We present a forecast model for the total variability of DW1 and study its prediction accuracy against the actual variability from the extended Canadian Middle Atmospheric Model (eCMAM) simulations and Sounding of the Atmosphere using Broadband Emission Radiometry (SABER) observations in the mesosphere and lower thermosphere region. To account for the long-term variability (periods >30 days), we fit the data with a multi-linear regression model that contains the solar cycle, El Nino Southern Oscillation, quasi-biennial oscillation, and the seasonal harmonics at 12, 6, 4, and 3 months. The fitting coefficients/amplitudes from each deterministic variability are examined between the eCMAM and SABER. To predict the short-term tidal variability, we adopted an auto-regression (AR) model from Vitharana et al. (2019, ). The forecast model is a combination of the multi-linear regression model and the AR model. The forecast model can predict the total tidal variability of DW1 with high accuracy. The prediction accuracy (correlation coefficient) ranges between 0.81 and 0.98 (average 0.93) for eCMAM and 0.76 and 0.92 (average 0.82) for SABER. The prediction accuracy for the short-term tidal variability is very high for both eCMAM and SABER and shows little variation with correlation coefficients at similar to 0.95. The prediction accuracy for the total tidal variability follows that for the long-term tidal variability. The discrepancy between the forecast model and the actual total tidal variability is mainly because the forecast model cannot capture all the long-term tidal variability (periods >30 days). Besides the well-known periods for long-term variability, the other periods change on a year-to-year basis.
机构:
Chinese Acad Sci, Natl Space Sci Ctr, State Key Lab Space Weather, Beijing 100190, Peoples R China
Univ Chinese Acad Sci, Coll Earth & Planetary Sci, Beijing 100049, Peoples R China
Chinese Acad Sci, Key Lab Sci & Technol Environm Space Situat Awaren, Beijing 100190, Peoples R ChinaChinese Acad Sci, Natl Space Sci Ctr, State Key Lab Space Weather, Beijing 100190, Peoples R China
Liu, Shuai
Jiang, Guoying
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Chinese Acad Sci, Natl Space Sci Ctr, State Key Lab Space Weather, Beijing 100190, Peoples R China
Univ Chinese Acad Sci, Sch Astron & Space Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Natl Space Sci Ctr, State Key Lab Space Weather, Beijing 100190, Peoples R China
Jiang, Guoying
Luo, Bingxian
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Chinese Acad Sci, Natl Space Sci Ctr, State Key Lab Space Weather, Beijing 100190, Peoples R China
Chinese Acad Sci, Key Lab Sci & Technol Environm Space Situat Awaren, Beijing 100190, Peoples R China
Univ Chinese Acad Sci, Sch Astron & Space Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Natl Space Sci Ctr, State Key Lab Space Weather, Beijing 100190, Peoples R China
Luo, Bingxian
Xu, Jiyao
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Chinese Acad Sci, Natl Space Sci Ctr, State Key Lab Space Weather, Beijing 100190, Peoples R China
Univ Chinese Acad Sci, Sch Astron & Space Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Natl Space Sci Ctr, State Key Lab Space Weather, Beijing 100190, Peoples R China
Xu, Jiyao
Lin, Ruilin
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Chinese Acad Sci, Natl Space Sci Ctr, State Key Lab Space Weather, Beijing 100190, Peoples R China
Chinese Acad Sci, Key Lab Sci & Technol Environm Space Situat Awaren, Beijing 100190, Peoples R ChinaChinese Acad Sci, Natl Space Sci Ctr, State Key Lab Space Weather, Beijing 100190, Peoples R China
Lin, Ruilin
Zhu, Yajun
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Chinese Acad Sci, Natl Space Sci Ctr, State Key Lab Space Weather, Beijing 100190, Peoples R China
Univ Chinese Acad Sci, Sch Astron & Space Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Natl Space Sci Ctr, State Key Lab Space Weather, Beijing 100190, Peoples R China
Zhu, Yajun
Liu, Weijun
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Chinese Acad Sci, Natl Space Sci Ctr, State Key Lab Space Weather, Beijing 100190, Peoples R ChinaChinese Acad Sci, Natl Space Sci Ctr, State Key Lab Space Weather, Beijing 100190, Peoples R China
机构:
Chinese Acad Sci, State Key Lab Space Weather, Ctr Space Sci & Appl Res, Beijing 10091, Peoples R ChinaChinese Acad Sci, State Key Lab Space Weather, Ctr Space Sci & Appl Res, Beijing 10091, Peoples R China
Xu, Jiyao
Smith, A. K.
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Natl Ctr Atmospher Res, Div Atmospher Chem, Boulder, CO 80307 USAChinese Acad Sci, State Key Lab Space Weather, Ctr Space Sci & Appl Res, Beijing 10091, Peoples R China
Smith, A. K.
Liu, H. -L.
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Natl Ctr Atmospher Res, High Altitude Observ, Boulder, CO 80307 USAChinese Acad Sci, State Key Lab Space Weather, Ctr Space Sci & Appl Res, Beijing 10091, Peoples R China
Liu, H. -L.
Yuan, W.
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Chinese Acad Sci, State Key Lab Space Weather, Ctr Space Sci & Appl Res, Beijing 10091, Peoples R ChinaChinese Acad Sci, State Key Lab Space Weather, Ctr Space Sci & Appl Res, Beijing 10091, Peoples R China
Yuan, W.
Wu, Qian
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Natl Ctr Atmospher Res, High Altitude Observ, Boulder, CO 80307 USAChinese Acad Sci, State Key Lab Space Weather, Ctr Space Sci & Appl Res, Beijing 10091, Peoples R China
Wu, Qian
Jiang, Guoying
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Chinese Acad Sci, State Key Lab Space Weather, Ctr Space Sci & Appl Res, Beijing 10091, Peoples R ChinaChinese Acad Sci, State Key Lab Space Weather, Ctr Space Sci & Appl Res, Beijing 10091, Peoples R China
Jiang, Guoying
Mlynczak, M. G.
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NASA, Langley Res Ctr, Hampton, VA 23681 USAChinese Acad Sci, State Key Lab Space Weather, Ctr Space Sci & Appl Res, Beijing 10091, Peoples R China
Mlynczak, M. G.
Russell, J. M., III
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Hampton Univ, Hampton, VA 23668 USAChinese Acad Sci, State Key Lab Space Weather, Ctr Space Sci & Appl Res, Beijing 10091, Peoples R China