Euler method for Second order differential equations: notes and practice questions
- Euler's Method: Numerical approximation for differential equations using step-by-step calculations.
- Step Size (): Constant increment for the independent variable ().
- Second Order Differential Equations: Must be transformed into a system of two coupled first order differential equations.
- Substitution Rule:
- Let
- Then
- Euler's Method for Coupled Systems (for and ):
- Procedure:
1. Substitute and into the second order DE.
2. Form the coupled system: and .
3. Identify initial conditions (), where is the initial value of .
4. Set up recursion equations using Euler's formulas with .
5. Iterate using a GDC's recursion feature.
- HL Only: Solving differential equations (first order, coupled, second order) and applying Euler's Method are HL topics.
- Improving Accuracy: Decrease the step size ().
- Contextual Interpretation: If is displacement, then represents velocity.
- GDC Settings: Use radians mode for equations involving trigonometric functions.
How it is examined
The whole subtopic hinges on the rewrite: once the second order equation is expressed as a coupled first order system, it is worked exactly like AHL 5.16 (Euler's method) or AHL 5.17 (eigenvalues and phase portrait), so the method mark for "correctly writes the coupled system" tends to come before any marks for the numerical or exact solution itself. This is the last subtopic in the course, and it is deliberately a synthesis of three subtopics rather than new content of its own.
- Solve by Euler's method, writing it as the coupled first order system , .
- Solve by finding exact solutions, using the phase portrait method of AHL 5.17.
In examinations the second order equation will be given, so a student is not expected to set one up from a physical context, only to solve it once stated.
Linking questions
- TOK: how have notable individuals such as Euler shaped the development of mathematics as an area of knowledge?
- Use of technology: spreadsheets to generate values.
Practice questions
4 questions · 3 medium · 1 hardQuestion 1
MediumPaper 1 · calculator6 marksIf a vehicle is moving along a straight road, where its position in at time in seconds for is given by the following differential equation:
At take cm and . Use Euler's method with a step size of 0.1 and estimate at .
Remember to use the given differential equations to prepare the correct formulas to solve using Euler's methods.
Question 2
HardPaper 2 · calculator16 marksA chemical engineer is studying the concentration of an intermediate product, , in a reaction vessel. The change in concentration over time (in minutes) is modelled by the second order differential equation:
where . It is known that when , the initial concentration is and the rate of change of concentration is .
Show that the system of coupled first order equations:
can be written as the given second order differential equation.
Find the eigenvalues of the system of coupled first order equations given in part (a).
Hence find the exact solution of the second order differential equation, given the initial conditions and .
Sketch the graph of against for , labelling the maximum point of the graph with its coordinates.
If the concentration of the intermediate product exceeds arbitrary units, the reaction needs to be monitored closely. Use the model to calculate the total amount of time (in minutes) during which the reaction needs to be monitored closely.
The chemical engineer decides to monitor the reaction for 15% longer than the time found from the model in part (e).
Write down one reason, with reference to the context, to support this decision.
Differentiate the first equation with respect to and then substitute the expression for into the resulting equation. Remember that is defined as .
Form the coefficient matrix for the system of first-order differential equations. Then, find the eigenvalues by solving the characteristic equation, .
For distinct real eigenvalues and , the general solution for is of the form . Use the initial conditions to find the values of and .
To find the maximum point, set the first derivative to zero and solve for . Then substitute this value of back into the equation for to find the maximum concentration.
You need to find the values of for which . Since this equation is transcendental, you will likely need to use a GDC to find the intersection points. Then, calculate the difference between these two time values.
Consider potential uncertainties or risks in a real-world chemical process that might not be fully captured by a simplified mathematical model.
Question 3
MediumPaper 1 · calculator6 marksIf a boat is moving in a straight line, where its position in at time in seconds for is given by the following differential equation:
At take m and . Use Euler's method with a step size of 0.05 and estimate at .
Remember to use the given differential equations to prepare the correct formulas to solve using Euler's methods.
Question 4
MediumPaper 2 · calculator20 marksIf a particle moves in a magnetic field and its motion is described by its displacement (in meters) from equilibrium position. If the magnetic force affects the motion of the particle and leads to the following second order differential equation:
Where is time in seconds.
Take and find an expression for in terms of and .
Find such that , where is a matrix.
Find the eigenvalues and eigen vectors of matrix .
Determine whether the equilibrium point (0,0) is stable or unstable.
Find at the point (1,2) and (3,2).
If the equation is amended to the following:
At take cm and . Use Euler's method with a step length of 0.25 to find the value of at .
Find through differentiating .
Rewrite the system of equations in the form of a matrix equation.
Calculate the characteristic polynomial and find the roots resulting from the quadratic equation then for each eigen value solve to get the eigen vectors.
Check the sign of the calculated eigen values.
Dividing by would give .
Transform the differential equation into a coupled system and use Euler's method.
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