1What is an initial value problem for an ordinary differential equation?
Numerical methods for initial value problem
Easy
A.A difference equation without a starting value
B.An algebraic equation with a boundary condition
C.A matrix equation with an eigenvalue
D.A differential equation with a starting condition
Correct Answer: A differential equation with a starting condition
Explanation:
An initial value problem includes a differential equation together with the value of the dependent variable at a specified initial point.
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2For the problem , which value is usually known at the initial point?
Numerical methods for initial value problem
Easy
A.
B.
C.
D.
Correct Answer:
Explanation:
The initial condition gives the dependent variable value at the point .
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3What is the main purpose of a numerical method for an ordinary differential equation?
Numerical methods for initial value problem
Easy
A.To remove the independent variable
B.To change the order of the equation
C.To approximate the solution values
D.To calculate only the initial condition
Correct Answer: To approximate the solution values
Explanation:
Numerical methods produce approximate values of the solution at selected points.
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4Which formula represents Euler's method for ?
Euler and Modified Euler method
Easy
A.
B.
C.
D.
Correct Answer:
Explanation:
Euler's method advances the solution using the slope at the current point multiplied by the step size .
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5In Euler's method, what does usually represent?
Euler and Modified Euler method
Easy
A.The final value
B.The step size
C.The equation order
D.The initial slope
Correct Answer: The step size
Explanation:
The quantity is the distance between two consecutive values of the independent variable.
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6Euler's method uses which slope to estimate the next value?
Euler and Modified Euler method
Easy
A.The slope at the final point
B.The slope at the initial point only
C.The average of all past slopes
D.The slope at the current point
Correct Answer: The slope at the current point
Explanation:
Euler's method uses , the slope evaluated at the current point.
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7What is the main improvement in the Modified Euler method?
Euler and Modified Euler method
Easy
A.It avoids function evaluation
B.It uses no step size
C.It replaces the differential equation
D.It uses an average slope
Correct Answer: It uses an average slope
Explanation:
The Modified Euler method generally uses the average of the slope at the beginning and the predicted slope at the end.
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8The Modified Euler method is also commonly called which method?
Euler and Modified Euler method
Easy
A.The Jacobi method
B.The Heun method
C.The Newton method
D.The Gauss method
Correct Answer: The Heun method
Explanation:
The predictor-corrector form of the Modified Euler method is commonly known as Heun's method.
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9What is the main feature of Runge-Kutta methods?
Runge-Kutta methods
Easy
A.They use only the initial value
B.They use several slope evaluations
C.They require no function values
D.They solve only linear equations
Correct Answer: They use several slope evaluations
Explanation:
Runge-Kutta methods calculate multiple slopes within each step and combine them to improve the approximation.
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10How many slope evaluations are used in the classical fourth-order Runge-Kutta method?
Runge-Kutta methods
Easy
A.Five evaluations
B.Two evaluations
C.Four evaluations
D.Three evaluations
Correct Answer: Four evaluations
Explanation:
The classical fourth-order Runge-Kutta method, or RK4, uses four slope evaluations per step.
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11Which symbol commonly denotes the first slope in the RK4 method?
Runge-Kutta methods
Easy
A.
B.
C.
D.
Correct Answer:
Explanation:
The four RK4 slopes are commonly denoted by , , , and .
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12Compared with the basic Euler method, RK4 generally provides which type of result?
Runge-Kutta methods
Easy
A.A solution without computation
B.A more accurate approximation
C.An exact symbolic solution
D.A less accurate approximation
Correct Answer: A more accurate approximation
Explanation:
RK4 uses more slope information, so it is generally more accurate than the basic Euler method for the same step size.
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13What is a defining feature of a multi-step method?
Multi-step methods
Easy
A.It uses values from previous steps
B.It uses only the final value
C.It uses no derivative values
D.It uses only the current value
Correct Answer: It uses values from previous steps
Explanation:
Multi-step methods use information from two or more earlier points to calculate a new solution value.
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14Which method is an example of a multi-step method?
Multi-step methods
Easy
A.Adams-Bashforth method
B.Bisection method
C.Newton-Raphson method
D.Euler method
Correct Answer: Adams-Bashforth method
Explanation:
Adams-Bashforth methods use function values from several previous points and are multi-step methods.
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15What is usually required to start a multi-step method?
Multi-step methods
Easy
A.A zero step size
B.Only the final boundary value
C.An algebraic factorization
D.Starting values from a one-step method
Correct Answer: Starting values from a one-step method
Explanation:
A multi-step method needs several initial solution values, which are often generated using Euler or Runge-Kutta methods.
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16A predictor formula in a predictor-corrector method is used to obtain what?
Multi-step methods
Easy
A.The differential equation order
B.An estimated next value
C.The exact initial value
D.The step size automatically
Correct Answer: An estimated next value
Explanation:
The predictor provides an initial estimate of the solution at the next point.
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17The Milne method is generally classified as which type of numerical method?
Milne method
Easy
A.A root-finding method
B.A predictor-corrector method
C.A single-point interpolation method
D.A direct matrix method
Correct Answer: A predictor-corrector method
Explanation:
The Milne method uses a predictor formula followed by a corrector formula to improve the predicted value.
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18How many previous points are commonly used in the Milne predictor formula?
Milne method
Easy
A.Four previous points
B.One previous point
C.Six previous points
D.Two previous points
Correct Answer: Four previous points
Explanation:
The standard Milne predictor uses information from four previous solution points.
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19What is the purpose of the corrector step in the Milne method?
Milne method
Easy
A.To improve the predicted value
B.To change the independent variable
C.To remove the initial condition
D.To increase the step size
Correct Answer: To improve the predicted value
Explanation:
The corrector uses additional slope information to refine the value obtained from the predictor.
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20Which expression represents Lagrange's equation for a mechanical system?
Lagrange's equation
Easy
A.
B.
C.
D.
Correct Answer:
Explanation:
Lagrange's equation relates the Lagrangian to the generalized coordinate and its velocity .
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21For the initial value problem , , which condition is primarily required to ensure a unique solution near ?
Numerical methods for initial value problem
Medium
A. is continuous only in
B. must be a polynomial of degree two
C. and are continuous near
D. must be independent of
Correct Answer: and are continuous near
Explanation:
The standard existence and uniqueness condition requires and its partial derivative with respect to to be continuous in a neighborhood of the initial point.
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22For a numerical solution of an initial value problem using step size , what is the main effect of reducing ?
Numerical methods for initial value problem
Medium
A.It changes the differential equation being solved
B.It decreases accuracy because fewer points are used
C.It usually improves accuracy but increases computation
D.It always removes round-off errors completely
Correct Answer: It usually improves accuracy but increases computation
Explanation:
A smaller step size generally reduces discretization error, but more steps are required over the same interval.
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23Using Euler's method with for , , the approximate value of is:
Euler and Modified Euler method
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
Euler's formula gives .
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24For , , and , what is the predictor value obtained by Euler's method for ?
Euler and Modified Euler method
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
Since , the Euler predictor is . Wait, this corresponds to , so the correct option is .
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25For , , and , the modified Euler method using the trapezoidal correction gives approximately
Euler and Modified Euler method
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
The predictor is . Using the corrector, . Repeated correction gives approximately .
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26Compared with the basic Euler method, the modified Euler method is generally more accurate because it:
Euler and Modified Euler method
Medium
A.Solves the equation symbolically
B.Eliminates the step-size requirement
C.Uses an average of slopes over the interval
D.Uses only the initial slope
Correct Answer: Uses an average of slopes over the interval
Explanation:
Modified Euler methods estimate the slope at more than one point and use an averaged slope, giving second-order accuracy in common formulations.
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27For the classical fourth-order Runge-Kutta method, how many slope evaluations are made during one step?
Runge-Kutta methods
Medium
A.Three evaluations
B.Four evaluations
C.Two evaluations
D.One evaluation
Correct Answer: Four evaluations
Explanation:
The classical RK4 method computes four slopes, usually denoted , , , and .
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28In the classical RK4 method, the weighted average of slopes used to update is:
Runge-Kutta methods
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
The RK4 update is .
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29For , , and , the RK4 approximation to is closest to:
Runge-Kutta methods
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
The exact value is , and RK4 gives an approximation accurate to several decimal places for this small step.
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30The classical fourth-order Runge-Kutta method has a local truncation error of order:
Runge-Kutta methods
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
RK4 has global error and local truncation error .
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31A major feature of a linear multi-step method is that it:
Multi-step methods
Medium
A.Uses only the current point
B.Requires no starting values
C.Always has fourth-order accuracy
D.Uses several previously computed solution values
Correct Answer: Uses several previously computed solution values
Explanation:
Multi-step methods use values from multiple previous mesh points, so they require starting values generated by another method.
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32Which formula represents the two-step Adams-Bashforth explicit method?
Multi-step methods
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
The two-step Adams-Bashforth formula uses the current and immediately preceding derivative values with coefficients and .
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33Why are starting values needed when applying a three-step method?
Multi-step methods
Medium
A.The differential equation has three unknown variables
B.The step size must be selected three times
C.The method cannot evaluate the derivative
D.The method requires values at three previous points
Correct Answer: The method requires values at three previous points
Explanation:
A three-step method calculates a new value using solution information from three earlier mesh points, so those values must be available initially.
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34In predictor-corrector multi-step methods, the predictor is mainly used to:
Multi-step methods
Medium
A.Determine the exact solution
B.Replace the initial condition
C.Reduce the number of known values
D.Estimate the next value explicitly
Correct Answer: Estimate the next value explicitly
Explanation:
The predictor provides an explicit estimate of , which can then be substituted into an implicit corrector formula.
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35The Milne predictor formula for equally spaced points is:
Milne method
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
The Milne-Simpson predictor uses four solution points and approximates the integral with the stated combination of derivative values.
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36The Milne corrector formula is commonly written as:
Milne method
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
The Milne corrector uses the predicted derivative along with and to refine the result.
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37Before applying the Milne method, the required initial values are usually generated using:
Milne method
Medium
A.The Milne corrector alone
B.Only the final boundary condition
C.A one-step method such as RK4
D.A random selection of mesh values
Correct Answer: A one-step method such as RK4
Explanation:
Milne's method requires several starting values, which are commonly computed with a reliable one-step method such as RK4.
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38For a mechanical system with generalized coordinate , Lagrange's equation is:
Lagrange's equation
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
Lagrange's equation relates the Lagrangian to the generalized coordinate, velocity, and generalized force .
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39For a simple pendulum with angle , mass , length , and gravity , the equation obtained from Lagrange's equation is:
Lagrange's equation
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
The pendulum kinetic energy is and its potential energy is , yielding the stated equation.
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40For a conservative mechanical system, the Lagrangian is defined as:
Lagrange's equation
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
The Lagrangian is the difference between kinetic energy and potential energy .
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41For the initial-value problem , which condition is sufficient to guarantee local existence and uniqueness of the solution near ?
Numerical methods for initial value problem
Hard
A. is continuous and locally Lipschitz in
B. is bounded in a neighborhood
C. has a continuous second derivative in
D. is continuous in only
Correct Answer: is continuous and locally Lipschitz in
Explanation:
Continuity of gives local existence, while local Lipschitz continuity with respect to ensures uniqueness.
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42A one-step method has local truncation error . Assuming the method is stable for the given IVP, what is its expected global discretization error?
Numerical methods for initial value problem
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
For a stable one-step method, a local truncation error of generally produces a global error of .
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43For the test equation , a numerical method has amplification factor , where . Which condition characterizes absolute stability at a particular step size?
Numerical methods for initial value problem
Hard
A. for every real
B. for every complex
C. independently of
D. for the selected
Correct Answer: for the selected
Explanation:
Absolute stability requires numerical modes not to grow, so the amplification factor must satisfy for the relevant eigenvalue and step size.
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44Applying explicit Euler to gives . For which interval of positive step sizes is the method absolutely stable?
Euler and Modified Euler method
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
Stability requires , which gives and therefore .
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45Using Heun's modified Euler method with predictor and corrector , compute one step for , , and .
Euler and Modified Euler method
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
Here , so . Then , giving .
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46For the linear test equation , the explicit midpoint modified Euler method has amplification factor . Along the negative real axis, which condition describes its absolute-stability interval?
Euler and Modified Euler method
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
For real , stability requires . The resulting interval is .
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47For the classical fourth-order Runge-Kutta method applied to , which stability polynomial is obtained?
Runge-Kutta methods
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
Classical RK4 reproduces the Taylor expansion of through the fourth-degree term, yielding the stated stability polynomial.
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48Apply classical RK4 with to , . Which approximation is obtained for ?
Runge-Kutta methods
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The four RK4 slopes are , , , and . Hence .
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49Which property distinguishes an embedded Runge-Kutta pair from a single Runge-Kutta formula?
Runge-Kutta methods
Hard
A.It uses two independent meshes
B.It computes two orders from shared stages
C.It removes all truncation error
D.It requires a multistep history
Correct Answer: It computes two orders from shared stages
Explanation:
Embedded pairs use the same stage evaluations to produce two approximations of different orders, whose difference estimates the local error.
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50A Runge-Kutta method is claimed to have order . Which condition must necessarily hold for its stability polynomial near ?
Runge-Kutta methods
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
Order four requires the numerical solution to match the exact exponential expansion through the term.
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51The two-step Adams-Bashforth method is . What is its order of accuracy?
Multi-step methods
Hard
A.Third order
B.Fourth order
C.Second order
D.First order
Correct Answer: Second order
Explanation:
The Adams-Bashforth two-step formula integrates the linear interpolation of over one step and has local error , giving global order .
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52For a linear multistep method with first characteristic polynomial , what is the root condition for zero-stability?
Multi-step methods
Hard
A.All roots satisfy , with unit roots simple
B.All roots satisfy
C.At least one root satisfies
D.All roots satisfy , with unit roots repeated
Correct Answer: All roots satisfy , with unit roots simple
Explanation:
Zero-stability requires no root outside the unit disk and forbids repeated roots on the unit circle.
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53Which statement correctly describes the practical startup of a -step explicit multistep method for an IVP?
Multi-step methods
Hard
A.The method automatically generates all history values
B.The first values require a one-step method
C.Only is required
D.The initial derivative must equal the final derivative
Correct Answer: The first values require a one-step method
Explanation:
A -step formula needs previous solution values, so the missing starting values are usually generated by a Runge-Kutta or another one-step method.
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54For the Adams-Moulton corrector , what is its principal advantage over the two-step Adams-Bashforth formula?
Multi-step methods
Hard
A.It requires no previous solution values
B.It is exact for every polynomial right-hand side
C.It has higher order with implicit stability
D.It is explicit and uses fewer evaluations
Correct Answer: It has higher order with implicit stability
Explanation:
The Adams-Moulton formula is implicit, but it has fourth-order accuracy and generally better stability properties than the corresponding explicit Adams-Bashforth method.
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55The Milne predictor formula is . Given , , , , and , compute the predicted value.
Milne method
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The weighted derivative sum is . Thus .
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56The Milne corrector is . If , , , , and , what is the corrected value?
Milne method
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The correction gives .
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57Why can the Milne predictor-corrector method require a stability check even when its local truncation error is small?
Milne method
Hard
A.The corrector has no derivative terms
B.Accuracy always implies instability
C.Its predictor may possess parasitic modes
D.Its interpolation polynomial is constant
Correct Answer: Its predictor may possess parasitic modes
Explanation:
Multistep formulas can generate nonphysical computational modes. Small local truncation error does not guarantee that these modes remain bounded.
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58For generalized coordinates , kinetic energy , potential energy , and generalized nonconservative force , which equation is Lagrange's equation?
Lagrange's equation
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
With the Lagrangian , the generalized equation is .
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59For a single-link pendulum with inertia , mass , center-of-mass distance , gravity , and applied torque , which equation follows from Lagrange's formulation?
Lagrange's equation
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
Using and gives .
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60For a robot manipulator modeled by , which structural form is obtained after applying Lagrange's equations?
Lagrange's equation
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The standard robot dynamics separate inertia, Coriolis and centrifugal, and gravity terms as .
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