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PH36010 Numerical Methods

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PH36010 Numerical Methods. Solving Differential Equations using MATHCAD. Solving ODEs numerically. Produce numeric solution to system of ODEs. Must have initial conditions Use one of several different solvers Produces matrix of solutions. Steps to solving ODEs. - PowerPoint PPT Presentation
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PH36010 PH36010 Numerical Methods Numerical Methods Solving Differential Equations Solving Differential Equations using MATHCAD using MATHCAD
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Page 1: PH36010  Numerical Methods

PH36010 PH36010 Numerical MethodsNumerical Methods

Solving Differential Equations using Solving Differential Equations using MATHCADMATHCAD

Page 2: PH36010  Numerical Methods

Solving ODEs numericallySolving ODEs numerically

• Produce Produce numericnumeric solution to system solution to system of ODEs.of ODEs.

• Must have initial conditionsMust have initial conditions• Use one of several different solversUse one of several different solvers• Produces matrix of solutionsProduces matrix of solutions

Page 3: PH36010  Numerical Methods

Steps to solving ODEsSteps to solving ODEs

• Scale equations, parameters & Scale equations, parameters & initial conditions to remove unitsinitial conditions to remove units

• Manipulate equations to give Manipulate equations to give vector of derivativesvector of derivatives

• Give vector of initial conditionsGive vector of initial conditions• Call solverCall solver• Plot resultsPlot results

Page 4: PH36010  Numerical Methods

• Radioactive decay, Newton’s law of Radioactive decay, Newton’s law of cooling etccooling etc

• A is amount of material, A is amount of material, temperature difference, etctemperature difference, etc

• k is rate constantk is rate constant

Solution of First Order ODESolution of First Order ODE

tAd

dk A

Page 5: PH36010  Numerical Methods

Forming the derivative Forming the derivative vectorvector

• ““The derivative The derivative of A with of A with respect to t is –k respect to t is –k times A”times A”

tAd

dk A

k 0.1

D t A( ) k A

Page 6: PH36010  Numerical Methods

Initial ConditionsInitial Conditions

• First order ODEFirst order ODE– 1 member of D(t,A) vector1 member of D(t,A) vector– 1 member of ic vector1 member of ic vector

ic0 1Although onlyAlthough only 1 member, still 1 member, still needs to be a vector needs to be a vector

Page 7: PH36010  Numerical Methods

Solution parametersSolution parameters

• TStart and TFinish timesTStart and TFinish times• Number of points, NNumber of points, N

TStart 0 TFinish 5 N 1000

Page 8: PH36010  Numerical Methods

Create Solution MatrixCreate Solution Matrix

• Use rkfixed() functionUse rkfixed() function• Return matrix with 1 column per DE + 1 Return matrix with 1 column per DE + 1

for independent variablefor independent variable• Use column operator to strip off columnsUse column operator to strip off columns

Soln rkfixed ic TStart TFinish N D( )

Time Soln0

Quantity Soln1

Page 9: PH36010  Numerical Methods

Plot ResultsPlot Results

0 1 2 3 4 50

0.5

11

4.54105

Quantity

50 Time

Page 10: PH36010  Numerical Methods

What can go wrongWhat can go wrong

• Found number greater than Found number greater than 10^30710^307– Use more pointsUse more points– Reduce TFinishReduce TFinish

• Can’t have anything with Can’t have anything with dimensions heredimensions here– Strip units from system before Strip units from system before

solutionsolution

Page 11: PH36010  Numerical Methods

More complex first order More complex first order systemsystem

• Double decayDouble decay• A => B => CA => B => C

K1 K2K1 K2

tA t( )

d

dK1 A t( )

tB t( )

d

dK1 A t( ) K2 B t( )

Page 12: PH36010  Numerical Methods

Forming the derivative Forming the derivative vectorvector

tA t( )

d

dK1 A t( )

tB t( )

d

dK1 A t( ) K2 B t( )

tF0 t( )

d

dK1 F0

t( )tF t( )1

d

dK1 F0

t( ) K2 F1 t( )

D t F( )K1 F0

K1 F0 K2 F1

Page 13: PH36010  Numerical Methods

Initial ConditionsInitial Conditions

• System of 2 DEsSystem of 2 DEs– 2 members in D(t,F) vector2 members in D(t,F) vector– 2 members in ic vector2 members in ic vector

• FF00 refers to A => ic refers to A => ic00

• FF11 refers to B => ic refers to B => ic11

ic1

0Initially 100% of A, Initially 100% of A, 0% of B0% of B

Page 14: PH36010  Numerical Methods

Form Solution of Double Form Solution of Double Decay systemDecay system

• Solution parameters as beforeSolution parameters as before• Call rkfixed() as before to create Call rkfixed() as before to create

matrixmatrix

TStart 0 TFinish 2 N 1000

Soln rkfixed ic TStart TFinish N D( )

Page 15: PH36010  Numerical Methods

Plot results of double Plot results of double decaydecay

Time Soln0

A Soln1

B Soln2

0 0.5 1 1.5 20

0.2

0.4

0.6

0.8

1

A

B

Time

Page 16: PH36010  Numerical Methods

Second Order SystemSecond Order SystemDamped SHMDamped SHM

• Rewrite as system of first order Rewrite as system of first order equationsequations

• Solve as beforeSolve as before

Page 17: PH36010  Numerical Methods

Second Order systemSecond Order systemLCR CircuitLCR Circuit

L coilti

d

d i R res

q

C cap0

Kirchoff’s Kirchoff’s Voltage Law =>Voltage Law =>

Page 18: PH36010  Numerical Methods

Second order SystemSecond order SystemForming the equationsForming the equations

L coilti

d

d i R res

q

C cap0

2tq

tq

R res

L coil

d

d

q

L coil C cap

0d

d

2

Use dq/dt=i and divide by LUse dq/dt=i and divide by Lcoilcoil

To get homogeneous equation in qTo get homogeneous equation in q

Page 19: PH36010  Numerical Methods

Second Order SystemSecond Order SystemWriting standard form #1Writing standard form #1

2tq

tq

R res

L coil

d

d

q

L coil C cap

0d

d

2

q2 q1R res

L coil

q0

L coil C cap

0

Rewrite again, getting rid of d/dtRewrite again, getting rid of d/dt

2tq q2

d

d

2

tq

d

dq1 q q0

Page 20: PH36010  Numerical Methods

Second Order SystemSecond Order SystemWriting standard form #2Writing standard form #2

q2 q1R res

L coil

q0

L coil C cap

0

q2 q1R res

L coil

q0

L coil C cap

0 solve q2q1 R res

C cap q0

L coil C cap

Use symbolic solver to get q2Use symbolic solver to get q2

Page 21: PH36010  Numerical Methods

Second Order SystemSecond Order SystemFill in D vectorFill in D vector

• Have expressions for q1 & q2Have expressions for q1 & q2• Now fill in D(t,q) vectorNow fill in D(t,q) vector• Replace Replace

– q0 q0 q q00 ,q1 ,q1 q q1 1 ,q2 ,q2 q q22

D t q( )

q1

q1 R res C cap

q0

L coil C cap

tq

d

dq1

2tq q2

d

d

2 q1 R res C cap

q0

L coil C cap

Page 22: PH36010  Numerical Methods

Second Order SystemSecond Order SystemDefine Initial ConditionsDefine Initial Conditions

• Start with 1V across capacitor & no Start with 1V across capacitor & no current flowingcurrent flowing

V0 1

ic0 holds charge at t=0ic

V0 C cap

0 ic1 holds current at t=0

Page 23: PH36010  Numerical Methods

Second Order SystemSecond Order SystemCreate SolutionCreate Solution

• Examine over 0.1sExamine over 0.1s• Use 1000 pointsUse 1000 points

TStart 0 TFinish 0.1 N 1000

Soln rkfixed ic TStart TFinish N D( )

Page 24: PH36010  Numerical Methods

Second Order SystemSecond Order SystemPlot Solution Plot Solution

Time Soln0

Charge Soln1

Current Soln2

Voltage capCharge

C cap

0 0.02 0.04 0.06 0.08 0.10.01

0.005

0

0.005

0.01

Current

Time

Page 25: PH36010  Numerical Methods

Driven SystemsDriven Systems

• So far all systems have been So far all systems have been ‘Relaxation to steady state’‘Relaxation to steady state’

• Can also model systems driven by Can also model systems driven by ‘Forcing Function’‘Forcing Function’

Page 26: PH36010  Numerical Methods

Forcing Function for LCR Forcing Function for LCR circuitcircuit

• Enables us to see resonanceEnables us to see resonance• Put voltage source in loopPut voltage source in loop

L coilti

d

d i R res

q

C capf t( ) 0

Page 27: PH36010  Numerical Methods

Solution for Forced Solution for Forced OscillationOscillation

• Use symbolic solver to solve for q2 as beforeUse symbolic solver to solve for q2 as before

• Compare with undriven case…Compare with undriven case…

q2 q1R res

L coil

q0

L coil C cap

f t( ) 0 solve q2q1 R res

C cap q0 f t( ) L coil

C cap

L coil C cap

q2 q1R res

L coil

q0

L coil C cap

0 solve q2q1 R res

C cap q0

L coil C cap

Page 28: PH36010  Numerical Methods

Forcing functionForcing function

• Drive with sinusoidal waveformDrive with sinusoidal waveform

• Substitute to give…Substitute to give…

q2q1 R res

C cap q0 A 0 sin t( ) L coil

C cap

L coil C cap

A 0 1 300 f t( ) A 0 sin t( )

Page 29: PH36010  Numerical Methods

Derivative Vector for Derivative Vector for Forced SHMForced SHM

• No initial charge or currentNo initial charge or current

D t q( )

q1

q1 R res C cap

q0 A 0 sin t( ) L coil C cap

L coil C cap

ic0

0

Page 30: PH36010  Numerical Methods

Form solutionForm solution

• Use rkfixed as before…Use rkfixed as before…

TStart 0 TFinish 0.1 N 1000

Soln rkfixed ic TStart TFinish N D( )

Page 31: PH36010  Numerical Methods

Extract values & plotExtract values & plot

Time Soln0

Charge Soln1

Current Soln2

Voltage capCharge

C cap

0 0.02 0.04 0.06 0.08 0.15 10 4

0

5 10 4

Current

Time

Page 32: PH36010  Numerical Methods

Phase PlotPhase Plot

• Plot Current (q1) vs Charge (q0)Plot Current (q1) vs Charge (q0)

0.15 0.1 0.05 0 0.05 0.1 0.156 10 4

4 10 4

2 10 4

0

2 10 4

4 10 4

6 10 4

4.547104

4.928104

Current

0.1180.135 Voltage cap


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