang, Jun Chen, Quanhao Zhang and Jiajia Liu, Stereoscopic Observation of Slipping Reconnection in A Double Candle-Flame-Shaped Flare, Astrophys. J. Lett., 821, 2, 2016. (AAS Nova Highlight)

11. Jiajia Liu, Fang Fang, Yuming Wang, Scott W. McIntosh, Yuhong Fan, and Quanhao Zhang, On the Observation and Simulation of Solar Coronal Twin Jets, Astrophys. J., 817, 126, 2016.

2015

10. Jiajia Liu, Yuming Wang, Chenlong Shen, Kai Liu, Zonghao Pan, and S. Wang, A Solar Coronal Jet Event Triggers a Coronal Mass Ejection, Astrophys. J., 813, 115, 2015. (AAS Nova Highlight)

9. Jiajia Liu, Scott W. McIntosh, Ineke De Moortel, and Yuming Wang, On the Parallel and Perpendicular Propagating Motions Visible in Polar Plumes: An Incubator for (Fast) Solar Wind Acceleration? Astrophys. J., 806, 273, 2015.

2014

8. Quanhao Zhang, Rui Liu, Yuming Wang, Chenglong Shen, Kai Liu, Jiajia Liu, and Shui Wang, A Prominence Eruption Driven by Flux Feeding from Chromospheric Fibrils, Astrophys. J., 789, 133, 2014.

7. Jiajia Liu, Scott W. McIntosh, Ineke De Moortel, James Threlfall, and Christian Bethge, Statistical Evidences for the Existence of Alfvenic Turbulence in Solar Coronal Loops, Astrophys. J., 797, 7, 2014.

6. Ineke De Moortel, Scott W. McIntosh, James Threlfall, Christine Bethge, and Jiajia Liu, Potential Evidence for the Onset of Alfvenic Turbulence in Trans-Equatorial Coronal Loops Observed with CoMP, Astrophys. J. Lett., 782, L34, 2014.

5. Jiajia Liu, Yuming Wang, Rui Liu, Quanhao Zhang, Kai Liu, Chenglong Shen, and S. Wang, When and How does a Prominence-like Jet Gain Kinetic Energy? Astrophys. J., 782, 94, 2014.

2013

4. Yuming Wang, Zhenjun Zhou, Jiajia Liu, Chenglong Shen, and Shui Wang, Dynamic process of coronal mass ejections in interplanetary space (in Chinese), Scientia Sinica Terrae (Science China: Earth Science), 43(6), 934-950, 2013.

2012

3. Chenglong Shen, Yuming Wang, Shui Wang, Ying Liu, Rui Liu, Angelos Vourlidas, Bin Miao, Pinzhong Ye, Jiajia Liu, and Zhenjun Zhou, Super-elastic Collision of Large-scale Magnetized Plasmoids in the Heliosphere, Nature Phys., 8, 923-928, 2012. (Journal Cover)

2. Jiajia Liu, Zhenjun Zhou, Yuming Wang, Rui Liu, Bin Wang, Chijian Liao, Chenglong Shen, Huinan Zheng, Bin Miao, Zhenpeng Su, and S. Wang, Slow Magnetoacoustic Waves Observed above a Quiet-Sun Region in a Dark Cavity, Astrophys. J. Lett., 758, L26, 2012.

2011

1. Bin Gui, Chenglong Shen, Yuming Wang, Pinzhong Ye, Jiajia Liu, Shui Wang, and Xuepu Zhao, Quantitative Analysis of CME Deflections in the Corona, Sol. Phys., 271, 111-139, 2011.

专利

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代码

SWATNET School 1: Introduction to Space Weather

A jupyter notebook designed for the AI Lecture 2 of the SWATNET School 1 in Novmember 2021 (https://swatnet.eu/school-1-introduction-to-space-weather/)  It will help you to get familiar with some basic coding skills to build a machine learning model to solve space weather problems using Support Vector Machines (SVM).

Download codes: https://github.com/PyDL/AI-Lecture2



ASDA - Automated Swirl Detection Algorithm

ASDA is a Python package for automated swirl detection using MPI programming.  We have done a series test using ASDA to detect swirls in a series of synthetic dataset, various numerical simulations, and both ground-based and space-borne observations.

Download codes: https://github.com/PyDL/ASDA


Pyflct - Python wrapper for FLCT

Pyflct is a Python wrapper for FLCT code written in C from Fisher & Welsch 2008. You can download the original C code from the following link: http://cgem.ssl.berkeley.edu/cgi-bin/cgem/FLCT/home

Before a proper run of this program, you need first install the FLCT libraries. Extract the downloaded C source files, go to the fold. Then check source/README-install.txt and Makefile to find out how to install the FLCT libraries properly.

Download codes: https://github.com/PyDL/pyflct


CAT-PUMA: CME Arrival Time Prediction Using MAchine learning algorithms

CAT-PUMA is a new tool allowing the community to perform CME arrival time predictions using machine learning algorithms. CAT-PUMA is fast - it gives predictions within minutes after users providing necessary parameters. CAT-PUMA is also accurate - it gives an average absolute prediction error of 5.9 hours on the CME arrival time at Earth. I have designed a user-friendly user interface (UI) with two examples for demonstrating how people can use CAT-PUMA to perform their own predictions.

Download codes: https://github.com/PyDL/cat-puma