26
Lagrangian Coherent Structures in the Ionosphere: Predictive Transport Barriers for Space Weather Effects Ningchao Wang, Seebany Datta-Barua Illinois Institute of Technology Supported by National Science Foundation (NSF) AGS-1352602 SCPNT 2019

Lagrangian Coherent Structures in the Ionosphere: Predictive ...web.stanford.edu/group/scpnt/pnt/PNT19/presentation...Lagrangian Coherent Structures in the Ionosphere: Predictive Transport

  • Upload
    others

  • View
    3

  • Download
    0

Embed Size (px)

Citation preview

Page 1: Lagrangian Coherent Structures in the Ionosphere: Predictive ...web.stanford.edu/group/scpnt/pnt/PNT19/presentation...Lagrangian Coherent Structures in the Ionosphere: Predictive Transport

Lagrangian Coherent Structures in the Ionosphere: Predictive Transport Barriers for Space Weather Effects

Ningchao Wang, Seebany Datta-Barua Illinois Institute of Technology

Supported by National Science Foundation (NSF) AGS-1352602

SCPNT 2019

Page 2: Lagrangian Coherent Structures in the Ionosphere: Predictive ...web.stanford.edu/group/scpnt/pnt/PNT19/presentation...Lagrangian Coherent Structures in the Ionosphere: Predictive Transport

Motivation

10/29/19 2

Credit: Alex ChartierCredit: Dan Lamothe

Page 3: Lagrangian Coherent Structures in the Ionosphere: Predictive ...web.stanford.edu/group/scpnt/pnt/PNT19/presentation...Lagrangian Coherent Structures in the Ionosphere: Predictive Transport

Motivation

10/29/19 3

Credit: Alex ChartierCredit: Dan Lamothe

Polar cap patch

Page 4: Lagrangian Coherent Structures in the Ionosphere: Predictive ...web.stanford.edu/group/scpnt/pnt/PNT19/presentation...Lagrangian Coherent Structures in the Ionosphere: Predictive Transport

Motivation

10/29/19 4

Credit: Alex ChartierCredit: Dan Lamothe

Polar cap patch

Can we trace and predict the PCP in the high-latitude region?

Page 5: Lagrangian Coherent Structures in the Ionosphere: Predictive ...web.stanford.edu/group/scpnt/pnt/PNT19/presentation...Lagrangian Coherent Structures in the Ionosphere: Predictive Transport

Ionosphere

5

• Ionosphere is dominated by plasma and electromagnetic field behavior.10/29/19

Page 6: Lagrangian Coherent Structures in the Ionosphere: Predictive ...web.stanford.edu/group/scpnt/pnt/PNT19/presentation...Lagrangian Coherent Structures in the Ionosphere: Predictive Transport

Electric field and magnetic field:

6

Credit: P. Reid [1]

[1]. http://mist.nianet.org/RealTimeArchive/2017/04/170422/0636EPOT.PNG

Page 7: Lagrangian Coherent Structures in the Ionosphere: Predictive ...web.stanford.edu/group/scpnt/pnt/PNT19/presentation...Lagrangian Coherent Structures in the Ionosphere: Predictive Transport

Ionospheric flows

7

Credit: P. Reid [1]

[1]. http://mist.nianet.org/RealTimeArchive/2017/04/170422/0636EPOT.PNG

100 m/s

Page 8: Lagrangian Coherent Structures in the Ionosphere: Predictive ...web.stanford.edu/group/scpnt/pnt/PNT19/presentation...Lagrangian Coherent Structures in the Ionosphere: Predictive Transport

8

Credit: R. Loomis

Modified from: R. Loomis

10/29/19

Hidden structures bound the oil transport

Lagrangian Coherent Structure (LCS)

Page 9: Lagrangian Coherent Structures in the Ionosphere: Predictive ...web.stanford.edu/group/scpnt/pnt/PNT19/presentation...Lagrangian Coherent Structures in the Ionosphere: Predictive Transport

9

Credit: R. Loomis

Modified from: R. Loomis

10/29/19

Hidden structures bound the oil transport

Lagrangian Coherent Structure (LCS)

Page 10: Lagrangian Coherent Structures in the Ionosphere: Predictive ...web.stanford.edu/group/scpnt/pnt/PNT19/presentation...Lagrangian Coherent Structures in the Ionosphere: Predictive Transport

10

Credit: R. Loomis

Modified from: R. Loomis

10/29/19

Hidden structures bound the oil transport

Lagrangian Coherent Structure (LCS)

Page 11: Lagrangian Coherent Structures in the Ionosphere: Predictive ...web.stanford.edu/group/scpnt/pnt/PNT19/presentation...Lagrangian Coherent Structures in the Ionosphere: Predictive Transport

Objective

10/29/19 11

Credit: Alex ChartierCredit: Dan Lamothe

Polar cap patch

• Find the hidden structures in the ionosphere.

• Find the connection between the structures and the polar cap patches.

Page 12: Lagrangian Coherent Structures in the Ionosphere: Predictive ...web.stanford.edu/group/scpnt/pnt/PNT19/presentation...Lagrangian Coherent Structures in the Ionosphere: Predictive Transport

Method

12

● ITALCS: Ionosphere-Thermosphere Algorithm for Lagrangian Coherent Structures● FTLE : Finite Time Lyapunov Exponent ● TEC: Total Electron Content

10/29/19

ionospheric flow

ITALCS

ionospheric LCSs

Plasma ExB Drifts

FTLE maps

TEC map

Polar cap patch

Ionospheric imaging

Compare the PCP location to the LCSs position.

Page 13: Lagrangian Coherent Structures in the Ionosphere: Predictive ...web.stanford.edu/group/scpnt/pnt/PNT19/presentation...Lagrangian Coherent Structures in the Ionosphere: Predictive Transport

Results

13Wang et al., 201810/29/19

Polar cap patchLCSs

Page 14: Lagrangian Coherent Structures in the Ionosphere: Predictive ...web.stanford.edu/group/scpnt/pnt/PNT19/presentation...Lagrangian Coherent Structures in the Ionosphere: Predictive Transport

Results

14Wang et al., 201810/29/19

Polar cap patchLCSs

Page 15: Lagrangian Coherent Structures in the Ionosphere: Predictive ...web.stanford.edu/group/scpnt/pnt/PNT19/presentation...Lagrangian Coherent Structures in the Ionosphere: Predictive Transport

Summary and future work

15

● The polar cap patches originate from plasma that is poleward of the dayside LCS boundary.

● The necessary condition for the PCPs’ formation is that storm enhanced density exists poleward of the LCS.

● The LCSs are likely representative of the material transport barriers.

● The modeled LCSs form channels through which the polar cap patches propagate.

● Next step is to apply the LCS method to small-scale irregularity, which will require:

o An algorithm for computing local LCS.

o High spatial resolution flows.

10/29/19

Page 16: Lagrangian Coherent Structures in the Ionosphere: Predictive ...web.stanford.edu/group/scpnt/pnt/PNT19/presentation...Lagrangian Coherent Structures in the Ionosphere: Predictive Transport

Extra slides

10/29/19 16

Page 17: Lagrangian Coherent Structures in the Ionosphere: Predictive ...web.stanford.edu/group/scpnt/pnt/PNT19/presentation...Lagrangian Coherent Structures in the Ionosphere: Predictive Transport

Ionospheric convection

17

• Ionosphere is dominated by plasma and electromagnetic field behavior.

�⃗�#$%&' =𝐸×𝐵𝐵,

�⃗�#$%&' Credit: J. A. Bittencourt

10/29/19

Page 18: Lagrangian Coherent Structures in the Ionosphere: Predictive ...web.stanford.edu/group/scpnt/pnt/PNT19/presentation...Lagrangian Coherent Structures in the Ionosphere: Predictive Transport

Introduction

18

Polar cap patch

● Is a few 100-km-scale ionospheric enhancement.

● Appears at high-latitude upper atmosphere.

● Is associated with the plasma density irregularities.

● Causes Global Navigation Satellite System (GNSS) signal scintillation.

Tracking patches will:

● Provide better understanding of its formation.

● Improve the predictability of space environment.

● Help to avoid the effect of GNSS signal scintillation.

?

Ionosphere

Scintillation

patches

Objective:

Analyze the PCP’s formation and transport by using governing structures in the plasma drift.

10/29/19

Page 19: Lagrangian Coherent Structures in the Ionosphere: Predictive ...web.stanford.edu/group/scpnt/pnt/PNT19/presentation...Lagrangian Coherent Structures in the Ionosphere: Predictive Transport

Simulate ionospheric plasma drifts

19

• Weimer 2005 is:An electric potential model.Used for generating the high latitude electric field.

• International Geomagnetic Reference Field (IGRF-12) is:Used for simulating the global magnetic field.

10/29/19

Electric Potential Electric Field

Magnetic Field

Drift Velocities

𝐄 = −𝛻V

𝐄×𝐁B,

Weimer 2005

IGRF-12

Page 20: Lagrangian Coherent Structures in the Ionosphere: Predictive ...web.stanford.edu/group/scpnt/pnt/PNT19/presentation...Lagrangian Coherent Structures in the Ionosphere: Predictive Transport

20

LCSs in the ionosphere

A0B0

C0

Cf

Af

Bf

FTLE

LCS

FTLE: finite time Lyapunov exponent10/29/19

Page 21: Lagrangian Coherent Structures in the Ionosphere: Predictive ...web.stanford.edu/group/scpnt/pnt/PNT19/presentation...Lagrangian Coherent Structures in the Ionosphere: Predictive Transport

Finite Time Lyapunov Exponent (FTLE):

21

A scalar field measuring the degree of stretching.Local maximum FTLE surfaces are defined as the LCSs.

10/29/19

Page 22: Lagrangian Coherent Structures in the Ionosphere: Predictive ...web.stanford.edu/group/scpnt/pnt/PNT19/presentation...Lagrangian Coherent Structures in the Ionosphere: Predictive Transport

Finite Time Lyapunov Exponent (FTLE):

2210/29/19

Page 23: Lagrangian Coherent Structures in the Ionosphere: Predictive ...web.stanford.edu/group/scpnt/pnt/PNT19/presentation...Lagrangian Coherent Structures in the Ionosphere: Predictive Transport

Finite Time Lyapunov Exponent (FTLE):

2310/29/19

Page 24: Lagrangian Coherent Structures in the Ionosphere: Predictive ...web.stanford.edu/group/scpnt/pnt/PNT19/presentation...Lagrangian Coherent Structures in the Ionosphere: Predictive Transport

Finite Time Lyapunov Exponent (FTLE):

2410/29/19

Page 25: Lagrangian Coherent Structures in the Ionosphere: Predictive ...web.stanford.edu/group/scpnt/pnt/PNT19/presentation...Lagrangian Coherent Structures in the Ionosphere: Predictive Transport

Finite Time Lyapunov Exponent (FTLE):

2510/29/19

Page 26: Lagrangian Coherent Structures in the Ionosphere: Predictive ...web.stanford.edu/group/scpnt/pnt/PNT19/presentation...Lagrangian Coherent Structures in the Ionosphere: Predictive Transport

Finite Time Lyapunov Exponent (FTLE):

26

LCS ridge

10/29/19

FTLE