and space mission design invariant manifolds,sdross/talks/pres_oct01.pdf · goal:...

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Control & Dynamical Systems C A L T E C H Invariant Manifolds, the Spatial 3-Body Problem and Space Mission Design Shane D. Ross Control and Dynamical Systems, Caltech G. G´omez, W.S. Koon, M.W. Lo, J.E. Marsden, J. Masdemont October 17, 2001

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Page 1: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Control & Dynamical Systems

CA L T EC H

Invariant Manifolds,the Spatial 3-Body Problemand Space Mission Design

Shane D. RossControl and Dynamical Systems, Caltech

G. Gomez, W.S. Koon, M.W. Lo, J.E. Marsden, J. MasdemontOctober 17, 2001

Page 2: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Introduction

�Theme

� Using dynamical systems theory applied to 3- and 4-body problems for understanding solar system dynam-ics and identifying useful orbits for space missions.

2

Page 3: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Introduction

�Theme

� Using dynamical systems theory applied to 3- and 4-body problems for understanding solar system dynam-ics and identifying useful orbits for space missions.

�Current research importance

� Development of some NASA mission trajectories, suchas the recently launched Genesis Discovery Mission,and the upcoming Europa Orbiter Mission

2

Page 4: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Introduction

�Theme

� Using dynamical systems theory applied to 3- and 4-body problems for understanding solar system dynam-ics and identifying useful orbits for space missions.

�Current research importance

� Development of some NASA mission trajectories, suchas the recently launched Genesis Discovery Mission,and the upcoming Europa Orbiter Mission

� Of current astrophysical interest for understandingthe transport of solar system material (eg, how ejectafrom Mars gets to Earth, etc.)

2

Page 5: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Genesis Discovery Mission� Genesis will collect solar wind samples at the Sun-Earth

L1 and return them to Earth.

� It was the first mission designed start to finish usingdynamical systems theory.

0

500000

z (km)

-1E+06

0

1E+06

x (km)

-500000

0

500000

y (km)XY

Z

HaloOrbit

Transferto Halo

Earth

Moon'sOrbit

ReturnTrajectoryto Earth

Sun

3

Page 6: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Europa Orbiter Mission

�Oceans and life on Europa?

� Recently, there has been interest in sending ascientific spacecraft to orbit and study Europa.

4

Page 7: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Europa Orbiter Mission

Europa Mission

5

Page 8: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Current Work� Goal: Find cheap way to Europa (consuming least amount

of fuel)

6

Page 9: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Current Work� Goal: Find cheap way to Europa (consuming least amount

of fuel)

• Flyby other bodies of interest along the way

6

Page 10: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Current Work� Goal: Find cheap way to Europa (consuming least amount

of fuel)

• Flyby other bodies of interest along the way

� Method: Take full advantage of the phase space struc-ture to yield optimal trajectory

6

Page 11: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Current Work� Goal: Find cheap way to Europa (consuming least amount

of fuel)

• Flyby other bodies of interest along the way

� Method: Take full advantage of the phase space struc-ture to yield optimal trajectory

� Model: Jupiter-Europa-Ganymede-spacecraft 4-bodymodel considered as two 3-body models

6

Page 12: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Current Work� Goal: Find cheap way to Europa (consuming least amount

of fuel)

• Flyby other bodies of interest along the way

� Method: Take full advantage of the phase space struc-ture to yield optimal trajectory

� Model: Jupiter-Europa-Ganymede-spacecraft 4-bodymodel considered as two 3-body models

• Extend previous work from planar model to 3D

6

Page 13: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

History of 3-Body Problem

�Brief history:

� Founding of dynamical systems theory: Poincare [1890]

� Special orbits: Conley [1963,1968], McGehee [1969]

� Invariant manifolds: Simo, Llibre, and Martinez [1985], Gomez,

Jorba, Masdemont, and Simo [1991]

� Applied to space missions: Howell, Barden, and Lo [1997],

Lo and Ross [1997,1998] Koon, Lo, Marsden, and Ross [2000],

Gomez, Koon, Lo, Marsden, Masdemont, and Ross [2001]

� Using optimal control: Serban, Koon, Lo, Marsden, Petzold,

Ross, and Wilson [2001]

7

Page 14: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Three-Body Problem

�Circular restricted 3-body problem

� the two primary bodies move in circles; the muchsmaller third body moves in the gravitational field ofthe primaries, without affecting them

8

Page 15: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Three-Body Problem

�Circular restricted 3-body problem

� the two primary bodies move in circles; the muchsmaller third body moves in the gravitational field ofthe primaries, without affecting them

� the two primaries could be the Sun and Earth, theEarth and Moon, or Jupiter and Europa, etc.

� the smaller body could be a spacecraft or asteroid

8

Page 16: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Three-Body Problem

�Circular restricted 3-body problem

� the two primary bodies move in circles; the muchsmaller third body moves in the gravitational field ofthe primaries, without affecting them

� the two primaries could be the Sun and Earth, theEarth and Moon, or Jupiter and Europa, etc.

� the smaller body could be a spacecraft or asteroid

� we consider the planar and spatial problems

� there are five equilibrium points in the rotating frame,places of balance which generate interesting dynamics

8

Page 17: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Three-Body Problem• 3 unstable points on line joining two main bodies – L1, L2, L3

• 2 stable points at ±60◦ along the circular orbit – L4, L5

-1 -0.5 0 0.5 1

-1

-0.5

0

0.5

1

x (rotating frame)

y (r

otat

ing

fram

e)

mS = 1 -µ mE = µ

S E

Earth’s orbit

L2

L4

L5

L3 L1

spacecraft

Equilibrium points

9

Page 18: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Three-Body Problem� orbits exist around L1 and L2; both periodic and quasi-

periodic

• Lyapunov, halo and Lissajous orbits

� one can draw the invariant manifolds assoicated to L1

(and L2) and the orbits surrounding them

� these invariant manifolds play a key role in what follows

10

Page 19: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Three-Body Problem� Equations of motion:

x− 2y = −U effx , y + 2x = −U eff

y

where

U eff = −(x2 + y2)

2− 1− µ

r1− µ

r2.

� Have a first integral, the Hamiltonian energy, given by

E(x, y, x, y) =1

2(x2 + y2) + U eff(x, y).

11

Page 20: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Three-Body Problem� Equations of motion:

x− 2y = −U effx , y + 2x = −U eff

y

where

U eff = −(x2 + y2)

2− 1− µ

r1− µ

r2.

� Have a first integral, the Hamiltonian energy, given by

E(x, y, x, y) =1

2(x2 + y2) + U eff(x, y).

� Energy manifolds are 3-dimensional surfaces foliatingthe 4-dimensional phase space.

� This is for the planar problem, but the spatial problemis similar.

11

Page 21: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Regions of Possible Motion

�Effective potential

� In a rotating frame, the equations of motion describea particle moving in an effective potential plus a mag-netic field (goes back to work of Jacobi, Hill, etc).

Ueff

S JL1 L2

ExteriorRegion (X)

Interior (Sun) Region (S)

JupiterRegion (J)

ForbiddenRegion

Effective potential Level set shows accessible regions

12

Page 22: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Transport Between Regions� Dynamics near equilibrium point in spatial problem:

saddle × center × center.• bounded orbits (periodic/quasi-periodic): S3 (3-sphere)

• asymptotic orbits to 3-sphere: S3 × I (“tubes”)

• transit and non-transit orbits.

x (rotating frame)

y (r

otat

ing

fram

e)

J ML1

x (rotating frame)

y (r

otat

ing

fram

e)

L2

ExteriorRegion

InteriorRegion

MoonRegion

ForbiddenRegion

L2

13

Page 23: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Transport Between Regions� Asymptotic orbits form 4D invariant manifold tubes

(S3 × I) in 5D energy surface.

� red = unstable, green = stable

0.820.84

0.860.88

0.90.92

0.940.96

0.981

1.02−0.02

0

0.02

0.04

0.06

0.08

0.1−0.010

0.01

x

z

y

14

Page 24: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Transport Between Regions• These manifold tubes play an important role in governing what

orbits approach or depart from a moon (transit orbits)

• and orbits which do not (non-transit orbits)

• transit possible for objects “inside” the tube, otherwise notransit — this is important for transport issues

x (rotating frame)

y (r

ota

tin

g fra

me

)

Passes throughL2 Equilib r ium Region

JupiterEuropa

L2

Ends inCaptureAround Moon

SpacecraftBegins

Inside Tube

15

Page 25: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Transport Between Regions• Transit orbits can be found using a Poincare section transver-

sal to a tube.

PoincareSection

Tube

16

Page 26: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Construction of Trajectories� One can systematically construct new trajectories, which

use little fuel.

• by linking stable and unstable manifold tubes in the right order

• and using Poincare sections to find trajectories “inside” thetubes

� One can construct trajectories involving multiple 3-bodysystems.

17

Page 27: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Construction of Trajectories• For a single 3-body system, we wish to link invariant manifold

tubes to construct an orbit with a desired itinerary

• Construction of (X ; M, I) orbit.

X

I ML1 L2

M

U3

U2U1U4

U3

U2

The tubes connecting the X,M , and I regions.

18

Page 28: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Construction of Trajectories• First, integrate two tubes until they pierce a common Poincaresection transversal to both tubes.

PoincareSection

Tube A

Tube B

19

Page 29: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Construction of Trajectories• Second, pick a point in the region of intersection and integrate

it forward and backward.

PoincareSection

Tube A

Tube B

20

Page 30: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Construction of Trajectories•Planar: tubes (S × I) separate transit/non-transit orbits.

•Red curve (S1) (Poincare cut of L2 unstable manifold.Green curve (S1) (Poincare cut of L1 stable manifold.

• Any point inside the intersection region ∆M is a (X ; M, I) orbit.

∆M = (X;M,I)

Intersection Region

0.92 0.94 0.96 0.98 1 1.02 1.04 1.06 1.08

-0.08

-0.06

-0.04

-0.02

0

0.02

0.04

0.06

0.08

x (Jupiter-Moon rotating frame)

y (J

upite

r-M

oon

rota

ting

fram

e)

ML1 L2

0.01 0.015 0.02 0.025 0.03 0.035 0.04 0.045 0.05

-0.06

-0.04

-0.02

0

0.02

0.04

0.06

y (Jupiter-Moon rotating frame)

(X;M)

(;M,I)

y (J

upite

r-M

oon

rota

ting

fram

e).

Forbidden Region

Forbidden Region

StableManifold

UnstableManifold

StableManifold Cut

UnstableManifold Cut

Tubes intersect in position Poincare section of intersection21

Page 31: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Construction of Trajectories• Spatial: Invariant manifold tubes (S3 × I)

• Poincare cut is a topological 3-sphere S3 in R4.

◦ S3 looks like disk × disk: ξ2 + ξ2 + η2 + η2 = r2 = r2ξ + r2

η

• If z = c, z = 0, its projection on (y, y) plane is a curve.

• For unstable manifold: any point inside this curve is a (X ; M)orbit.

-0.005 0.0050

z

0.6

0.4

0.2

-0.2

0

-0.6

-0.4

z.

0 0.0100.005

y0.015

0.6

0.4

0.2

-0.2

0

-0.6

-0.4

y.

γz’z’. (z’,z’).

(y, y) Plane (z, z) Plane22

Page 32: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Construction of Trajectories• Similarly, while the cut of the stable manifold tube is S3, its

projection on (y, y) plane is a curve for z = c, z = 0.

• Any point inside this curve is a (M, I) orbit.

• Hence, any point inside the intersection region ∆M is a(X ; M, I) orbit.

-0.005 0.0050

z

0.6

0.4

0.2

-0.2

0

-0.6

-0.4

z.

0 0.0100.005

y0.015

0.6

0.4

0.2

-0.2

0

-0.6

-0.4

y.

C+s11

C+u21

C+s11C+u2

1

0.004 0.006 0.008 0.010 0.012 0.014

−0.01

−0.005

0

0.005

0.01

y

y.

γz'z'.1

γz'z'.2

Initial conditioncorresponding toitinerary (X;M,I)

(y, y) Plane (z, z) Plane Intersection Region

23

Page 33: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Construction of Trajectories

0.96 0.98 1 1.02 1.04-0.04

-0.02

0

0.02

0.04

x

y

0.96 0.98 1 1.02 1.04-0.04

-0.02

0

0.02

0.04

x

z

-0.005 0 0.005 0.010 0.015 0.020

-0.010

-0.005

0

0.005

y

z

z

0.981

1.021.04

-0.04-0.02

00.02

0.04-0.04

-0.02

0

0.02

0.04

xy

0.96

Construction of an (X,M, I) orbit24

Page 34: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Tour of Jupiter’s Moons

�Tours of planetary satellite systems.

� Example 1: Europa → Io → Jupiter

25

Page 35: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Tour of Jupiter’s Moons� Example 2: Ganymede → Europa → injection into

Europa orbitGanymede's orbit

Jupiter

0.98

0.99

1

1.01

1.02

-0.02

-0.01

0

0.01

0.02

-0.02

-0.015

-0.01

-0.005

0

0.005

0.01

0.015

0.02

xy

z

0.990.995

11.005

1.01 -0.01

-0.005

0

0.005

0.01

-0.01

-0.005

0

0.005

0.01

yx

z

Close approachto Ganymede

Injection intohigh inclination

orbit around Europa

Europa's orbit

(a)

(b) (c)

-1. 5-1

-0. 50

0.51

1.5

-1. 5

-1

-0. 5

0

0.5

1

1.5

x

y

z

Maneuverperformed

26

Page 36: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Tour of Jupiter’s Moons

pgt-3d-orbit-eu.qt

27

Page 37: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Tour of Jupiter’s Moons• The Petit Grand Tour can be constructed as follows:

◦ Approximate 4-body system as 2 nested 3-body systems.

◦ Choose an appropriate Poinare section.

◦ Link the invariant manifold tubes in the proper order.

◦ Integrate initial condition (patch point) in the 4-body model.

Jupiter Europa

Ganymede

Spacecrafttransfer

trajectory

∆V at transferpatch point

-1. 5 -1. 4 -1. 3 -1. 2 -1. 1 -1

-0.08

-0.06

-0.04

-0.02

0

0.02

0.04

0.06

0.08

0.1

0.12

x (Jupiter-Europa rotating frame)

x (J

upite

r-E

urop

a ro

tatin

g fr

ame)

.

Gan γzz.1 Eur γzz.

2

Transferpatch point

Look for intersection of tubes Poincare section at intersection

28

Page 38: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Further Work

�More refinement needed

29

Page 39: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Further Work

�More refinement needed

� Control over inclination of final orbit

29

Page 40: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Further Work

�More refinement needed

� Control over inclination of final orbit

� Further reduce fuel cost using other techniques• Resonance transition to pump down orbit via repeated close

approaches to the moons

Using resonance transition to pump down orbit29

Page 41: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Further Work

Semimajor axis

Arg

umen

t of

peri

helio

n (d

egre

es)

Unstable manifold of P1Stable manifold of P1

Resonance region of P1

Unstable periodic orbit P1 Unstable periodic orbit P2

Resonance region of P2

(a)

(b) A stable island for the resonance region of P2

}} }

Overlapping region

Resonance transition as shown by Poincare map30

Page 42: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

Further Work• Use low (continuous) thrust, rather than impulsive

• Combine with optimal control software (e.g., NTG, COOPT)

31

Page 43: and Space Mission Design Invariant Manifolds,sdross/talks/pres_oct01.pdf · Goal: FindcheapwaytoEuropa(consumingleastamount of fuel) Flyby other bodies of interest along the way Method:

References• Gomez, G., W.S. Koon, M.W. Lo, J.E. Marsden, J. Masdemont and S.D. Ross

[2001] Invariant manifolds, the spatial three-body problem and spacemission design. AAS/AIAA Astrodynamics Specialist Conference.

• Koon, W.S., M.W. Lo, J.E. Marsden and S.D. Ross [2001] Resonance andcapture of Jupiter comets. Celestial Mechanics and Dynamical Astronomy,to appear.

• Koon, W.S., M.W. Lo, J.E. Marsden and S.D. Ross [2001] Low energy trans-fer to the Moon. Celestial Mechanics and Dynamical Astronomy. to appear.

• Serban, R., Koon, W.S., M.W. Lo, J.E. Marsden, L.R. Petzold, S.D. Ross,and R.S. Wilson [2001] Halo orbit mission correction maneuvers usingoptimal control. Automatica, to appear.

• Koon, W.S., M.W. Lo, J.E. Marsden and S.D. Ross [2000] Heteroclinic con-nections between periodic orbits and resonance transitions in celes-tial mechanics. Chaos 10(2), 427–469.

The End

32