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Solar Rotational Modulations of SSI and Correlations with the Variability of TSI 1. TSI (TIM, ACRIM III, VIRGO) 2. SSI (SIM V19, SOLSTICE, TIMED/SEE, SATIRE-S) Jae N. Lee 1,2 , Robert F. Cahalan 2,3 , and Dong L. Wu 2 1. Joint Center for Earth Systems Tech., University of Maryland, Baltimore County, MD 2. NASA Goddard Space Flight Center, Greenbelt, MD 3. Applied Physics Lab/Johns Hopkins University, Laurel, MD

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Page 1: Solar Rotational Modulations of SSI and Correlations with ...lasp.colorado.edu/media/projects/SORCE/meetings/2015/abstracts/… · $ Correlaons,from,SIM is,>0.8,in,600,–900, nm

Solar Rotational Modulations of SSI and Correlations with the Variability of TSI

1.  TSI (TIM, ACRIM III, VIRGO) 2.  SSI (SIM V19, SOLSTICE, TIMED/SEE, SATIRE-S)

Jae N. Lee1,2 , Robert F. Cahalan2,3, and Dong L. Wu2

1. Joint Center for Earth Systems Tech., University of Maryland, Baltimore County, MD 2. NASA Goddard Space Flight Center, Greenbelt, MD 3. Applied Physics Lab/Johns Hopkins University, Laurel, MD

Page 2: Solar Rotational Modulations of SSI and Correlations with ...lasp.colorado.edu/media/projects/SORCE/meetings/2015/abstracts/… · $ Correlaons,from,SIM is,>0.8,in,600,–900, nm

Sun-­‐Climate  connec/on    in  solar  rota/onal  /me  scale  

Sun Climate Symposium Savannah, GA, 11/11/15 Lee, Cahalan, and Wu 2

where our data were continuous and almost completely clean,i.e., for a period of 220 days (7 months from 21 May 2007until 26 December 2007). Seven maxima and seven minimaare evident. The daily noise values yield a time series wherethe most dominant frequency is 1/27 day (Figure 3).[12] Because of the fact that these changes in the APD

occur only during daytime, approximately from sunrise tillsunset, we suspected that these were related to the Sun andto the solar rotation. To validate this we compared our datawith different solar indices data. However, after we gatheredall the solar indices (Solar Radiation and Climate Experi-ment, Solar spectral irradiance, 2007, available online http://lasp.colorado.edu/sorce/index.htm; NOAA National WeatherService, Space Weather Prediction Center, 2007, available at

http://www.swpc.noaa.gov/) (sunspot number, 10.7 cm radioflux, Lyman alpha flux) we found out that none of these solarindices, or any other measured quantity, revealed a contin-uous 27-day periodic fluctuation throughout this period.[13] Figure 4 represents our daily measured VLF APD

(2–5 kHz) together with three different solar indices, whichdo not always correlate well with each other. However,when we compare our measured index when all threeindices agree, we notice that there is a strong negativecorrelation between our VLF index and the solar ones. Thisimplies that during enhanced solar activity, i.e., with highervalues for the solar indices, we detect less atmosphericnoise, and vice versa when the solar indices are at minima.However, unlike all the solar indices presented, our ELF-

Figure 3. Power spectrum of the atmospheric signals between 2 and 5 kHz computed for 220 days ofdata. It is clear that the maximum value for the relative amplitude occur at the 1/27 frequency (vertical redline). Half-width values are ±2 days.

Figure 4. Daily VLF noise levels at 2–5 kHz versus different solar indices. When there is a goodagreement between all three solar indices (red, blue, and green), they all show negative correlation withour VLF index (black).

A10306 REUVENI AND PRICE: VLF AND THE 27-DAY SOLAR ROTATION

4 of 7

A10306

Africa�

Lightning,in,MC�

Pacific�

Cloud(varia5ons((OLR)�

America�

Atlan/c�

2003.8� 2004.7�

-­‐  VLF  lightening  signal  correlates  with  solar  ac/vity  only  when  the  solar  rota/onal  signals  are  large.  -­‐  There  are  27-­‐day  like  signals  in  lightening  ac/vity,  but  not  always  correlated  with  solar  rota/onal  signals.    

Takahashi  et  al.  (2014,  SORCE  mee/ng  presenta/on)  Reuveni  and  Price  (2009)  

-0.8

-0.6

-0.4

-0.2

0

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0.8TSI

-0.8

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0.8 rotational variation 2003/2004: TSI vs Lyman-,

Lyman-,

-0.2

-0.15

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-0.05

0

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0.1

0.15

0.2TSI

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-0.1

0

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0.2 rotational variation 2007: TSI vs Lyman-,

Lyman-,

Lightening  

Page 3: Solar Rotational Modulations of SSI and Correlations with ...lasp.colorado.edu/media/projects/SORCE/meetings/2015/abstracts/… · $ Correlaons,from,SIM is,>0.8,in,600,–900, nm

TSI  and  SSI  

�  SSI  is  a  distribu/on  of  TSI,  SSI  varia/on  is  wavelength  dependent,  and  also  /me  scale  dependent.  Solar  spectrum  originates  at  different  levels  of  the  solar  atmosphere.  

�  With  current  satellite  observa/ons,  more  than  100  solar  rota/onal  cycles  of  27-­‐day  varia/on  are  covered  (2003  –  Aug.  2013).  

�  Dis/nct  solar  rota/onal  modula/ons  of  SSI  at  each  wavelength  can  be    iden/fied  in  terms  of  amplitude  and  phase.  

�  The  phase  of  the  rota/onal  mode  obtained  from  SSI  is  compared  with  that  of  TSI.  

Lee, Cahalan, and Wu 3 Sun Climate Symposium

Savannah, GA, 11/11/15

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Sta/s/cal  analysis  :  EEMD  (Ensemble  Empirical  Mode  Decomposi/on)  

[Huang  et  al.,  1998;  Ruzmaikin  et  al.,  2007;  Barnhart  and  Eichinger,  2011]    

Fourier  Transform    

EEMD    Hilbert-­‐Huang  Transform  with  /me  variable  amplitudes  and  phases    

Lee, Cahalan, and Wu 4 Sun Climate Symposium Savannah, GA, 11/11/15

Low  frequency  varia/on  

High  frequency  varia/on  

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The  27-­‐Day  Rota/onal  Varia/ons  in  TSI  Observa/ons:  from  SORCE/TIM,  ACRIMSAT/ACRIM  III,  and  SOHO/VIRGO  [Lee  et  al.,  2015]  

   

Year04 05 06 07 08 09 10 11 12 13 14 15

Tota

l Sol

ar Ir

radi

ance

(TSI

) at 1

AU

(W/m

2 )

1357

1358

1359

1360

1361

1362

1363SORCE Total Solar Irradiance - daily average

declining SC23

missing

rising SC24

minimum SC23

maximum

Lee, Cahalan, and Wu 5 Sun Climate Symposium

Savannah, GA, 11/11/15

 -­‐  The  rota/onal  signals  are  well  

captured  with  three  independent  space-­‐borne  TSI  measurements.      

-­‐  They  agree  well  with  each  other,  with  large  amplitudes  in  declining  and  rising  phases,  but  with  small  amplitudes  in  minimum  phase.  

-­‐  How  about  SSI?  

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A  few  examples  :  How  rota/onal  varia/ons  of  SSI  are  related  with  that  of  TSI?      

•  The  modes  from  two  observa/ons  of  Lyman-­‐α  line  (SORCE/SOLSTICE  and  TIMED/SEE)  agree  well  in  amplitudes  and  phases.  

•  The  modes  of  Lyman-­‐α  line  are  not  always  in  phase  with  TIM/TSI  modes.  

•  TSI  varia/ons  are  affected  by  solar  proton  event  (SPE),  but  UV  varia/ons  are  not.  

Lee, Cahalan, and Wu

6

ATSI (t) =ITSI (t)− ITSIσ (ITSI )

AUV (t) =IUV (t)− IUVσ (IUV )

−10

−5

0

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52004

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52007

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10rotational variation : TSI vs UV (121nm)

2003

Rota/onal  Varia/on  :  TSI  vs  Lyman-­‐α  (121  nm)  

•   Standardized  amplitudes  are  es/mated  by  removing  the  mean  and  by  dividing  with  σ.  

,

TIM/TSI   TIMED/SEE  SOLSTICE  

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-­‐  Rota/onal  varia/ons  of  TSI  and  Lyman-­‐α  are  ohen  out-­‐phase  during  high  solar  ac/vity  period,  but  are  in-­‐phase  during  solar  minimum  (2008-­‐2010).  

7

−5

0

5

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0

5

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0

5

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5

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0

5

−5

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5rotational variation : TSI vs UV

2008

−5

0

52009

−5

0

52010

−5

0

52011

−5

0

52012

−5

0

52013

Rota/onal  Varia/on  :  TSI  vs  Lyman-­‐α  (121  nm)  

Sun Climate Symposium Savannah, GA, 11/11/15 Lee, Cahalan, and Wu

TIM/TSI   TIMED/SEE  SOLSTICE  

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Similar  but  TSI  with  MUV  (240nm)   - They  are  ohen  out-­‐phase  during  high  solar  ac/vity  period.    -­‐  Modes  from  SIM  and  SOLSTICE  match  well.  

−10

−5

0

5

10

−10

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10rotational variation : TSI vs UV (240nm)

2003

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8

Rota/onal  Varia/on  :  TSI  vs  MUV  (240  nm)  

Sun Climate Symposium Savannah, GA, 11/11/15 Lee, Cahalan, and Wu

TIM/TSI   SIM  SOLSTICE  

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-­‐  TSI  and  MUV  are  in  phase  during  minimum  phase,  but  ohen  out-­‐phase  during  solar  ac/vity  rising  period.    

−5

0

5

−5

0

5rotational variation : TSI vs UV (240nm)

2008

−5

0

5

−5

0

52009

−5

0

5

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52010

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0

5

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52011

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52012

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52013

9

Rota/onal  Varia/on  :  TSI  vs  MUV  (240  nm)  

Sun Climate Symposium Savannah, GA, 11/11/15

Lee, Cahalan, and Wu

TIM/TSI   SIM  SOLSTICE  

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- TSI  and  VIS  are  in-­‐phase  during  whole  analysis  period  (2003  –  2011).    -­‐  Only  5  outliers  from  SIM  are  excluded  for  the  EEMD  analysis  to  remove  the  outstanding  cycles  appeared  in  purple  doied  curve.  -­‐  Outliers  from  SIM  are  chosen  from  high  frequency  mode  comparison  with  TSI.          

−10

0

10

−10

0

10rotational variation : TSI vs Hα 656.3nm

2003

−10

0

10

−10

0

102004

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10

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0

102005

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0

10

−10

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102006

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10

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0

102007

10

Rota/onal  Varia/on  :  TSI  vs  H-­‐α  (656  nm)  

Sun Climate Symposium Savannah, GA, 11/11/15

Lee, Cahalan, and Wu

W/m

2 /nm

 

TIM/TSI   SIM  unscreened  SIM  

Slope = 0.0011

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TSI  and  SIM  H-­‐α  (656  nm)  

−5

0

5

−5

0

5rotational variation : TSI vs UV2008

−5

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5

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52011

Lee, Cahalan, and Wu

11

Rota/onal  Varia/on  :  TSI  vs.  H-­‐α  (656  nm)  

Sun Climate Symposium Savannah, GA, 11/11/15

TIM/TSI   SIM  unscreened  SIM  

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rotational mode : 2005

wavelength (nm)120 140 160 180 200 220 240

20

05

: d

ay

of

yea

r

50

100

150

200

250

300

350

400 600 800 1000 1200 1400 1600-3

-2

-1

0

1

2

3

-5 0 5

50

100

150

200

250

300

350

Phase  of  the  solar  rota/onal  modes  :  2005    

Lee, Cahalan, and Wu 12 Sun Climate Symposium

Savannah, GA, 11/11/15

                       mode  of  TSI:  2005                                                            mode  of  SSI:  2005  

                                                         days  :  2005  

                                                         days  :  2005  

-­‐  Rota/onal  varia/ons  are  well  defined  in  UV  and  600-­‐  900  nm,  but  not  at  photospheric  wavelength  (250  –  600  nm)  and  IR  above  900  nm.  

     SOLSTICE                                                              SIM  

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-­‐  Correla/ons  begin  to  grow  at  250  nm,  correla/ons  from  SOLSTICE,  SIM  and  SATIRE  track  each  other.    

-­‐  Correla/ons  from  SIM  is  >0.8  in  600  –  900  nm.  

-­‐  Correla/ons  from  SATIRE  are  nearly  1  above  400  nm,  but  shih  at  opaque  minimum  at  1650  nm.  

13

wavelength (nm)400 600 800 1000 1200 1400 1600 1800 2000 2200 2400

r

-0.2

0

0.2

0.4

0.6

0.8

1Correlation of the 27-day mode between SSI and TSI (400-2400 nm)

SIMSATIRE

wavelength (nm)100 150 200 250 300 350 400

r

-0.2

0

0.2

0.4

0.6

0.8

1Correlation of the 27-day mode between SSI and TSI

SIM

SOLSTICE BSOLSTICE A

SATIRE

Sun Climate Symposium Savannah, GA, 11/11/15 Lee, Cahalan, and Wu

Linear  correla/ons  of  the  27-­‐day  mode  between  TSI  and  SSI  

SATIRE-S

SIM

SATIRE-S

SOL-A SOL-B SIM

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Summary

�  Solar rotational modulations of spectral irradiance are wavelength dependent.

�  Rotational variations of VIS and NIR (~600-900 nm) are in-phase with that of TSI, but variations of FUV and MUV are not always in-phase.

�  Close agreement of the rotational variations from SIM and SOLSTICE is encouraging. We can address rotational variations from SORCE SSI measurements with high confidence.

�  Rotational variations from SATIRE-S matches with observed SSI modes below 280 nm, and exactly matches with TSI mode above 400nm.  

Sun Climate Symposium Savannah, GA, 11/11/15

Lee, Cahalan, and Wu 14

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Acknowledgment

�  SORCE Team

�  TIMED and SATIRE Teams

�  Tom Woods, Jerry Harder, and Marty Snow

Sun Climate Symposium Savannah, GA, 11/11/15 Lee, Cahalan, and Wu 15

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Back ups

Lee, Cahalan, and Wu 16 Sun Climate Symposium

Savannah, GA, 11/11/15

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Low  frequency  and  High  frequency  varia/ons  of  TSI  and  Lyman-­‐α    

01/04 01/05 01/06 01/07 01/08 01/09 01/10 01/11 01/12 01/131360

1360.2

1360.4

1360.6

1360.8

1361

1361.2

1361.4TIM/TSI

W/m

2

#10-35

5.5

6

6.5

7

7.5

8(a) low frequency variation : TSI vs Lyman-,

SOLSTICE/Lyman-,

01/04 01/05 01/06 01/07 01/08 01/09 01/10 01/11 01/12 01/13-4

-3

-2

-1

0

1

2

3

4TIM / TSI

W/m

2

#10-3-1.5

-1

-0.5

0

0.5

1

1.5(b) high frequency variation : TSI vs Lyman-,

SOLSTICE/Lyman-,

W/m

2  

W/m

2  

•  The  phase  of  low  and  high  frequency  varia/ons  of  TSI  and  Lyman-­‐α  line  are  compared.  

•  Amplitudes  of  high  frequency  varia/on  

•  Low  frequency  varia/ons  are  in-­‐phase  with  each  other.  

•  High  frequency  varia/ons?  

   

Low  frequency  varia/on  

HIgh  frequency  varia/on  

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Distribu/on  of  low  and  high  frequency  modes  

Lee, Cahalan, and Wu 18

•  TSI  HF  mode  is  not  normally  distributed.    

•  SIM  SSI  difference  between  high  and  low  TSI  regime  has  a  dip  at  1600nm.  

W/m2-4 -3 -2 -1 0 1

frequ

ency

0

50

100

150

200

250

300

350 TSI HF mode : Histogram and fitted Normal curve

W/m2-4 -3 -2 -1 0 1

frequency

0

20

40

60

80

100

120

140

160

180 TSI HF mode : Histogram in high and low regime

Sun Climate Symposium Savannah, GA, 11/11/15

W/m2/nm #10-3-3 -2 -1 0 1 2 3

frequency

0

5

10

15

20

25

30

35

40

45Lyman , HF mode : Histogram

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( ) ( )OxIOxII −≈−= 1exp)( 00λ1. Relation between irradiance I and Opacity à here O is opacity and x is distance times density. Note O depends on the wave length lambda

2. Assume there are two main source of absorption such as O1: H- and O2:H2 à Then

( )22110 1)( xOxOII −−=λ

Eric Richard’s TSI vs SSI

Lee, Cahalan, and Wu 19 Sun Climate Symposium

Savannah, GA, 11/11/15

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3.  Let us see if the following fig makes sense

à the y axis is defined as

( ) ( )( )

( ) ( )( )

1

111

)(

2211

2,221,11

22110

2211022110

ref

refref

ref

ref

ref

ref

xOxOxxOxxO

xOxOIxOxOIxOxOI

III

d

−−

−+−=

−−

−−−−−=

−=λ

Lee, Cahalan, and Wu 20 Sun Climate Symposium

Savannah, GA, 11/11/15

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4. We can compare two wave length 1000 and 1600.

( ) ( )( )

)1000()1000(1)1000()1000(

)1000(2211

2,221,11

ref

refref

xOxOxxOxxO

d−−

−+−=

( ) ( )( )

)1600()1600(1)1600()1600(

)1600(2211

2,221,11

ref

refref

xOxOxxOxxO

d−−

−+−=

5. Note in general lager fluctuation for lambda 1000 than 16000 because

( ) ( )refref xOxOxOxO 22112211 )1600()1600(11

)1000()1000(11

−−>

−−

6. Also, depending on relative abundance (density ) of H- and H2, that is x1 and x2, the sign of d(1000) and d(1600) can be different. That is while one grows , the other could decrease.

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SSI composite: TSI(high) – TSI(low)

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Savannah, GA, 11/11/15

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SSI composite: TSI(asc) – TSI(des)

Lee, Cahalan, and Wu 24