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Non-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability R. I. Sujith Dept. of Aerospace Engineering IIT Madras

Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

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Page 1: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Non-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

R. I. SujithDept. of Aerospace EngineeringIIT Madras

Page 2: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Non-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

R. I. SujithDept. of Aerospace EngineeringIIT Madras

Acknowledgements

Balasubramanian, Kulkarni, Kedia, Nagaraja, BharatPriya, Sathesh, Lipika, Subhas, Nishant, Sreerekha, Joseph, Vikrant, Vineeth,....

Funding from DST, ISRO; Wolfgang Polikfe & Rama Govindarajan

Page 3: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

We clarify the role of non-normality & nonlinearity in thermoacoustics

Page 4: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Non-normality & its role in subcritical transition to instability

We clarify the role of non-normality & nonlinearity in thermoacoustics

Page 5: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Non-normality & its role in subcritical transition to instability

Rijke tube

We clarify the role of non-normality & nonlinearity in thermoacoustics

Page 6: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Non-normality & its role in subcritical transition to instability

How to analyse non-normal systems?

Rijke tube

We clarify the role of non-normality & nonlinearity in thermoacoustics

Page 7: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Positive Feedback

Acoustics

Heat Release

Combustion instability is caused by the feedback between acoustics & combustion

Page 8: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability
Page 9: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Network model using normal modesPolifke (2004)

Combustion instability is investigated by testing for unstable eigenvalues of the linearized system

Page 10: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Reasoning: At low amplitudes, linearised eqns are sufficient to model the evolution

Network model using normal modesPolifke (2004)

Combustion instability is investigated by testing for unstable eigenvalues of the linearized system

Page 11: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Initial excitation at small identical amplitudes.

A linearly stable system can go unstable!

Page 12: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Who is the villain?

Page 13: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Who is the villain?

Nonlinearity

Page 14: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Who is the villain?

Nonlinearity?

Page 15: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Let us linearize the acoustics and the heat release.

Momentum

Energy

LinearizedHeat release

Page 16: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

A system is non-normal when its evolution operator does not commute with its adjoint

Page 17: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

A system is non-normal when its evolution operator does not commute with its adjoint

Thermoacoustic interaction is non-normal

Balasubramanian & Sujith: JFM (2008), POF (2008); Nicoud et al. (AIAA J 2007)

Page 18: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability
Page 19: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

“Non-normality”

Page 20: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

A non-normal system can have transient growth even if the individual modes decay

Φ1

Φ2

Φ1

Φ2

Φ1

Φ2

Individual Eigenvalues: Wrong tool to analyse a non-normal system

Page 21: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Superposition of decaying eigenvectors can produce growth in short term

Schmid (2007)

Non-normality: not considered before in thermoacoustic instability

Page 22: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Transient growth can trigger nonlinearities when the amplitude reaches high enough values

Triggerring: Balasubramanian & Sujith: JFM (2008), POF (2008)

Linear

Nonlinear

Page 23: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Transient growth can trigger nonlinearities when the amplitude reaches high enough values

Triggerring: Balasubramanian & Sujith: JFM (2008), POF (2008)

Page 24: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability
Page 25: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability
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Page 27: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Combustion makes the acoustic modes non-normal

Page 28: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Combustion makes the acoustic modes non-normal

Combustion modes are non-normal even in the absence of acoustic feedback

Page 29: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability
Page 30: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Rijke tube

POF (2008)AIAA Paper 2007-3428

Page 31: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Horizontal Rijke tube is modeled

We sidestep the effects of natural convection on the mean flow

Air flow

Page 32: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

The acoustic field is solved in the time domain using the Galerkin technique

Momentum:

Energy: Compact Heat Source

Modal expansion:

Page 33: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Heckl’s modified form of the King’s law is used to model the heat release

Page 34: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Heckl’s modified form of the King’s law is used to model the heat release

Page 35: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Heckl’s modified form of the King’s law is used to model the heat release

King’s law predicts nonlinearity only for velocity perturbations greater than the mean velocity

Page 36: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

BNN is non-normal

BNL is nonlinear

Evolution equations obtained from the Galerkin projection are non-normal & nonlinear

Page 37: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

No damping

Page 38: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

.

.

Page 39: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

.

.

Page 40: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

.

.

Page 41: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Subcritical transition to instability is observed

.

.

Page 42: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Subcritical transition to instability is observed

.

.

Page 43: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Subcritical transition to instability is observed

.

.

Page 44: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Subcritical transition to instability is observed

.

.

Limit cycle in the absence of damping

Page 45: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Subcritical transition to instability is observed

.

.

Limit cycle in the absence of damping

Phase evolves to 90°

Page 46: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Include damping

Page 47: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

“Triggering” occurs with damping as well

c1 = 0.05, c2 = 0.005

Page 48: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Linear

Nonlinear

Identical linear & nonlinear simulations at low amplitudes.

Nonlinearity “picks up” after sufficient transient growth

Page 49: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Bootstrapping in an initially decaying system that grows later

Lw = 2m and Tw = 900K, xf = 0.3

Page 50: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Transient growth of oscillations is quantified by growth rate

Page 51: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Transient growth of oscillations is quantified by growth rate

The growth rate is the envelope of energy evolution for different initial conditions

Page 52: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Transient growth of oscillations is quantified by growth rate

The growth rate is the envelope of energy evolution for different initial conditions

Page 53: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Transient growth of oscillations is quantified by growth rate

The growth rate is the envelope of energy evolution for different initial conditions

Gmax is the maximum growth rate within a time interval

Page 54: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Transient growth of oscillations is quantified by growth rate

The growth rate is the envelope of energy evolution for different initial conditions

Gmax is the maximum growth rate within a time interval

Achieved through singular value decomposition.

Page 55: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Gmax = Infinity Classical linear instability

Page 56: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Gmax = Infinity Classical linear instability

Gmax = 1 Classical linear stability

Page 57: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Gmax = Infinity Classical linear instability

Gmax = 1 Classical linear stability

Gmax > 1, finite Transient growth

Page 58: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

n - τ model of Crocco captures transient dynamics

Nagaraja, Kedia & Sujith (Montreal Symposium, 2008)

Page 59: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

There are regions of stability, instability and “potential” instability

Nagaraja, Kedia & Sujith (Montreal Symposium, 2008)

Page 60: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Pseudospectra for studying non-normal systems

Page 61: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Pseudospectra for studying non-normal systems

Z is an ε - pseudoeigenvalue of A if it satisfies ||(ZI-A)-1|| > ε -1

Page 62: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Pseudospectra for studying non-normal systems

Set of all points on the complex plane whose minimum value of the singular value of (ZI-A) is less than ε

Z is an ε - pseudoeigenvalue of A if it satisfies ||(ZI-A)-1|| > ε -1

Page 63: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

log10ε

Page 64: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

log10ε

Contours should protrude into the right half plane for the system to exhibit transient growth

Page 65: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

log10ε

Contours should protrude into the right half plane for the system to exhibit transient growth

“Necessary condition” for transient growth

Page 66: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability
Page 67: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Lord Rayleigh

Page 68: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Predicting transient growth using Rayleigh criteria requires precise knowledge of initial conditions

Lord Rayleigh

Page 69: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Ambiguity of initial conditions due to noise makes the identification of transient growth using Rayleigh Criteria difficult.

Predicting transient growth using Rayleigh criteria requires precise knowledge of initial conditions

Lord Rayleigh

Page 70: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

The conditions are now on the evolution operator; hence do not depend on initial conditions

Page 71: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Thermoacoustics involves multiphysics & multiscales

Page 72: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

Ducted Burke-Schumann Flame

JFM (2008)AIAA Paper 2007- 0567

Page 73: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

In summary, thermoacoustic interaction is non-normal and nonlinear

Page 74: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

In summary, thermoacoustic interaction is non-normal and nonlinear

Transient growth can lead to high enough amplitudes where nonlinearities become significant

Page 75: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

In summary, thermoacoustic interaction is non-normal and nonlinear

Transient growth can lead to high enough amplitudes where nonlinearities become significant

Non-normality & nonlinearity leads tosubcritical transition to instability

Page 76: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

In summary, thermoacoustic interaction is non-normal and nonlinear

Transient growth can lead to high enough amplitudes where nonlinearities become significant

Non-normality & nonlinearity leads tosubcritical transition to instability

Individual eigenvalues: wrong tools for analyzing a non-normal system.

Page 77: Non-normality, Transient Growth & Subcritical …home.iitk.ac.in/~mkv/Conf/Talks_files/Sujith.pdfNon-normality, Transient Growth & Subcritical Transition to Thermoacoustic Instability

In summary, thermoacoustic interaction is non-normal and nonlinear

Transient growth can lead to high enough amplitudes where nonlinearities become significant

Non-normality & nonlinearity leads tosubcritical transition to instability

Individual eigenvalues: wrong tools for analyzing a non-normal system.

Need to adopt tools such as SVD and ε pseudospectra