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AnnouncementsTopics:

-  section7.7(improperintegrals);sections3.1+3.2(DTDSs)

*Readthesesectionsandstudysolvedexamplesinyourtextbook!

Homework:-  reviewlecturenotesthoroughly-  workonpracticeproblemsfromthetextbookandassignmentsfromthecoursepackasassignedonthecoursewebpage(underthe“SCHEDULE+HOMEWORK”link)

DynamicalSystems

•  Discrete-timedynamicalsystemsdescribeasequenceofmeasurementsmadeatequallyspacedintervals

•  Continuous-timedynamicalsystems,usuallyknownasdifferentialequations,describemeasurementsthatarecollectedcontinuously

Discrete-TimeDynamicalSystems

Adiscrete-timedynamicalsystemconsistsofaninitialvalueandarulethattransformsthesystemfromthepresentstatetoastateonestepintothefuture.

Discrete-TimeDynamicalSystemsandUpdatingFunctions

Letrepresentthemeasurementofsomequantity.Therelationbetweentheinitialmeasurementandthefinalmeasurementisgivenbythediscrete-timedynamicalsystemTheupdatingfunctionacceptstheinitialvalueasinputandreturnsthefinalvalueasoutput.Note:representspresenttimeandrepresentsonetime-stepintothefuture

mt+1 = f (mt )€

mt

mt+1

m

f

mt

mt+1

t

t +1

Solutions

Definition:Thesequenceofvaluesoffor0,1,2,…isthesolutionofthediscrete-timedynamicalsystemstartingfromtheinitialconditionThegraphofasolutionisadiscretesetofpointswiththetimeonthehorizontalaxisandthemeasurementontheverticalaxis.

mt

t =

mt+1 = f (mt )

m0.

t

mt

Example:ADiscrete-TimeDynamicalSystemfor

aBacterialPopulation

Colony InitialPopulationbt(millions)

FinalPopulationbt+1(millions)

1 0.47 0.94

2 3.30 6.60

3 0.73 1.46

4 2.80 5.60

5 1.50 3.00

6 0.62 1.24

Data:

Example:ADiscrete-TimeDynamicalSystemfor

aTreeGrowth

Tree InitialHeight,ht(m)

FinalHeight,ht+1(m)

1 23.1 23.9

2 18.7 19.5

3 20.6 21.4

4 16.0 16.8

5 32.5 33.3

6 19.8 20.6

Data:

Example:ADiscrete-TimeDynamicalSystemfor

AbsorptionofPainMedicationApatientisonmethadone,amedicationusedtorelievechronic,severepain(forinstance,aftercertaintypesofsurgery).Itisknownthateveryday,thepatient’sbodyabsorbshalfofthemethadone.Inordertomaintainanappropriatelevelofthedrug,anewdosagecontaining1unitofmethadoneisadministeredattheendofeachday.

BasicSolutions

BasicExponentialDiscrete-timeDynamicalSystemIfwithinitialcondition,thenBasicAdditiveDiscrete-timeDynamicalSystemIfwithinitialcondition,then

bt+1 = rbt

b0

bt = b0rt .

ht+1 = ht + a

h0

ht = h0 + at.

CobwebbingCobwebbingisagraphicaltechniqueusedtodeterminethebehaviourofsolutionstoaDTDSwithoutcalculations.Thistechniqueallowsustosketchthegraphofthesolution(asetofdiscretepoints)directlyfromthegraphoftheupdatingfunction.

CobwebbingAlgorithm:1.  Graphtheupdatingfunctionandthediagonal.

2.  Plottheinitialvaluem0onthehorizontalaxis.Fromthispoint,moveverticallytotheupdatingfunctiontoobtainthenextvalueofthemeasurement.Thecoordinatesofthispointare(m0,m1).

3.  Movehorizontallytothepoint(m1,m1)onthediagonal.Plotthevaluem1onthehorizontalaxis.Thisisthenextvalueofthesolution.

4.  Fromthepoint(m1,m1)onthediagonal,moveverticallytotheupdatingfunctiontoobtainthepoint(m1,m2)andthenhorizontallytothepoint(m2,m2)onthediagonal.Plotthepointm2onthehorizontalaxis.

5.  Continuealternating(or“cobwebbing”)betweentheupdatingfunctionandthediagonaltoobtainasetofsolutionpointsplottedalongthehorizontalaxis.

Cobwebbing

Example:Startingwiththeinitialcondition,sketchthegraphofthesolutiontothesystembycobwebbing3steps. €

b0 =1

bt+1 = 2bt

Cobwebbing

B

BB

T��

T

BT�� BT�BT�����F�B��T

ASolutionFromCobwebbing

b0€

(b0,b1)

(b1,b1)€

(b1,b2)

b1

(b2,b2)

b2

(b2,b3)

(b3,b3)

b3

B

BB

T��

T

BT�� BT�BT�����F�B��T

B

T

T

������������������������������������������������

Cobwebbing

Example:ConsidertheDTDSforthemethadoneconcentrationinapatient’sblood:Cobwebfor3stepsstartingfrom(i)  (ii)  (iii) 

M0 =1

Mt+1 =12Mt +1

M0 = 5

M0 = 2

Cobwebbing-

-

T��

T

-T�� -T�

- T�����F�-��T

Equilibria

Definition:ApointiscalledanequilibriumoftheDTDSifGeometrically,theequilibriacorrespondtopointswheretheupdatingfunctionintersectsthediagonal.

m*

mt+1 = f (mt )

f (m*) = m* .

Equilibria

B

BB

T��

T

BT�� BT�BT�����F�B��T

Equilibria

-

-

T��

T

-T�� -T�

- T�����F�-��T

SolvingforEquilibria

Algorithm:1.  Writetheequationfortheequilibrium.2.  Solvefor3.  Thinkabouttheresults.

m*.

SolvingforEquilibria

Examples:Findtheequilibria,iftheyexist,foreachofthefollowingsystems.(a) (b)

Mt+1 =12Mt +1

xt+1 =axt1+ xt

Cobwebbing

Example:ConsidertheDTDSforapopulationofcodfishwhereisthenumberofcodfishinmillionsandistime.Supposethatinitiallythereare1millioncodfish.Determinetheequilibriaandthebehaviourofthepopulationovertimebycobwebbing.

nt+1 = −0.6nt + 5.3

nt

t

Cobwebbing

N

N

T��

T

NT�� NT�

T�F�N���� ���N������T

ASolutionFromCobwebbing

n0

n1

n2

n3

N

N

T��

T

NT�� NT�

N

T

T

������������������������������������������������������������������������������������

N�������

Solution:

StabilityofEquilibria

Anequilibriumisstableifsolutionsthatstartneartheequilibriummoveclosertotheequilibrium.

Anequilibriumisunstableifsolutionsthatstartneartheequilibriummoveawayfromtheequilibrium.

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