An Examination of Sunspot Number Rates of Growth and Decay in … · 2006-08-15 ·...

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NASA/TP—2006–214433 An Examination of Sunspot Number Rates of Growth and Decay in Relation to the Sunspot Cycle Robert M. Wilson and David H. Hathaway Marshall Space Flight Center, Marshall Space Flight Center, Alabama June 2006

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Page 1: An Examination of Sunspot Number Rates of Growth and Decay in … · 2006-08-15 · NASA/TP—2006–214433 An Examination of Sunspot Number Rates of Growth and Decay in Relation

NASA/TP—2006–214433

An Examination of Sunspot Number Rates of Growth and Decay in Relation to the Sunspot CycleRobert M. Wilson and David H. HathawayMarshall Space Flight Center, Marshall Space Flight Center, Alabama

June 2006

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NASA/TP—2006–214433

An Examination of Sunspot Number Rates of Growth and Decay in Relation to the Sunspot CycleRobert M. Wilson and David H. HathawayMarshall Space Flight Center, Marshall Space Flight Center, Alabama

June 2006

Nat�onal Aeronaut�cs andSpace Adm�n�strat�on

Marshall Space Fl�ght Center • MSFC, Alabama 35812

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Ava�lable from:

NASA Center for AeroSpace Informat�on Nat�onal Techn�cal Informat�on Serv�ce7121 Standard Dr�ve 5285 Port Royal RoadHanover, MD 21076–1320 Spr�ngf�eld, VA 22161301–621–0390 703–487–4650

NASA publ�cat�ons are ava�lable �n electron�c form athttp://trs.n�s.nasa.gov/.

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Table of ConTenTs

1. INTRODUCTION .......................................................................................................................... 1

2. RESULTS AND DISCUSSION ...................................................................................................... 2

3. CONCLUSION ............................................................................................................................... 21

REFERENCES .................................................................................................................................... 22

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lIsT of fIGURes

1. Cycl�c var�at�on of selected solar cycle parameters for cycles 12–23: (a) SLOPEDES, (b) SLOPEASC, (c) ΔRGNV, (d) ΔRGPV, (e) Rmax, and (f) Rmin. The med�an value shown for each parameter is depicted as the thin horizontal line. Also identified are the mean and standard dev�at�ons (sd) for each parameter ..................................................................................................... 3

2. Compar�son of cycle 23 R-values aga�nst the mean sunspot number (<R>) for cycles 12–22, relat�ve to the elapsed t�me (t) �n years from the epoch of sunspot m�n�mum (E(Rmin)). Also shown are the relat�ve s�zes and t�mes of occurrences of Rmax, the ascent durat�on (ASC), and the relat�ve length of the cycle, per�od (PER). Cycle 23 is identified by the filled circles, and the mean by the line. On the basis of this figure, there appears a strong indication that Rmin occurrence for cycle 24, the next sunspot cycle, w�ll be �n year t=10, correspond�ng to the year 2006 ............................................................................................................................................ 4

3. Compar�son of cycle 23 R-values aga�nst the mean sunspot number (<R>) for cycles 12–22, relat�ve to the elapsed t�me (T) �n years from the epoch of sunspot max�mum (E(Rmax)). Also shown are the relat�ve occurrences of the descent durat�on (DES). Cycle 23 is identified by the filled circles and the mean by the line. On the basis of this figure, there appears a strong �nd�cat�on that Rmin for cycle 24, the next sunspot cycle, w�ll be �n year T=6 or 7, correspond�ng to the years 2006 or 2007 ..................................................................................................................... 5

4. A 3×3 cont�ngency table compar�ng ascent durat�ons (ASC) and per�ods (PER) for cycles 12–22. Individual cycle numbers are identified in each bin. The numbers in parentheses give the frequency of occurrence. A χ2 test y�elds χ2=8.13, which is a marginally significant result (at the 10-percent level of significance) ............................................................................................ 6

5. Compar�son of cycle 23 R-values (filled circles) against the mean sunspot number (<R>) for cycles of ASC=3 yr (th�ck l�ne), 4 yr (th�n l�ne), and 5 yr (dashed l�ne) relat�ve to the elapsed t�me (t) �n years from the epoch of sunspot m�n�mum (E(Rmin)) .................................................... 7

6. Compar�son of cycle 23 R-values (filled circles) against the mean sunspot number (<R>) for cycles of PER=10 yr (th�ck l�ne), 11 yr (th�n l�ne), and 12 yr (dashed l�ne) relat�ve to the elapsed t�me (t) �n years from the epoch of sunspot m�n�mum (E(Rmin)) .................................................... 8

7. Scatterplots of (a) Rmax versus Rmin, (b) Rmax versus ΔRGPV , and (c) Rmax versus Rmax (yx1x2 ) ...................................................................................................................................... 9

8. Scatterplot of Rmax versus SLOPEASC .............................................................................................. 10

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lIsT of fIGURes (Continued)

9. Scatterplots of (a) Rmax versus SLOPEASC (1), (b) Rmax versus SLOPEASC (2), and (c) Rmax versus SLOPEASC(3) .......................................................................................................... 11

10. Scatterplots of (a) ΔRGNV versus ΔRGPV and (b) ΔRGNV versus Rmax ........................................... 12

11. Scatterplots of (a) Rmin (n+1) versus Rmax (n) and (b) Rmin (n+1) versus ΔRGNV (n) .................. 13

12. Scatterplots of (a) SLOPEDES versus SLOPEASC and (b) SLOPEDES versus Rmax ........................ 14

13. Scatterplot of SLOPEDES versus SLOPEDES(GNV) ......................................................................... 15

14. Scatterplots of (a) NSD versus t and (b) R versus t ........................................................................... 16

15. Cycl�c var�at�on of the number of spotless days (NSD) dur�ng the sunspot m�n�mum year (E(Rmin)) for cycles 12–23 ........................................................................................................ 17

16. Scatterplot of Rmin versus NSD(E(Rmin)) ........................................................................................ 18

lIsT of Tables

1. Compar�son of R and NSD values relat�ve to E(Rmin) ..................................................................... 17

2. Selected solar cycle parametr�c values and t�mes of occurrence based on annual averages of sunspot number ............................................................................................................................... 19

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ACRONYMS, SYMBOLS, AND ABBREVIATIONS

ASC ascent durat�on �n years

cl confidence level

DES descent durat�on �n years

E(Rmin) epoch of sunspot m�n�mum occurrence

E(Rmax) epoch of sunspot max�mum occurrence

NSD number of spotless days

NSD(E(Rmin)) number of spotless days dur�ng sunspot m�n�mum year

n sunspot cycle number

P probab�l�ty of obta�n�ng the observed cont�ngency table or one more suggest�ve of a departure from �ndependence, computed us�ng F�sher’s exact test for 2×2 tables

PER per�od or length of cycle �n years

R relat�ve sunspot number

<R> mean value of sunspot number

Rmax sunspot number max�mum ampl�tude

Rmin sunspot number m�n�mum ampl�tude

r linear correlation coefficient

r2 coefficient of determination (a measure of the amount of variance explained by the �nferred regress�on)

SLOPEASC average rate of growth �n sunspot number dur�ng the ascent

SLOPEDES average rate of decay �n sunspot number dur�ng the descent

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ACRONYMS, SYMBOLS, AND ABBREVIATIONS (Continued)

SLOPEDES(GNV) greatest yearly negat�ve change �n sunspot number dur�ng the evolv�ng descent durat�on

sd standard dev�at�on

se standard error of est�mate

T elapsed t�me �n years from sunspot max�mum

T(E(SLOPEDES(GNV))) elapsed t�me �n years from sunspot max�mum to the occurrence of the greatest negat�ve value of the evolv�ng SLOPE dur�ng the decl�ne of the sunspot cycle

t elapsed t�me �n years from sunspot m�n�mum stat�st�c for �ndependent samples

t(E(ΔRGNV)) elapsedtimeinyearsfromsunspotminimumtotheoccurrenceofthegreatestnegativevalueofthechangeinR

t(E(ΔRGPV)) elapsedtimeinyearsfromsunspotminimumtotheoccurrenceofthegreatestpositivevalueofthechangeinsunspotnumber(R)

x �ndependent var�able

x1, x2 var�ables

Y.12 refers to the bivariate fit, where 1 means parameter x1 and 2 means parameter x2

y dependent var�able

yL lower regress�on l�ne

yU upper regress�on l�ne

yx1x2 the bivariate fit

ΔRGNV greatest negat�ve value of the change �n sunspot number

ΔRGPV greatest pos�t�ve value of the change �n sunspot number

χ2 a stat�st�cal test stat�st�c

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TECHNICALPUBLICATION

an eXaMInaTIon of sUnsPoT nUMbeR RaTes of GRoWTH anD DeCaY In RelaTIon To THe sUnsPoT CYCle

1. InTRoDUCTIon

Wolf’s relat�ve sunspot number (R) �s one of the oldest and most endur�ng of the sunspot records.1–5 Consequently, �t �s the one most often used to descr�be solar act�v�ty. Even so, recent stud�es have shown that �ts rel�ab�l�ty �s quest�onable for epochs earl�er than the m�d-1800s.5–10 In part�cular, Hoyt and Schatten’s group sunspot number has been shown to be v�rtually �dent�cal w�th Wolf’s relat�ve sunspot number, but only s�nce about 1882.9–11 Also, compar�son of Wolf’s relat�ve sunspot number aga�nst Greenw�ch sun-spot areas shows fa�rly good cons�stency from about 1874.12,13 Hence, Wolf’s relat�ve sunspot number �s generally recogn�zed to be most rel�able from the onset of cycle 12 �n 1878 to the present.

In th�s study, the rates of growth and decay �n annual sunspot number averages are exam�ned relat�ve to m�n�mum and max�mum ampl�tudes to ascerta�n the�r pred�ct�ve behav�or �n prov�d�ng early est�mates of m�n�mum and max�mum ampl�tudes and the t�m�ng of the�r occurrences.14–21

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2. RESULTS AND DISCUSSION

F�gure 1 d�splays the cycl�c behav�or of several solar cycle parameters for cycles 12–23 �nclud�ng the follow�ng:

• M�n�mum sunspot number ampl�tude (Rmin).• Max�mum sunspot number ampl�tude (Rmax). • Greatest pos�t�ve value change �n R from one year to the next (ΔRGPV).• Greatest negat�ve value change �n R from one year to the next (ΔRGNV). • Average sunspot number slope dur�ng ascent �nterval (SLOPEASC), computed as Rmax–Rmin/ASC, where

ASC �s ascent durat�on �n years, or elapsed t�me between Rmin and Rmax occurrences; and average sunspot number slope dur�ng descent �nterval (SLOPEDES), computed as Rmin (cycle n+1)–Rmax (cycle n)/DES, where DES �s descent durat�on �n years or elapsed t�me between Rmax occurrence cycle n and Rmin occurrence cycle n+1.

The med�an, mean, and standard dev�at�on (sd) for each parameter are shown.

F�gure 1 reveals that cycles of late had values for these parameters that d�ffer markedly from earl�er cycles. Concern�ng Rmin for example, five of the last six cycles had an Rmin greater than both the med�an (6.1) and mean (7.0). Compar�ng Rmin for cycles 18–23 aga�nst Rmin for cycles 12–17, the d�f-ference in means is statistically important at the 2-percent level of significance. On the basis of hypothesis test�ng us�ng the t-statistic for independent samples, note that a 5-percent level of significance means a confidence level (cl) of 95 percent, a level of significance of 1 percent means a cl of 99 percent, and so on.22 Similarly, the other parameters show statistically significant differences in the means for the two groupings as follows:

• Rmax at the 0.2-percent level of significance. • ΔRGPV at the 2-percent level of significance. • ΔRGNV at the 0.1-percent level of significance. • SLOPEASC at the 0.5-percent level of significance. • SLOPEDES at the 2-percent level of significance.

Thus, cycles 18–23 appear to be �nherently more robust than cycles 12–17.

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0

–10

–20

–30

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Mean=–15.8sd=5.7

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120

80

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200

100

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ax

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15

10

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12 14 16 18 20 22 24

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F�gure 1. Cycl�c var�at�on of selected solar cycle parameters for cycles 12–23: (a) SLOPEDES, (b) SLOPEASC, (c) ΔRGNV, (d) ΔRGPV, (e) Rmax, and (f) Rmin. The med�an value shown for each parameter is depicted as the thin horizontal line. Also identified are the mean and sd for each parameter.

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Figure 2 compares yearly sunspot number averages for cycle 23 (filled circles) against the mean yearly averages (<R>) for cycles 12–22, relat�ve to the epoch of Rmin occurrence (E(Rmin)). It also shows the relat�ve s�zes and t�mes of Rmax occurrences, the ascent durat�on (ASC), and the relat�ve length of the cycles (PER). On the basis of figure 2, it appears that cycle 23 is nearly to its end, with Rmin for cycle 24 expected e�ther �n 2006 or 2007, wh�ch corresponds respect�vely to year 10 or 11 of the sunspot cycle. For cycles 12–23, cycle 23 ranks fifth in relative size, having a maximum amplitude of 119.5 that occurred in year 4 of the sunspot cycle (count�ng the m�n�mum year as year 0).

19

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16

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182122

180

160

140

120

100

80

60

40

20

0 2 4 6 8 10 12 t, Elapsed Time in Years From E(Rmin)

<R>

Rmax

F�gure 2. Compar�son of cycle 23 R-values aga�nst the mean sunspot number (<R>) for cycles 12–22, relat�ve to the elapsed t�me (t) �n years from the epoch of sunspot m�n�mum (E(Rmin)). Also shown are the relat�ve s�zes and t�mes of occurrences of Rmax, the ascent durat�on (ASC), and the relat�ve length of the cycle, per�od (PER). Cycle 23 is identified by the filled circles and the mean by the line. On the basis of this figure, there appears a strong indication that Rmin occurrence for cycle 24, the next sunspot cycle, w�ll be �n year t=10, correspond�ng to the year 2006.

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Figure 3 compares yearly sunspot number averages for cycle 23 (filled circles) against the mean yearly averages (<R>) for cycles 12–22, relat�ve to the elapsed t�me (T) �n years from the epoch of sun-spot max�mum (E(Rmax)). It also shows the relat�ve t�mes of occurrences for the succeed�ng cycle Rmin descent durat�on (DES), thereby mark�ng the convent�onal onset of the follow�ng cycle. On the bas�s of figure 3, it is suggested that cycle 23 will probably end in year seven from E(Rmax), correspond�ng to 2007, �nferr�ng an 11-yr per�od for cycle 23 (ASC+DES=PER, or 4 +7 yr=11 yr). It should be noted, how-ever, that m�n�mum could come earl�er �n 2006, espec�ally �f cycle 24 proves to be above average �n s�ze, s�nce robust cycles tend to start early, be fast r�sers, and often are of a shorter per�od.

16 12, 1

5

17, 1

8, 1

9, 2

1, 2

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13, 1

4, 2

0

DES

Mean Cycles 12–22

180

160

140

120

100

80

60

40

20

0 2 4 6 8T, Elapsed Time in Years From E(Rmax)

<R>

F�gure 3. Compar�son of cycle 23 R-values aga�nst the mean sunspot number (<R>) for cycles 12–22, relat�ve to the elapsed t�me (T) �n years from the epoch of sunspot max�mum (E(Rmax)). Also shown are the relat�ve occurrences of the descent durat�on (DES). Cycle 23 is identified by the filled circles and the mean by the line. On the basis of this figure, there appears a strong indication that Rmin for cycle 24, the next sunspot cycle, w�ll be �n year T=6 or 7, correspond�ng to the years 2006 or 2007.

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F�gure 4 shows the d�str�but�on of cycles based on cycle length (PER) and ASC for cycles 12–22. All cycles have ASC of 3, 4, or 5 yr and PER of 10, 11, or 12 yr. A χ2 test of the observed 3×3 d�str�but�on y�elds χ2=8.13, suggest�ng that ASC and PER m�ght be weakly assoc�ated at the 10-percent level of s�gn�f-�cance.23 At the 5-percent level of significance, the two parameters must be viewed as being independent of each other.

F�gure 4. A 3×3 cont�ngency table compar�ng ascent durat�ons (ASC) and per�ods (PER) for cycles 12–22. Individual cycle numbers are identified in each bin. The numbers in parentheses g�ve the frequency of occurrence. A χ2 test y�elds χ2=8.13, wh�ch �s a marginally significant result (at the 10-percent level of significance).

Figure 5 compares yearly sunspot number averages for cycle 23 (filled circles) against the mean yearly averages (<R>) for cycles of ASC=3 yr (th�ck l�ne), 4 yr (th�n l�ne), and 5 yr (dashed l�ne). Through-out �ts r�se, cycle 23 yearly sunspot numbers fell below the mean for ASC=3 yr and above the mean for ASC=4 yr, making it difficult to accurately determine whether it would have a 3 yr or 4 yr rise. The cycle 23 decl�ne appears to be more l�ke the decl�ne found for ASC=3 yr rather than ASC=4 yr, except for the last year or two. The cycle 23 R value at t=9 yr (2005) equals 29.9, wh�ch �s sl�ghtly smaller than was seen for the same t �n cycles 17 (30.6) and 20 (38.2) and sl�ghtly larger than was seen for the same t �n cycle 19 (27.9). The suggestion from figure 5 is that minimum for cycle 24, the next sunspot cycle, will probably occur e�ther at t=10 yr (2006) or t=11 yr (2007).

Figure 6 compares yearly sunspot number averages for cycle 23 (filled circles) against the mean yearly averages (<R>) for cycles of PER=10 yr (th�ck l�ne), 11 yr (th�n l�ne), and 12 yr (dashed l�ne). Throughout �ts r�se and fall, cycle 23’s behav�or has closely m�m�cked the mean behav�or of cycles hav�ng 10-yr lengths. Hence, �t may be that cycle 23 �s also a cycle of PER=10 yr. If true, then 2006 should mark the onset year for cycle 24, on the bas�s of annual averages.

PERA

SC

3(4)

15

16

17

12

13, 14, 20

2=8.13

(1)

(1)

(0)

(1)

(1)

(0)

(3)

(0)

18, 19, 21, 22

10 11 12

4

5

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3 (Cycles 18, 19, 21, 22)

5 (Cycles 12, 16)

4 (Cycles 13, 14, 15, 17, 20)

180

160

140

120

100

80

60

40

20

0 2 4 6 8 10 12t, Elapsed Time in Years From E(Rmin)

<R>

F�gure 5. Compar�son of cycle 23 R-values (filled circles) against the mean sunspot number (<R>) for cycles of ASC=3 yr (th�ck l�ne), 4 yr (th�n l�ne), and 5 yr (dashed l�ne) relat�ve to the elapsed t�me (t) �n years from the epoch of sunspot m�n�mum (E(Rmin)).

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10 (Cycles 15, 16, 18, 19, 21, 22)

11 (Cycles 12, 17)

12 (Cycles 13, 14, 20)

140

120

100

80

60

40

20

0 2 4 6 8 10 12

t, Elapsed Time in Years From E(Rmin)

<R>

F�gure 6. Compar�son of cycle 23 R-values (filled circles) against the mean sunspot number (<R>) for cycles of PER=10 yr (th�ck l�ne), 11 yr (th�n l�ne), and 12 yr (dashed l�ne) relat�ve to the elapsed t�me (t) �n years from the epoch of sunspot m�n�mum (E(Rmin)).

Once �t �s clear that sunspot m�n�mum has occurred, one can read�ly employ observed sunspot number values to pred�ct Rmax. F�gure 7 d�splays scatterplots of Rmax versus Rmin, left panel; Rmax ver-sus ΔRGPV , center panel; and Rmax versus Rmax, ( yx1x2 ), r�ght panel, where Rmax(yx1x2 ) �s a b�var�ate fit of Rmax aga�nst both Rmin (x1) and ΔRGPV (x2). Pla�nly, Rmin provides a crude first-order prediction some 2–4 yr �n advance for the later occurr�ng Rmax. A much better pred�ct�on can be made follow�ng the occurrence of ΔRGPV, wh�ch usually precedes Rmax occurrence by 1–2 yr (usually occurr�ng �n years 2 or 3 follow�ng Rmin occurrence). ΔRGPV represents the inflection point during the rising portion of the ongoing sunspot cycle. The bivariate fit is found to further improve upon the prediction for Rmax of the grow�ng sunspot cycle.24

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rplo

ts of

(a) R

max

ver

sus R

min

, (b)

Rm

ax v

ersu

s ΔR G

PV , a

nd (c

) Rm

ax v

ersu

s Rm

ax (y

x1x2

).

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10

F�gure 8 dep�cts the scatterplot of Rmax versus SLOPEASC, where SLOPEASC �s the average rate of growth dur�ng the r�s�ng port�on of the cycle. As noted before, �t �s computed as (Rmax-Rmin)/ASC. Unfortunately, one cannot compute SLOPEASC unt�l Rmax has been observed. Wh�le str�ctly true, one can exam�ne the evolv�ng average rate of growth as the cycle progresses from Rmin occurrence to est�mate the later occurr�ng Rmax.

y=39.426+2.469 x

r =0.986, r 2=0.972

se=7.13, cl >>99.9%{

200

100

y

20 40 60SLOPEASC

Rm

ax

F�gure 8. Scatterplot of Rmax versus SLOPEASC.

F�gure 9 shows Rmax versus SLOPEASC(1), left panel; Rmax versus SLOPEASC(2), center panel; and Rmax versus SLOPEASC(3), r�ght panel, where

• SLOPEASC(1) �s the d�fference �n R between year 0 (sunspot m�n�mum year) and year 1 (year after sunspot m�n�mum year).

• SLOPEASC(2) �s the d�fference �n R between year 0 and year 2 d�v�ded by 2.• SLOPEASC(3) �s the d�fference �n R between year 0 and year 3 d�v�ded by 3.

As an example, cycle 23 had— • R=8.6 �n year 0, 1996, the sunspot m�n�mum year.• R=21.5 �n year 1, 1997.• R=64.2 �n year 2, 1998. • R=93.2 �n year 3, 1999.

Hence, for cycle 23 SLOPEASC (1)=12.9, SLOPEASC (2)=27.8, and SLOPEASC (3)=28.2.

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y=53.682+2.208 xr=0.931, r 2=0.866se=15.68, cl >99.9%

y=42.679+2.200 xr=0.894, r 2=0.799se=18.24, cl >99.9%

y=76.101+3.558 xr=0.861, r 2=0.742se=21.66, cl >99.9%{

200

100

20 40 6020 40

yy

y

SLOPEASC (1) SLOPEASC (2)20 40 60

SLOPEASC (3)

Rm

ax

(c)(a) (b)

{ {

F�gure 9. Scatterplots of (a) Rmax versus SLOPEASC (1), (b) Rmax versus SLOPEASC (2), and (c) Rmax versus SLOPEASC (3).

Pla�nly, beg�nn�ng at one year past Rmin occurrence, one can est�mate Rmax cons�derably better (standard error (se) of 21.7 un�ts of sunspot number) than at Rmin (se=36.3 un�ts of sunspot number), and better yet at two years past Rmin occurrence (se=15.7 un�ts of sunspot number).

Another parameter of �nterest �s ΔRGNV, the inflection point during the cycle decline from Rmax occurrence of the ongo�ng cycle to the Rmin occurrence of the follow�ng cycle. ΔRGNV usually precedes Rmin occurrence of the succeed�ng cycle by about three to four years, usually occurr�ng �n year seven fol-low�ng Rmin occurrence of the ongo�ng cycle. F�gure 10 d�splays scatterplots of ΔRGNV versus ΔRGPV (left panel) and ΔRGNV versus Rmax (right panel). Both the inflection amplitude during the rise and the actual maximum sunspot number amplitude provide a reliable prediction for the inflection amplitude during the fall of the ongoing sunspot cycle. A bivariate fit employing both ΔRGPV and Rmax does not significantly improve the estimate for ΔRGNV.

F�gure 11 dep�cts scatterplots of Rmin for cycle n+1 versus Rmax for cycle n (left panel), and Rmin for cycle n+1 versus ΔRGNV for cycle n. Of the two, only the first is marginally statistically significant. Because Rmax for cycle 23 (119.5 denoted by the small downward po�nt�ng arrow along the x-ax�s) was above the med�an for cycles 12–22 (th�n vert�cal l�ne), the �nd�cat�on �s that Rmin for cycle 24 w�ll l�e above the med�an for Rmin (th�n hor�zontal l�ne) �n the upper r�ght quadrant. On the bas�s of the �nferred regress�on, cycle 24 Rmin w�ll probably measure about 7.6±3.4. S�m�larly, on the bas�s of cycle 23 ΔRGNV (–40.5 denoted by the small downward po�nt�ng arrow along the x-ax�s), cycle 24 Rmin �s expected to l�e within the upper left quadrant, having a value of about 7.9±3.5. A bivariate fit employing both parameters does not significantly improve the estimate of Rmin for cycle n+1.

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12

y=–1

3.31

2–0.

477

xr=

–0.8

39,r

2 =0.7

03se

=7.6

7, c

l >99

.9%

y=–3

.321

–0.2

88x

r=–0

.883

,r2 =0

.779

se=6

.74,

cl >

99.9

%{

0

–20

–40

–60

2040

6080

100

y

y

∆R G

PV

5010

0 15

0 20

0

Rm

ax

∆RGNV

(a)

{

(b)

F�gu

re 1

0. S

catte

rplo

ts of

(a) Δ

R GN

V ve

rsus

ΔR G

PV a

nd (b

) ΔR G

NV

vers

us R

max

.

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13

y=1.422+0.051 xr=0.563, r 2=0.317se=3.43, cl >90%{

=>Rmin(24)=7.6±3.4

=>P=6.7%1 5

4 1

=>P=17.5%4 2

1 4

15

10

5

100 200

y

y

Rmax (n)–60 –40 –20

∆RGNV (n)

Rm

in (n

+ 1

)

(a) (b)

y=2.299–0.139 xr=–0.495, r 2=0.245se=3.54, cl <90%{

=>Rmin(24)=7.9 + 3.5

F�gure 11. Scatterplots of (a) Rmin (n+1) versus Rmax (n) and (b) Rmin (n+1) versus ΔRGNV (n).

F�gure 12 shows scatterplots of SLOPEDES versus SLOPEASC (left panel) and SLOPEDES versus Rmax (r�ght panel). Both plots reveal strong l�near negat�ve correlat�on between the parameters. SLOPEDES prov�des a s�mple way to est�mate the Rmin year of occurrence for the follow�ng cycle. For example, cycle 23 had SLOPEASC=(119.5–8.6)/4=27.73, as denoted by the small downward po�nt�ng arrow along the x-ax�s. Us�ng th�s value, one est�mates cycle 23 SLOPEDES to be about –14.67±1.97. Also, us�ng cycle 23 Rmax, 119.5 (denoted by the small downward po�nt�ng arrow along the x-ax�s), one est�mates SLOPEDES to be about –16.27±1.92. Presum�ng cycle 24 Rmin w�ll measure about 9.8±3.2, the average for cycles 18–23, one finds that cycle 24 Rmin should follow cycle 23 Rmax occurrence by about 7 yr, �nd�cat�ng cycle m�n�mum �n the year 2007. For cycle 24 m�n�mum to occur �n 2006, cycle 23 SLOPEDES must measure at least –17 (or more negat�ve) �n value.

Str�ctly speak�ng, one cannot measure SLOPEDES unt�l after the m�n�mum for the follow�ng cycle has occurred. However, �n add�t�on to us�ng SLOPEASC and Rmax to est�mate the value of SLOPEDES, another s�mple way for est�mat�ng SLOPEDES �s based on the evolv�ng values dur�ng the decl�ne of the cycle.

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14

y=–5.850–0.318 xr=–0.942, r 2=0.886se=1.97, cl >99.9%

=>SLOPEDES

(24)=–16.27±1.92=>SLOPEDES

(24)=–14.67±1.97

{0

–10

–20

–3020 40 60

yy

SLOPEASC

100 200Rmax

SLO

PED

ES

(a) (b)

{y=–0.974–0.128 xr=–0.953, r 2=0.907se=1.92, cl >99.9%

F�gure 12. Scatterplots of (a) SLOPEDES versus SLOPEASC and (b) SLOPEDES versus Rmax.

F�gure 13 d�splays the scatterplot of SLOPEDES versus SLOPEDES (GNV), where SLOPEDES (GNV) �s the greatest negat�ve value of the evolv�ng slope dur�ng the sunspot cycle decl�ne. As an example, cycle 23 Rmax measured 119.5 �n the year 2000. For 2001–2005, R measured 110.9, 104.1, 63.6, 40.4, and 29.9, respect�vely. The evolv�ng SLOPEDES has values of –8.60 (the d�fference of 119.5–110.9), −7.70 (the d�fference of (119.5–104.1)/2, −18.63 (the d�fference of (119.5–63.6)/3, −19.78 (the d�fference of (119.5–40.4)/4, and –17.92 (the d�fference of (119.5–29.9)/5. The greatest negat�ve value of the evolv�ng SLOPEDES �s –19.78, shown �n the plot as the small downward po�nt�ng arrow along the x-ax�s.

Wh�le for the general scatterplot, one �nfers a strong l�near pos�t�ve correlat�on between the param-eters at <0.1-percent level of significance, having the form y=−0.393+0.773x, a correlation coefficient of r=0.959 and an se of 1.76, a more �nterest�ng result �s that the cycles appear to be d�str�buted along two d�fferent regress�on l�nes—cycles 12–16 along yU and cycles 17–22 along yL. As stated earl�er, cycle 23 SLOPEDES(GNV) equals −19.78, hence, cycle 23 SLOPEDES w�ll e�ther be equal to −13.87±0.4, based on the yU fit, or −17.36±1.03, based on the yL fit. Ignoring the cyclic split and using the general regression, cycle 23 SLOPEDES equals −15.68±1.76. If cycle 23 cont�nues the trend character�zed by yL for cycles 17–22, then cycle 24 Rmin occurrence w�ll be �n 2006; however, �f cycle 23 reverts to the cycle 12–16 trend, then cycle 24 Rmin occurrence w�ll be delayed unt�l 2007.

It should be noted that the sunspot m�n�mum year �s closely related to the peak �n the number of reported spotless days dur�ng that year. F�gure 14 shows the envelope (l�nes 1 and 4) and means of cycles 12–16 (l�ne 2) and 17–23 (l�ne 3) of the number of spotless days (top panel) and sunspot number (bottom panel) relat�ve to Rmin occurrence. Pla�nly, as one approaches sunspot m�n�mum, the sunspot number decreases and the number of spotless days (NSD) �ncrease. Table 1 g�ves the NSD and R relat�ve to E(Rmin) for the elapsed t�me of 3 yr before cycle m�n�mum to 2 yr after sunspot m�n�mum.

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yU=–1.611+0.62 x

r=0.998, r 2=0.995se=0.4, cl >99.9%

yL=–3.535+0.684 x

r=–0.981, r 2=0.962se=1.03, cl >99.9%

=>SLOPEDES

(23)=–17.36±1.03

=>SLOPEDES

(23)=–13.87±0.4

=>P=0.1%

yL

yU

0

–10

–20

–30

14

12

20

21

17

18

19

22

13

1516

–40 –30 –20 –10 0

SLOPEDES (GNV)

SLO

PED

ES

{

{

0 6

6 0

F�gure 13. Scatterplot of SLOPEDES versus SLOPEDES(GNV).

Cycle 23 experienced its first spotless days during its decline in the year 2004. The total number of spotless days �n 2004 numbered three and R measured 40.4. For 2005, the number of spotless days num-bered 13 and R measured 29.9. Now, �n 2006 (through February) there have been 17 spotless days and R has averaged only 10.5. Such values are suggest�ve that, for cycle 24, the sunspot m�n�mum year w�ll be e�ther 2006, espec�ally �f cycle 24 has an unusually h�gh Rmin value and �s a robust cycle, or 2007.

F�gure 15 d�splays the cycl�c var�at�on of the number of spotless days dur�ng the sunspot m�n�mum year for cycles 12–23. A strong downward decrease �s not�ceable �n the number of spotless days, wh�ch is statistically significant at the 0.5-percent level of significance. Presuming the validity of the inferred regress�on and extrapolat�ng �t to cycle 24 suggests that cycle 24 w�ll have 107±48 spotless days �n the sunspot minimum year. Cycles 18–23 have averaged 152±50 spotless days, significantly less than the 255±44 average of cycles 12–17.

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16

1 = Upper Envelope2 = Mean Cycles 12–163 = Mean Cycles 17–234 = Lower Envelope

200

100

–3 –2 –1 0 +1 +2

t, Elapsed Time in Years From E(Rmin)

300

200

100

(a)

1

2

34

1

2

3

4

(b)

RN

SD

F�gure 14. Scatterplots of (a) NSD versus t and (b) R versus t.

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17

Table 1. Compar�son of R and NSD values relat�ve to E(Rmin).

Cycle–3 –2 –1 0 +1 +2

R NSD R NSD R NSD R NSD R NSD R NSD

12 17.0 130 11.3 190 12.4 139 3.4 280 6.0 217 32.2 32

13 25.4 62 13.1 104 6.8 150 6.3 212 7.1 171 35.6 24

14 26.7 39 12.1 104 9.5 158 2.7 287 5.1 257 24.4 45

15 18.6 75 5.7 200 3.6 254 1.4 311 9.6 153 47.4 12

16 37.6 7 26.1 46 14.2 134 5.8 200 16.7 116 44.3 27

17 35.7 3 21.2 42 11.1 108 5.7 240 8.7 154 36.0 19

18 47.5 5 30.6 24 16.3 64 9.6 159 33.1 16 92.5 0

19 69.4 0 31.4 23 13.9 131 4.4 241 38.0 48 141.7 0

20 53.9 6 37.6 9 27.9 21 10.2 111 15.1 67 46.9 8

21 38.2 27 34.4 20 15.5 95 12.6 105 27.5 25 92.7 0

22 66.6 4 45.9 13 17.9 82 13.4 129 29.2 44 100.0 0

23 54.7 0 29.4 19 17.5 59 8.6 165 21.5 60 64.2 3

Median (206)

Mean=203.3

sd=70.4

y

300

200

100

12 14 16 18 20 22 24 Sunspot Cycle Number

NSD

Dur

ing

E(R

min

)

=>NSD Cycle 24=107±48

{y=463.019–14.839 xr=–0.76, r 2=0.578se=47.94, cl >99.5%

F�gure 15. Cycl�c var�at�on of the number of spotless days (NSD) dur�ng the sunspot m�n�mum year (E(Rm�n)) for cycles 12–23.

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F�gure 16 dep�cts the scatterplot of Rmin versus NSD(E(Rmin)), the latter term mean�ng the num-ber of spotless days during the sunspot minimum year. The inferred regression is statistically significant at the 0.1-percent level of significance. If cycle 24 has NSD((E(Rmin))=107±48, then cycle 24 Rmin would be expected to be about 12.1±2.5. Such a value, when appl�ed us�ng the yL regression (fig.13) suggests an expected SLOPEDES for cycle 23 that �mpl�es cycle 24 sunspot m�n�mum year to be 2006.

y=17.776–0.053 x

r=–0.962, r 2=0.926

se=1.14, cl >>99.9%{

20

15

10

5

100 200 300

y

NSD (E(Rmin))

Rm

in

F�gure 16. Scatterplot of Rmin versus NSD(E(Rmin)).

Table 2 prov�des a summary of the values and t�mes of occurrences for the var�ous parameters d�scussed �n th�s sect�on. Temporal parameters (ASC and PER) are expressed �n years, and t and T refer, respect�vely, to the elapsed t�me �n years from the epochs of sunspot m�n�mum (E(Rmin)) and sunspot max�mum (E(Rmax)).

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19

Ta

ble

2. S

elec

ted

sola

r cyc

le p

aram

etr�c

val

ues a

nd t�

mes

of o

ccur

renc

e ba

sed

on a

nnua

l

av

erag

es o

f sun

spot

num

ber.

Cyc

leR

min

E(R

min

)R

max

ASC

PER

ΔR

GPV

t(E(ΔR

GPV

))ΔR

GN

Vt

(E(ΔR

GN

V))

SLO

PEA

SCSL

OPE

DES

SLO

PED

ES(G

NV)

T(E

(Slo

peD

ES(G

NV)

))N

SD(E

(Rm

in))

123.

418

7863

.65

1122

.13

–26.

68

12.0

4–9

.55

–12.

733

280

136.

318

8985

.14

1237

.33

–22.

27

19.7

0–1

0.30

–14.

734

212

142.

719

0163

.54

1221

.54

–25.

39

15.2

0–7

.76

–9.6

36

287

151.

419

1310

3.9

410

46.8

4–2

6.0

725

.63

–16.

35–2

3.30

131

116

5.8

1923

77.8

510

27.6

2–2

9.2

714

.40

–14.

42–2

1.05

220

017

5.7

1933

114.

44

1143

.73

–21.

07

27.1

8–1

4.97

–16.

765

240

189.

619

4415

1.5

310

59.4

2–5

1.2

647

.30

–21.

01–2

4.02

515

919

4.4

1954

189.

93

1010

3.7

2–5

8.4

761

.83

–25.

67–3

4.00

424

120

10.2

1964

105.

94

1246

.83

–38.

97

23.9

3–1

1.66

–13.

545

111

2112

.619

7615

5.3

310

65.2

2–4

9.7

747

.57

–20.

27–2

2.90

610

522

13.4

1986

157.

83

1070

.82

–51.

36

48.1

3–2

1.31

–25.

784

129

238.

619

9611

9.5

4–

42.7

2–4

0.5

727

.73

––1

9.78

416

5

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21

3. ConClUsIon

The preced�ng sect�ons have shown that cycles of late have been rather robust �n compar�son to ear-l�er cycles �n the span of cycles 12 through present, the most rel�ably known sunspot cycles (correspond-ing to the interval 1878 to present). In particular, five of the past six cycles have had minimum (Rmin) and max�mum (Rmax) ampl�tudes that are above both the yearly med�an (6.1 and 110.2, respect�vely) and mean (7.0 and 115.7) values. Cycle 23, the current ongoing sunspot cycle, ranks fifth in size in terms of its observed Rmin and Rmax. Compar�son of �ts yearly sunspot number averages aga�nst the mean of cycles 12–22 strongly suggests that onset for cycle 24 w�ll l�kely occur �n year 10 of the sunspot cycle from sun-spot m�n�mum occurrence, correspond�ng to the year 2006. However, us�ng Rmax occurrence as the epoch of comparison, it is difficult to strictly determine the onset year for cycle 24, being either year six (2006) or year seven (2007), follow�ng sunspot max�mum ampl�tude. For nearly �ts ent�re l�fe, cycle 23 behav�or, �n terms of yearly averages of sunspot number, seems to be more l�ke the mean of 10-yr length sunspot cycles, wh�ch, �f true, �nd�cates that onset for cycle 24 w�ll be 2006.

Var�ous techn�ques were exam�ned to determ�ne the pred�ct�ve capab�l�t�es regard�ng Rmax, ΔRGNV, SLOPEDES, Rmin, and NSD. Very strong pos�t�ve correlat�ons are found to ex�st between Rmax and ΔRGPV and Rmax and both ΔRGPV and Rmin (a bivariate fit). Likewise, very strong positive correla-t�ons are found between Rmax and SLOPEASC and �nferred growth rates after one, two, and three years. ΔRGNV �s found to strongly and negat�vely correlate aga�nst ΔRGPV and aga�nst Rmax. Also, SLOPEDES �s found to strongly and negat�vely correlate aga�nst SLOPEASC and Rmax. A rather interesting finding seems to ex�st for SLOPEDES when compared aga�nst SLOPEDES(GNV), wh�ch �s the greatest negat�ve value of the evolv�ng slope dur�ng the decl�n�ng phase of the sunspot cycle. Namely, cycles 12–16 appear to prefer a regress�on l�ne that d�ffers from the preferred regress�on l�ne for cycles 17–22. If cycle 23 SLOPEDES �s s�m�lar to those of recent cycles 17–22, then onset for cycle 24 w�ll occur �n 2006; on the other hand, �f cycle 23 SLOPEDES �s s�m�lar to those of earl�er cycles 12–16, then onset for cycle 24 w�ll be delayed unt�l 2007. It should be noted that the general d�str�but�on of SLOPEDES versus SLOPEDES(GNV), �gnor�ng the apparent d�v�s�on of cycles �nto two d�st�nct group�ngs, has a strong pos�t�ve correlat�on at the 0.1-percent level of significance. Finally, the number of spotless days has been increasing since 2004, this being a s�gn of the approach of onset for cycle 24. The number of spotless days �s at max�mum dur�ng the sunspot minimum year. Because five of the past six cycles have had NSD <206 days (the med�an) and because there appears to exist a strong negative correlation (at the 0.5-percent level of significance) between NSD at E(Rmin) aga�nst sunspot cycle number, one pred�cts cycle 24 to have 107±48 days (the mean and stan-dard dev�at�on of NSD for cycles 18–22 �s 152±50). Th�s suggests that NSD at E(Rmin) for cycle 24 w�ll be <206 days and that Rmin w�ll be >6.1, �nd�cat�ng further that cycle 24 should be expected to be another robust cycle, probably of larger than average max�mum ampl�tude (Rmax), shorter than average ascent durat�on (ASC) and shorter than average length (PER).25–27

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REFERENCES

1. K�epenheuer, K.O.: “Solar Act�v�ty,” The Sun, G.P. Ku�per (ed.), The Un�vers�ty of Ch�cago Press, Ch�cago, IL, p. 322, 1953.

2. Waldme�er, M.: The Sunspot Activity in the Years 1610–1960, Schulthess & Co., Zur�ch, Sw�tzerland, p. 5, 1961.

3. Bray, R.J.; and Loughhead, R.E.: Sunspots, John W�ley & Sons, Inc., New York, p. 1, 1964.

4. Eddy, J.A.: “The H�stor�cal Record of Solar Act�v�ty,” The Ancient Sun, R.O. Pep�n, J.A. Eddy, and R.B. Merr�ll (eds.), Pergamon Press, New York, pp. 119–134, 1980.

5. Hoyt, D.V.; and Schatten, K.H.: The Role of the Sun in Climate Change, Oxford Un�vers�ty Press, New York, p. 34, 1997.

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NSN 7540-01-280-5500 Standard Form 298 (Rev. 2-89)Prescribed by ANSI Std. 239-18298-102

Unclass�f�ed Unclass�f�ed Unclass�f�ed Unl�m�ted

An Exam�nat�on of Sunspot Number Rates of Growth and Decay �n Relat�on to the Sunspot Cycle

Robert M. W�lson and Dav�d H. Hathaway

George C. Marshall Space Fl�ght CenterMarshall Space Fl�ght Center, AL 35812

Nat�onal Aeronaut�cs and Space Adm�n�strat�onWash�ngton, DC 20546–0001

Prepared by the Science and Exploration Research Office, Science and Mission Systems Office

Unclass�f�ed-Unl�m�tedSubject Category 92Ava�lab�l�ty: NASA CASI 301–621–0390

On the bas�s of annual sunspot number averages, sunspot number rates of growth and decay are exam�ned relat�ve to both m�n�mum and max�mum ampl�tudes and the t�me of the�r occurrences us�ng cycles 12 through present, the most rel�ably determ�ned sunspot cycles. Indeed, strong correlat�ons are found for pred�ct�ng the m�n�mum and max�mum ampl�tudes and the t�me of the�r occurrences years �n advance. As appl�ed to pred�ct�ng sunspot m�n�mum for cycle 24, the next cycle, �ts m�n�mum appears l�kely to occur �n 2006, espec�ally �f �t �s a robust cycle s�m�lar �n nature to cycles 17–23.

32

M–1165

Techn�cal Publ�cat�onJune 2006

NASA/TP—2006–214433

Sun, sunspot cycle, solar cycle, solar cycle pred�ct�on, rates of growth and decay, spotless days

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National Aeronautics andSpace AdministrationIS20George C. Marshall Space Flight CenterMarshall Space Flight Center, Alabama35812