Top Banner
1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO
51

1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

Dec 26, 2015

Download

Documents

Hilary Cannon
Welcome message from author
This document is posted to help you gain knowledge. Please leave a comment to let me know what you think about it! Share it to your friends and learn new things together.
Transcript
Page 1: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

1

Global Helioseismology 1: Principles and Methods

Rachel Howe, NSO

Page 2: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

2

Introduction to Global Helioseismology

• What is helioseismology?• A bit of early history• Basics

– p-modes and g-modes– Spherical harmonics and their labeling

• Observations– Instrumentation– Networks and spacecraft– Time series– Spectra

• Methods– Peak finding– Inversions

Page 3: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

3

What is helioseismology?

• Helioseismology utilizes waves that propagate throughout the Sun to measure its invisible internal structure and dynamics.

Page 4: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

4

History

• Discovered in 1960 that the solar surface is rising and falling with a 5-minute period

• Many theories of wave physics postulated:– Gravity waves or acoustic

waves or MHD?– Where was the region of

propagation?• A puzzle – every attempt to

measure the characteristic wavelength on the surface gave a different answer

Page 5: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

5

The puzzle solved

• Acoustic waves trapped within the internal temperature gradient predicted a specific dispersion relation between frequency and wavelength

• A wide range of wavelengths are possible, so every early measurement was correct – result depended on aperture size

• Observationally confirmed in 1975

• 5,000,000 modes, max amplitude 20 cm/s

Page 6: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

6

Inside the Sun

Page 7: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

7

Three types of modes

• G(ravity) Modes – restoring force is buoyancy – internal gravity waves.– Amplitude vanishes at the surface

• P(ressure) Modes – restoring force is pressure.– Amplitude peaks at the surface.– Turning point depth/phase speed decreases with l.

• F(undamental) Modes – restoring force is buoyancy modified by density interface – surface gravity waves.– Can usually be thought of as n=0 p modes.

Page 8: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

8

p-mode anatomy

• A p mode is a standing acoustic wave.

• Each mode can be described by a spherical harmonic.

• Quantum numbers n (radial order), l (degree), and m (azimuthal order) identify the mode.

Page 9: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

9

Spherical Harmonics

• The harmonic degree, l, indicates the number of node lines on the surface, which is the total number of planes slicing through the Sun.

• The azimuthal number m, describes the number of planes slicing through the Sun longitudinally.

•Picture credits: Noyes, Robert, "The Sun", in _The New Solar System_, J. Kelly Beatty and A. Chaikin ed., Sky Publishing Corporation, 1990, pg. 23.

l=6, m=0 l=6, m=3 l=6, m=6

Page 10: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

11

Mode in Motion

• Rotation lifts degeneracy between modes of same l, different m.

• Prograde and retrograde modes have different frequencies.

Page 11: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

13

Turning points

Page 12: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

14

Duvall law• Modes turn at depth

where sound speed = horizontal phase speed = ν/ℓ

• So, all modes with same ν/ℓ must take same time to make one trip between reflections

Page 13: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

15

Observational Requirements

• Typical p-mode amplitudes around 1-10cm/s• Need to measure velocity of solar surface to

parts in 105.• Modes have periods around 5 minutes, so

typical cadence 30-60s gives adequate Nyquist frequency.

• Need to observe for > 1 month to get good frequency resolution for medium-l modes.

• Observations should be as nearly continuous as possible.

Page 14: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

16

Why we need continuous observations

• The sun sets at a single terrestrial site, producing periodic time series gaps

• The solar acoustic spectrum is convolved with the temporal window spectrum, contaminating solar spectrum with many spurious peaks

• In turn, this can distort the science results

Page 15: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

17

How to get continuous observations

• South pole (in Austral Summer)– Harsh conditions.– Weather.– Only possible for part of year

• Global network– Ideally at least six stations to provide overlap.– Can get 80-90% fill if well funded and maintained.– Data can be mailed home.– Data need to be combined.– Still observing through atmosphere.

• Spacecraft– No atmosphere, so cleaner measurements.– Can get nearly 100% coverage from one instrument.– Expensive, hard/impossible to repair.– Telemetry can be costly (DSN).

Page 16: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

18

BiSON

• 6-site network of single-pixel instruments, data since 1976, completed 1992.

• Modes up to l=4• Run by University

of Birmingham, UK

Page 17: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

19

The GONG(+) network

• Six stations around the world for continual coverage.

• 256x256 pixels 1995-2001

• 1024 pixels since 2001

• Run from NSO Tucson.

Page 18: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

22

MDI aboard SOHO

• ESA/NASA spacecraft orbits the Lagrange point between Sun and Earth, a million miles away.

• Many instruments, of which MDI is one of 3 for helioseismology.

• MDI has 1024×1024 pixels, but usually bins down to 256×256

• Operating since 1996.

Page 19: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

23

Coming Soon: HMI aboard SDO• HMI (Helioseismic and

Magnetic Imager) aboard SDO (Solar Dynamics Observatory), due to launch 2008.

• Earth Orbit.• 4096x4096 pixels, all the

time.

Page 20: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

24

Observing p-modes• Doppler measurements at the surface . . .

Page 21: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

25

Spatial Harmonic Transform

X

X

X

=

=

=

Σ

Page 22: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

26

Temporal Fourier TransformTime Series Power Spectrum

Page 23: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

27

2d spectrum (l- diagram)

Degree l

Fre

quen

cy

Page 24: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

28

m-diagram

Differential rotation lifts degeneracy between different m modes of same l.

Page 25: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

29

Curved shape shows Differential Rotation

Multiple ridges due to leakage

Page 26: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

30

Part 2

• Peak Finding– Statistics– Asymmetry– Leakage

• Inversion Principles and Techniques– Eigenfunctions and kernels – The inversion problem– RLS and OLA techniques– Averaging kernels – Errors– Error correlation functions– Structure inversions

Page 27: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

31

Peakfinding

• Non-linear optimization• Modes are stochastically

excited.• Spectrum can be

considered as ‘limit’ spectrum multiplied by noise distributed as 2 with 2 degrees of freedom. (N.B. not Gaussian.)

• Standard least-square fits not appropriate.

a,b show two different ‘realizations’ for short observations: c shows result for longer observations; d is limit spectrum.

Page 28: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

33

Peakfinding

• Instead of 2, minimize ‘log-likelihood’ function:

• where M is model, O observations, a is vector of parameters.

Page 29: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

34

Peak profile

• Standard model is a Lorentzian profile.

Page 30: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

35

Granulation and Excitation

• The oscillations are excited by solar granulation, which generates a randomly excited field of damped Helmholtz oscillators.

• Excitation comes from downward plumes in intergranular lanes.

Page 31: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

36

Velocity and Intensity

• Measurements can be made in brightness (intensity) or Doppler velocity

• Intensity from ground can be noisy.

• Different information from each.

Page 32: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

37

Excitation Puzzles

Line asymmetryV-I frequency offset

Page 33: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

38

Asymmetry

• In reality, the observed peaks in the spectrum have some asymmetry, which is understood in terms of noise correlated with the oscillations.

• Observations in velocity and intensity show different asymmetry behavior.

• This can lead to peaks apparently having different frequencies in velocity and intensity spectra.

Page 34: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

39

Asymmetric Peak Profile Model

Page 35: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

40

Leakage• Because we see only part of

the Sun’s surface, the spherical harmonics are not orthogonal.

• Therefore, we cannot completely isolate the different (m,l) spectra; each spectrum contains power from adjacent ones, which has to be taken into account in fitting.

• The problems are most severe when the peaks overlap the leaks.

• The leakage characteristics need to be calculated for many fitting schemes.

Page 36: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

41

IntroductionThe leakage matrix is calculated by emulating the processing of an image through the GONG processing pipeline, using the desired (l’,m’) spherical harmonic pattern instead of the solar velocity image.

IntroductionThe leakage matrix is calculated by emulating the processing of an image through the GONG processing pipeline, using the desired (l’,m’) spherical harmonic pattern instead of the solar velocity image.

Remap to x,

Apodize

SHT for l, m

FFT

(R+I)/2Leakage coefficient Llml’m’

2 = power of l’,m’ leak in l, m spectrum

l, m power spectrum with l’, m’ leaks

Leakage coefficients

Time series

Page 37: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

42

Page 38: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

45

Leakage rules-of-thumb

• Leaks with l+m odd vanish.

• Problematic cases are those where leaks not resolved from wanted peaks (≤)– ‘m-leaks’: l=0, m=±2; .Hz– ‘n-leaks’: l=1, n=±1, ±2 if overlapping.– ‘l-leaks’: l=±1, m=±1 if overlapping. (High l).

• It’s more complicated than that.

Page 39: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

48

Inversions

Page 40: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

50

Inversions

• Modes are reflected due to density variations.

• The lower the l, the fewer surface reflections, and the deeper the mode penetrates.

• Combining information from different modes lets us build up a picture of properties at different depths.

Page 41: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

51

l=50,m=0

Inversions

• Modes of different m cover different latitude ranges, giving latitudinal resolution.

m=45

m=50

Page 42: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

52

The (rotation) inversion problemKernel

Averaging Kernel

Coefficients to be found

Page 43: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

53

Regularized Least Squares – fit the model to the data!

Minimize 2

Regularization

Page 44: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

54

Subtractive Optimally Localized Averages – Optimize the Kernel!

Specify desired averaging kernel shape T, and minimize

Regularization

Page 45: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

55

Inversion Errors

For input data with independent errors,

Page 46: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

56

RLS OLA

OLA

RLS

Close-Up

2-D Rotational Averaging Kernels

(1 s.d. uncertainties on inversion are indicated in nHz, for a typical MDI dataset)

Page 47: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

58

Choosing Tradeoff Parameters

• Compromise between errors and localization.

• Heavier regularization gives smaller errors, poorer resolution.

(For data with uniform errors

Page 48: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

59

Error Correlation Functions

• The errors in the inversion result are not independent, even if the input data are.

• Just how correlated are errors between two locations in an inversion result?

Page 49: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

61

Structure Inversions

• Not linear, but can use variational principle for small differences from a model.

• Fundamental variables are p, and the adiabatic exponent .

• Because the Sun’s mass is fixed, these are not all independent, and the problem can be reduced to variable pairs, for example, (c2,) or (u, Y) where u=p/ and Y is the helium abundance.

Page 50: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

63

Structure Inversions

• Linearized 1d version, after taking difference from model values.

Surface TermError

Page 51: 1 Global Helioseismology 1: Principles and Methods Rachel Howe, NSO.

64

Kernel for c2

Kernel for ρ

Kernels for sound speed and density