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How are photospheric flows related to solar flares? Brian T. Welsch 1 , Yan Li 1 , Peter W. Schuck 2 , & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC See also ApJ v. 705 p. 821

How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

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Page 1: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

How are photospheric flows related to solar flares?

Brian T. Welsch1, Yan Li1,Peter W. Schuck2, & George H. Fisher1

1SSL, UC-Berkeley2NASA-GSFC

See also ApJ v. 705 p. 821

Page 2: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

Outline• We don’t understand processes that produce flares and CMEs, but would like to.

• The coronal magnetic field Bc powers flares and CMEs, but measurements of (vector) Bc are rare and uncertain.

• The instantaneous state of the photospheric field BP provides limited information about the coronal field Bc.

• Properties of photospheric field evolution can reveal additional information about the coronal field.

• We used tracking methods (and other techniques) to quantitatively analyze photospheric magnetic evolution in a few dozen ARs.

• We found a “proxy Poynting flux” to be statistically related to flare activity. This association merits additional study.

Page 3: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

Flares and CMEs are powered by energy in the coronal magnetic field.

From T.G. Forbes, “A Review on the Genesis of Coronal Mass Ejections”, JGR (2000)

Page 4: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

Only free magnetic energy in the coronal field is available to power flares/CMEs.

• For a given coronal field BC, the coronal magnetic energy is:

U dV (BC · BC)/8.

• The lowest energy the field could have would match the same boundary condition Bn, but would be current-free (curl-free), or “potential:” B(P) = - , with 2 = 0.

U(P) dV (B(P) · B(P) )/8 = dA (· n)/8

• Free energy is the difference U(F) [U – U (P)], and is stored in “non-potential structures”, i.e., electric currents.

• Flares & CMEs release free energy by reducing currents in BC.

Page 5: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

It’s difficult to measure the coronal field BC , but the photospheric BP and BLOS are routinely measured.

• Coronal field measurements are very rare, and subject to large uncertainties (e.g., Lin, Kuhn, & Coulter 2004).

• While photospheric magnetograms are relatively common, only BLOS, the line-of-sight (LOS) component of the vector BP has been routinely measured.(This should change soon, with NSO’s SOLIS and NASA’s HMI.)

• What is the expected relationship between photospheric and coronal fields?

Page 6: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

Active region (AR) magnetic fields produce flares & CMEs, and are anchored at the photosphere.

AR fields originate in the solar interior, emerge across

the photosphere and into the corona; BP is the source of BC.

Credit: Hinode/SOT Team; LMSAL, NASA

Page 7: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

What can BP tell us about the likelihood BC will produce a flare?

• One approach is to extrapolate a model coronal field BC

(M) from BP, and study the model field. Q: How “good” are the extrapolated fields?

• Another approach is to empirically relate properties of BP to flare activity.

Q: How “good” are the empirical predictions?

Page 8: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

Large-scale, gross properties of coronal fields can be inferred by extrapolating photospheric fields.

(1) Coronal holes in potential field models often compare well with images of coronal (soft X-ray, EUV) or chromospheric (He 10830 Å) emission.

(This particular work focused on testing coronal heating models.)

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Page 9: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

Large-scale, gross properties of coronal fields can be inferred by extrapolating photospheric fields.

(2) Solar wind speeds can be estimated from coronal hole properties in potential extrapolations.

Credit: Arge & Odstrcil

Page 10: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

Inference of detailed properties of coronal fields, however, has not been demonstrated.

(1) While potential extrapolations can match higher resolution coronal observations, they often don’t.

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et a

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Good potential extrapolation Bad potential extrapolation

Page 11: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

Inference of detailed properties of coronal fields, however, has not been demonstrated.

(2) Non-potential extrapolations can give wildly diverging magnetic energies.

Page 12: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

Failing in extrapolating BC from BP, can BP be used to empirically predict flares?

• Early idea: big & “complex” ARs are likely to produce flares. (Complex is tough to define objectively!)

Page 13: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

Failing in extrapolating BC from BP, can BP be used to empirically predict flares?

• Early idea: big & “complex” ARs are likely to produce flares. (Complex is tough to define objectively!)

• Kunzel 1960: δ sunspots are more likely to flare than non-δ sunspots.

Page 14: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

Aside: δ sunspots have positive and negative flux within the same umbra.

These MDI synoptic magnetic and intensity maps of Carrington Rotation 2025 show AR 10720.

Page 15: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

Failing in extrapolating BC from BP, can BP be used to empirically predict flares?

• Early idea: big & “complex” ARs are likely to produce flares. (Complex is tough to define objectively!)

• Kunzel 1960: δ sunspots are more likely to flare than non-δ sunspots.

• Hagyard et al., 1980s: sheared fields along polarity inversion lines (PILs) are associated with flare activity

Page 16: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

Aside: Magnetic shear is the discrepancy between the actual and potential photospheric fields along PILs.

From

Wel

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& F

ishe

r (20

06)

Page 17: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

Failing in extrapolating BC from BP, can BP be used to empirically predict flares?

• Early idea: big & “complex” ARs are likely to produce flares. (Complex is tough to define objectively!)

• Kunzel 1960: δ sunspots are more likely to flare than non-δ sunspots.

• Hagyard et al., 1980s: sheared fields along polarity inversion lines (PILs) are associated with flare activity

• Falconer et al., 2000s: Both shear and flares are associated with “strong gradient” PILs

Page 18: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

Falconer found strong shear and strong gradients in BLOS along PILs to be correlated with both each other and flares.

Strong shear Strong gradient

Schrijver (2007) found the flux R near “strong field” PILs --- hence, strong gradient --- to be correlated with flare activity.

Strong gradients are just what you’d expect in a δ spot!

Page 19: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

Schrijver (2007) found a rough maximum GOES flare flux vs. magnetic flux near strong-field polarity inversion lines (SPILs).

R is the total unsigned near strong-field PILs

As expected, there are more weak flares than strong flares.

AR 10720 again, and its masked PILs at right

Page 20: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

Barnes & Leka (2008) tested R against , and found them to be equally bad flare predictors!

• Large flares are rare, so it’s a good bet that no flare will occur in a forecast window of a day or less. “Success rates” > 90% are possible by “just saying no”

• “Skill scores” are normalized to expected rate– 1 = perfect forecast; 0 merely matches expectation – Heidke = “just say no”; “Climate” = historical rate

Page 21: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

It turns out that a snapshot of the photospheric vector field BP isn’t very useful for predicting flares.

• Leka & Barnes (2007) studied 1200 vector magnetograms, and considered many quantitative measures of AR field structure.

• They summarize nicely: “[W]e conclude that the state of the photospheric magnetic field at any given time has limited bearing on whether that region will be flare productive.”

Page 22: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

Can we learn anything about flares from the evolution of BP?

When not flaring, coronal magnetic evolution should be nearly ideal photospheric connectivity is preserved.

As BP evolves, changes in BC are induced.

Further, following AR fields in time can provide information about their history and development.

Page 23: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

23

Assuming BP evolves ideally (see Parker 1984), then photospheric flow and magnetic fields are coupled.

• The magnetic induction equation’s z-component relates footpoint motion u to dBz/dt (Demoulin & Berger 2003).

Bn/t = [ x (v x B) ]n = - (u Bn)

• Flows v|| along B do not affect Bn/t, but v|| “contam-inates” Doppler measurements, diminishing their utility.

• Many “optical flow” methods to estimate u have been developed, e.g., LCT (November & Simon 1988), FLCT (Welsch et al. 2004), DAVE (Schuck 2006).

Page 24: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

The apparent motion of magnetic flux in magnetograms is the flux transport velocity, uf.

uf is not equivalent to v; rather, uf vhor - (vn/Bn)Bhor

• uf is the apparent velocity (2 components)

• v is the actual plasma velocity (3 comps)

(NB: non-ideal effects can also cause flux transport!)

Démoulin & Berger (2003): In addition to horizontal flows, vertical velocities can lead to uf 0. In this figure, vhor= 0, but vn 0, so uf 0.

Page 25: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

Aside: Doppler shifts cannot fully determine v

Generally, Doppler shifts cannot distinguish flows || to B (red), perp. to B (blue), or in an intermediate direction (gray).

With v estimated another way & projected onto the LOS, the Doppler shift determines v|| (Georgoulis & LaBonte, 2006)

Doppler shifts are only unambiguous along polarity inversion lines, where Bn changes sign (Chae et al. 2004, Lites 2005).

vLOSvLOS

vLOS

Page 26: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

Dopplergrams are sometimes consistent with “siphon flows” moving along the magnetic field.

Left: MDI Dopplergram at 19:12 UT on 2003 October 29 superposed with the magnetic neutral line. Right: Evolution of the vertical shear flow speed calculated in the box region of the left panel. The two vertical dashed lines mark the beginning and end of the X10 flare. (From Deng et al. 2006)

Page 27: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

Photospheric electric fields can affect flare-related magnetic structure in the corona.

• Since E = -(v x B)/c, the fluxes of magnetic energy & helicity across the photosphere depend upon v.

∂tU = c ∫ dA (E x B) ∙ n / 4π∂tH = c ∫ dA (E x A) ∙ n / 4π

• BC BP coupling means the surface v provides an essential boundary condition for data-driven MHD simulations of BC. (Abbett et al., in progress).

• Studying v could also improve evolutionary models of BP , e.g., flux transport models.

Page 28: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

28

Fourier local correlation tracking (FLCT) finds v( x, y) by correlating subregions, to find local shifts.

*

=

==

Page 29: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

Magnetogram Data Handling

• Pixels > 45o from disk center were not tracked.

• To estimate the radial field, cosine corrections were used, BR = BLOS/cos(Θ)

• Mercator projections were used to conformally map the irregularly gridded BR(θ,φ) to a regularly gridded BR(x,y).

• Corrections for scale distortion were applied.

Page 30: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

FLCT and DAVE flow estimates were correlated, but differed substantially.

Page 31: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

FLCT and DAVE flow estimates were correlated, but differed substantially.

When weighted by the estimated radial field BR, the FLCT-DAVE correlations increased to > 0.8.

Page 32: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

To baseline the importance of field evolution, we computed intensive and extensive properties of BR.

Intensive properties do not intrinsically grow with AR size: - 4 statistical moments of average unsigned field |BR|, (mean, variance, skew, kurtosis), denoted M(|BR|)- 4 moments of M( BR

2 )

Extensive properties scale with the physical size of an AR:- total unsigned flux, = Σ |BR| da2 ; this scales as area A (Fisher et al. 1998)- total unsigned flux near strong-field PILs, R (Schrijver 2007), should scale as length L- sum of field squared, Σ BR

2

Page 33: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

We then quantified field evolution in many ways, e.g.:

• Un- and signed changes in flux, |d/dt|, d/dt.• Change in R with time, dR/dt • Changes in center-of-flux separation, d(x±)/dt, with

x± x+-x-, and

x± ±da (x) BR ±da BR

We computed intensive and extensive flow properties, too:• Moments of speed M(u), and summed speed, Σ u.• M(h · u ) & M( z · h u), and their sums

• M(h · ( u BR)) & M(z · h ( u BR)), and their sums

• The sum of “proxy” Poynting flux, SR = Σ u BR2

• Measures of shearing converging flows near PILs

Page 34: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

We studied flows {u} from MDI magnetograms and flares from GOES for a few dozen active region (ARs).

• NAR = 46 ARs were selected.– ARs were selected for easy tracking – usu. not

complex, mostly bipolar -- NOT a random sample!

• > 2500 MDI full-disk, 96-minute cadence magnetograms from 1996-1998 were tracked, using both FLCT and DAVE separately.

• GOES catalog was used to determine source ARs for flares at and above C1.0 level.

Page 35: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC
Page 36: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

For both FLCT and DAVE flows, speeds {u} were not strongly correlated with BR --- rank-order correlations were 0.07 and -0.02, respectively.

The highest speeds were found in weak-field pixels, but a range of speeds were found at each BR.

Page 37: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

For some ARs in our sample, we auto-correlated ux, uy, and BR, for both FLCT and DAVE flows.

BLACK shows autocorrelation for BR; thick is current-to-previous, thin is current-to-initial.

BLUE shows autocorrelation for ux; thick is current-to-previous, thin is current-to-initial.

RED shows autocorrelation for uy; thick is current-to-previous, thin is current-to-initial.

Page 38: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

For some ARs in our sample, we auto-correlated ux, uy, and BR, for both FLCT and DAVE flows.

BLACK shows autocorrelation for BR; thick is current-to-previous, thin is current-to-initial.

BLUE shows autocorrelation for ux; thick is current-to-previous, thin is current-to-initial.

RED shows autocorrelation for uy; thick is current-to-previous, thin is current-to-initial.

Page 39: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

Parametrization of Flare Productivity

• We binned flares in five time intervals, τ: – time to cross the region within 45o of disk center (few days);– 6C/24C: the 6 & 24 hr windows (Longcope et al. 2005, Schrijver et

al. 2005) centered each flow estimate;– 6N/24N: the “next” 6 & 24 hr windows after 6C/24C

• Following Abramenko (2005), we computed an average GOES flare flux [μW/m2/day] for each window:

F = (100 S(X) + 10 S(M) + 1.0 S(C) )/ τ ;exponents are summed in-class GOES significands

• Our sample: 154 C-flares, 15 M-flares, and 2 X-flares

Page 40: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

Correlation analysis showed several variables associated with flare flux F. This plot is for disk-passage averaged properties.

Field and flow properties are ranked by distance from (0,0), the point of complete lack of correlation.

Only the highest-ranked properties tested are shown.

The more FLCT and DAVE correlations agree, the closer they lie to the diagonal line (not a fit).

No purely intensive flow properties appear --- all contain extensive properties.

Page 41: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

Many of the variables correlated with average flare SXR flux were correlated with each other.

Such correlations had already been found by many authors.

Leka & Barnes (2003a,b) used linear discriminant analysis to find variables most strongly associated with flaring.

Page 42: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

We used discriminant analysis to pair field/ flow properties

“head to head” to identify the strongest flare associations.

For all time windows, regardless of whether FLCT or DAVE flows were used, DA consistently ranked Σ u BR

2 among the two most powerful discriminators.

Page 43: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

Again, total unsigned AR flux is correlated with flare SXR flux.

Some studies relating magnetic properties with flares have not taken this underlying correlation into account.

Page 44: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

Is rapid magnetic evolution correlated with flare activity?

We computed the current- to- initial frame autocorrelation coefficients for all ARs in our sample.

Page 45: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

We found that rapid magnetic evolution is anti-correlated with --- but is correlated with flares!

Hence, rapid magnetic evolution, by itself, is anti-correlated with flare activity.

Page 46: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

Conclusions, pt. 1We found Σ u BR

2 and R to be strongly associated with average flare soft X-ray flux and flare occurrence.

Σ u BR2 seems to be a robust predictor:

- speed u was only weakly correlated with BR; - Σ BR

2 was independently tested;- using u from either DAVE or FLCT gave similar results.

It appears that ARs that are both large and rapidly evolving are flare-prone.

This study suffers from low statistics; further study is needed. (A proposal to extend this work has been submitted!)

Page 47: How are photospheric flows related to solar flares? Brian T. Welsch 1, Yan Li 1, Peter W. Schuck 2, & George H. Fisher 1 1 SSL, UC-Berkeley 2 NASA-GSFC

Conclusions, pt. 2The strongest flare predictors are extensive: , R, Σ u BR

2

Does this imply that “the flare mechanism” is also extensive?

This would accord with the “avalanche” model of Lu & Hamilton (1991): large flares are “built” of many small flares.

BUT: our flare measure --- GOES soft X-ray flux --- is also extensive!

What “intensive” flare measures are available?

Better spatial resolution of flare emission, e.g., from SSL’s FOXSI sounding rocket (Krucker et al.) should help!