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MDEF 2008 MDEF 2008 Urbino (Italy) Urbino (Italy) September 25 - 27, 2008 September 25 - 27, 2008 Bifurcation Curve Bifurcation Curve Structure Structure in a family of in a family of Linear Discontinuous Maps Linear Discontinuous Maps Anna Agliari & Fernando Bignami Dept. of Economic and Social Sciences Catholic University, Piacenza (Italy) [email protected] ; [email protected]

MDEF 2008 Urbino (Italy) September 25 - 27, 2008 Bifurcation Curve Structure in a family of Linear Discontinuous Maps Anna Agliari & Fernando Bignami Dept

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Page 1: MDEF 2008 Urbino (Italy) September 25 - 27, 2008 Bifurcation Curve Structure in a family of Linear Discontinuous Maps Anna Agliari & Fernando Bignami Dept

MDEF 2008MDEF 2008Urbino (Italy)Urbino (Italy)

September 25 - 27, 2008September 25 - 27, 2008

Bifurcation Curve Structure Bifurcation Curve Structure in a family of in a family of

Linear Discontinuous MapsLinear Discontinuous Maps

Anna Agliari & Fernando BignamiDept. of Economic and Social SciencesCatholic University, Piacenza (Italy)[email protected] ; [email protected]

Page 2: MDEF 2008 Urbino (Italy) September 25 - 27, 2008 Bifurcation Curve Structure in a family of Linear Discontinuous Maps Anna Agliari & Fernando Bignami Dept

OUTLINEOUTLINE

ProblemProblem: The investigation of the bifurcation curves bounding the periodicity region in a piecewise linear discontinuous map.

• InitialInitial motivation of the studymotivation of the study:: Economic model describing the income distribution.

• Simplified mapSimplified map topologically conjugated to the model.

• Border collision bifurcationBorder collision bifurcation: The bifurcation curves of the different cycles are associated with the merging of a periodic point with the border point.

• TonguesTongues of first and second level: of first and second level: Analytical bifurcation curves

• Excursion beyond the economic model: Excursion beyond the economic model: coexistence of cycles of different period.

Page 3: MDEF 2008 Urbino (Italy) September 25 - 27, 2008 Bifurcation Curve Structure in a family of Linear Discontinuous Maps Anna Agliari & Fernando Bignami Dept

Basic modelBasic model

Solow (1956)

A single aggregate output, which can be used for consumption and investement purposes, is produced from capital and labor;Aggregate labor is exogeneous

Saving propensity is exogeneous: Ft(Lt , Kt) - Ct = s Ft(Lt , Kt) Production function is homogeneous, with intensive form f(kt)

where the state variable is the capital intensity kt

1 1

1 ,t t t

t t t t

K K I

K F L K C

11

11 t ttk k sf k

n

Page 4: MDEF 2008 Urbino (Italy) September 25 - 27, 2008 Bifurcation Curve Structure in a family of Linear Discontinuous Maps Anna Agliari & Fernando Bignami Dept

GeneralizationsGeneralizations

Kaldor (1956, 1957)The capital accumulation is generated by the savings behavior of two income groups: shareholders and workers. Shareholders drawing income from capital only and have saving propensity sc. Workers receive income from labor and have saving

propensity sw

Pasinetti (1962)In the Kaldor model the workers do not receive any capital income in spite of the fact that they contribute to capital formation with their savings. Workers receive wage income from labor as well as capital income as a return on their accumulated savings

Page 5: MDEF 2008 Urbino (Italy) September 25 - 27, 2008 Bifurcation Curve Structure in a family of Linear Discontinuous Maps Anna Agliari & Fernando Bignami Dept

The economic modelThe economic modelBöhm & Agliari (2007)Workers may have different savings propensities

from wage they save

from capital revenues they save

where

'ps f k kf k

'wws k f k

1

1

11 '

11

1 ' '1

c c ct t c t t

w w wt t w t t t p t t

k k s k f kn

k k s f k k f k s k f kn

c wk k k

Parameters: n>0 population increasing rate; δ, with 0<δ<1, capital depreciation

rate; sc, with 0< sc <1, saving propensity of shareholders; sw, with 0< sw <1, saving

propensity on wage of workers; sp, with 0< sp <1, saving propensity on income revenue

of workers.

Page 6: MDEF 2008 Urbino (Italy) September 25 - 27, 2008 Bifurcation Curve Structure in a family of Linear Discontinuous Maps Anna Agliari & Fernando Bignami Dept

TechnologyTechnology

Leontief production function:

min ,f k Bk A where A, B > 0

1

1

1

1

1

1 if

1

1:1

1 if 1

1 1

c cct t

c wt t

pw wt t

c ct t

c wt t

w w wt t

Bsk k

Ank k

Bs Bk k

nT

k kAn k k

As Bk k

n n

The axis is trapping: 0 0c cT k k 0ck

Page 7: MDEF 2008 Urbino (Italy) September 25 - 27, 2008 Bifurcation Curve Structure in a family of Linear Discontinuous Maps Anna Agliari & Fernando Bignami Dept

The one-dimensional mapThe one-dimensional map

1 if

11

if 1 1

p

w

Bs Ay y

n BF yAs A

y yn n B

The map F(y) is discontinuous, we can prove that it is topologically conjugated to

if 0

1 if 0

w p

w p

x s s xf x

x s s x

where 11

, , 1 1

p w

w p

Bs Bs n

n n B s s

Proof: Making use of the homeomorphism 1

w p

n Ay y

BA s s

Note: 0<<1, >0

Page 8: MDEF 2008 Urbino (Italy) September 25 - 27, 2008 Bifurcation Curve Structure in a family of Linear Discontinuous Maps Anna Agliari & Fernando Bignami Dept

Case Case ssw w > > sspp

if 0

1 if 0

x xf x

x x

*Rx

*Lx

Increasing mapUp to two fixed points: * * 1

; 1 1R Lx x

o if < 0 and • < 1 : left fixed point globally stable•≥ 1 : divergence

o if 0<< 1 and •<1 : coexistence of two stable fixed points (the border x = 0 separates the basins)• ≥1 : right fixed point globally stable

o if >1 and• ≤1 : right fixed point globally attracting•>1 : left fixed point stable with basin {x*

L 0} and divergence in {x*L 0}

o if = 0, the border x=0 stable fixed point with basin {x 0} and

•<1 : left fixed point stable with basin{x 0}

• ≥1 : divergence in {x < 0}o if =1, the right fixed point is locally stable with basin{x 0} and

• <1 : the border x=0 stable fixed point with basin {x 0}

• >1 : divergence in {x < 0}, the border x=0 being unstable• =1 : infinitely many fixed points exist.

Page 9: MDEF 2008 Urbino (Italy) September 25 - 27, 2008 Bifurcation Curve Structure in a family of Linear Discontinuous Maps Anna Agliari & Fernando Bignami Dept

Case Case ssww < < sspp

if 0; , ,

1 if 0

x xf x

x x

*Rx

Noninvertible mapUp to two fixed points: * * 1

; 1 1L Rx x

; , , ; , ,1f x f x 0,1 0, 0,

1

1 Right fixed point globally stable

1 divergence

Page 10: MDEF 2008 Urbino (Italy) September 25 - 27, 2008 Bifurcation Curve Structure in a family of Linear Discontinuous Maps Anna Agliari & Fernando Bignami Dept

0 < 0 < < 1 < 1

The right fixed point exists if > 1, and it is unstable.

If > 1 explosive trajectories may exist, and, in particular, whenthe generic trajectory is divergent .

If 0< 1 the trajectories are bounded

1

*Rx

1 1

Periodic orbits may exist

Page 11: MDEF 2008 Urbino (Italy) September 25 - 27, 2008 Bifurcation Curve Structure in a family of Linear Discontinuous Maps Anna Agliari & Fernando Bignami Dept

Case Case = 0 = 0

x

0

Period adding bifurcations

*0 , 1C

is a cycle of period 2 if 1

Border bifurcation

The cycles have only a periodic point on the left side:LR, LRR, LRRR, …They appear and disappear via border bifurcations.The border bifurcation values accumulate at 1

Page 12: MDEF 2008 Urbino (Italy) September 25 - 27, 2008 Bifurcation Curve Structure in a family of Linear Discontinuous Maps Anna Agliari & Fernando Bignami Dept

Cycle LRRCycle LRR

Appearance:The last point merges with the border

LR0

Disappearance:The first point merges with the border

0RR

Page 13: MDEF 2008 Urbino (Italy) September 25 - 27, 2008 Bifurcation Curve Structure in a family of Linear Discontinuous Maps Anna Agliari & Fernando Bignami Dept

Cycle LRCycle LRnn-1-1

Orbit:0

11

0

0

1 1

1 1

n nn

n

x

x x

Cycle condition: 1

0 1

1 1 1

1 1 1

n n

nx

It appears when xn-1 = 0: 2 1 21 1 1 1 0n n n

It disappears when x0 = 0: 11 1 0n n

Border bifurcation curves

Note that when = 0 the cycle of period k disappears simultaneously to the appearance of that of period k+1

Page 14: MDEF 2008 Urbino (Italy) September 25 - 27, 2008 Bifurcation Curve Structure in a family of Linear Discontinuous Maps Anna Agliari & Fernando Bignami Dept

Tongues of first levelTongues of first level

1

2

3

4

5

The tongues do not overlap: no coexistence of cycles is possible

The intersection points of two curve associated with a cycle belong to the straight line

1 0

On this line the multiplier of the cycle is 1: fold curve

If the parameters belong to this line, each point in the range (-1 , ) belong to a cycle.

Page 15: MDEF 2008 Urbino (Italy) September 25 - 27, 2008 Bifurcation Curve Structure in a family of Linear Discontinuous Maps Anna Agliari & Fernando Bignami Dept

Bifurcation diagramBifurcation diagram

1

2

3

4

5

LR

LRR

LRRR

5

7

0.7

Chaotic intervals

Page 16: MDEF 2008 Urbino (Italy) September 25 - 27, 2008 Bifurcation Curve Structure in a family of Linear Discontinuous Maps Anna Agliari & Fernando Bignami Dept

One-dim. bifurcation diagramOne-dim. bifurcation diagram

LR

LRLRRLRR LRRR

LRRLRRR

Page 17: MDEF 2008 Urbino (Italy) September 25 - 27, 2008 Bifurcation Curve Structure in a family of Linear Discontinuous Maps Anna Agliari & Fernando Bignami Dept

Cycle LRLRRCycle LRLRR

Appearance:The last point merges with the border

LRLR0

Disappearance:The third point merges with the border

LR0RR

Page 18: MDEF 2008 Urbino (Italy) September 25 - 27, 2008 Bifurcation Curve Structure in a family of Linear Discontinuous Maps Anna Agliari & Fernando Bignami Dept

Tongues of second levelTongues of second levelwith only two Lwith only two L

1

5

7

9Appearance: x2q+2=0

Cycle LRqLRq+1

1

2 2 1 11 1 0

1 1

q qq q

Disappearance: xq+1=02 1 1

2 1 1 1 10

1 1 1 1

q q q qq

Page 19: MDEF 2008 Urbino (Italy) September 25 - 27, 2008 Bifurcation Curve Structure in a family of Linear Discontinuous Maps Anna Agliari & Fernando Bignami Dept

Tongues of second levelTongues of second level

8

7

11

9

5

3

2

LRLRR

(LR)2LRR

LRRLR

LR(LRR)2

LR(LRR)3

Page 20: MDEF 2008 Urbino (Italy) September 25 - 27, 2008 Bifurcation Curve Structure in a family of Linear Discontinuous Maps Anna Agliari & Fernando Bignami Dept

Plane (Plane (, , ))

enlargement

2

3

4

5

2

3

50.7

Page 21: MDEF 2008 Urbino (Italy) September 25 - 27, 2008 Bifurcation Curve Structure in a family of Linear Discontinuous Maps Anna Agliari & Fernando Bignami Dept

Border bifurcation curvesBorder bifurcation curves

2

3

5

2

3

5

7

8

7

8

Page 22: MDEF 2008 Urbino (Italy) September 25 - 27, 2008 Bifurcation Curve Structure in a family of Linear Discontinuous Maps Anna Agliari & Fernando Bignami Dept

Beyond the economic model: Beyond the economic model: < 0< 0

Divergence: 1 1

1

22;3

3;43

Tongues overlap

Coexistence of cycles is a possible issue

divergence

Page 23: MDEF 2008 Urbino (Italy) September 25 - 27, 2008 Bifurcation Curve Structure in a family of Linear Discontinuous Maps Anna Agliari & Fernando Bignami Dept

Initial condition Initial condition

2

3

4

5

6

2

3

4

5

6

Flip bifurcation curves

Page 24: MDEF 2008 Urbino (Italy) September 25 - 27, 2008 Bifurcation Curve Structure in a family of Linear Discontinuous Maps Anna Agliari & Fernando Bignami Dept

Initial condition Initial condition

2

3

4

56

2

3

4

56

Page 25: MDEF 2008 Urbino (Italy) September 25 - 27, 2008 Bifurcation Curve Structure in a family of Linear Discontinuous Maps Anna Agliari & Fernando Bignami Dept

Main referencesMain references

• Pasinetti, L.L. (1962) “Rate of Profit and Income Distribution in Relation to the Rate of Economic Growth”, Review of Economic Studies, 29, 267-279

• Samuelson, P.A. & Modigliani, F. (1966) “The Pasinetti Paradox in Neoclassical and More General Models”, Review of Economic Studies, 33, 269-301

• Böhm, V. & Kaas, L. (2000) “Differential Savings, Factor Shares, and Endogeneous Growth Cycles”, Journal of Economic Dynamics and Control, 24, 965-980

• Avrutin V. & Schanz M. (2006) “Multi-parametric bifurcations in a scalar piecewise-linear map” , Nonlinearity, 19, 531-552

• Avrutin V., Schanz M. & Banerjee S. (2006) “Multi-parametric bifurcations in a piecewise-linear discontinuous map”, Nonlinearity, 19, 1875-1906

• Leonov N.N. (1959) “Map of the line onto itself”, Radiofisica, 3(3), 942-956

• Leonov N.N. (1962) “Discontinuous map of the stright line”, Dohk. Ahad. Nauk. SSSR, 143(5), 1038-1041

• Mira C. (1987) “Chaotic dynamics” , World Scientific, Singapore