Recursive Sequences & Series - IB Mathematics Analysis and Approaches
- Consider the sequence given by and for . Which statement best describes the behavior of this sequence? Answer: It diverges to infinity. Since is positive, and the recurrence relation adds a positive term at each step, all terms will be positive. This means , so the sequence is strictly increasing. If the sequence converged to a finite limit , we would have , which implies . This equation has no solution. Since the sequence is increasing and does not converge to a finite limit, it must diverge to infinity.
- Consider the sequence defined by the recurrence relation with . Determine the behavior of the sequence as . Answer: It converges to 2. To find the possible limits, we solve for the fixed points of the function by setting . This gives , which simplifies to , or . The possible limits are and . To determine which limit the sequence converges to, we check the stability of these fixed points. The derivative is . At , , so this is a stable (attracting) fixed point. At , , so this is an unstable (repelling) fixed point. Since the starting value is closer to 2 than 3, and 2 is a stable fixed point, the sequence converges to 2.
- A sequence is defined by with . Find the limit of the sequence, if it exists. Answer: When you encounter a recursive sequence where each term depends on the previous one, you need to find what value the sequence approaches as n gets very large. This involves finding the fixed point of the recurrence relation. To find the limit L of this sequence, assume the sequence converges. If as , then as well. Substituting into the recurrence relation: Squaring both sides gives us , which rearranges to . Using the quadratic formula: This gives two potential limits: and . Since we need , we must have . Only the positive solution satisfies this condition. Choice A gives the correct positive solution. Choice B represents the negative solution from our quadratic equation, but this is impossible since the sequence terms are all non-negative (being defined by square roots). Choice C (the value 2) would give , so it's not a fixed point. Choice D is incorrect because we can verify convergence by checking that the sequence is bounded and monotonic. Study tip: For recursive sequences, always check that your proposed limit actually satisfies the recurrence relation and respects any domain constraints (like non-negativity for square roots).
- The population of a species in a protected area after years is modelled by the recurrence relation . If the initial population is 200, what is the long-term stable population? Answer: 1000 The long-term stable population is a stable fixed point of the recurrence relation. Let the limit be . Then . This simplifies to . The solutions (equilibrium populations) are and , which gives . To check stability, let . Then . At , (unstable). At , (stable). Therefore, the population will converge to the stable equilibrium of 1000.
- A sequence is defined by and . The sequence converges to a limit . Find the value of the derivative of the function at . Answer: 1 First, we find the limit by solving the fixed-point equation . This gives , which simplifies to , or . This factors as , so the only fixed point and thus the limit is . Next, we find the derivative of . Using the chain rule, . Finally, we evaluate the derivative at the limit : .
- A sequence is defined by the recurrence relation for , with . Find the limit of this sequence as . Answer: 3 Let the limit of the sequence be . As , and . The recurrence relation becomes . Multiplying by gives , which simplifies to . The possible limits are and . Since the first term is positive, and the recurrence relation involves averaging positive numbers, all subsequent terms will be positive. Therefore, the limit must be positive. The limit is .
- For a sequence defined by with , find its limit as . Answer: 2 Let the limit be . Then . This leads to , which simplifies to , or . Factoring gives , so the possible limits are and . To check stability, let . The derivative is . At , (unstable). At , (stable). The sequence will converge to the stable fixed point, which is 2.
- Let a sequence be defined by . The fixed points of the associated function are . Which of these fixed points is/are stable (attracting)? Answer: None of them are stable To determine the stability of the fixed points, we examine the derivative of , which is . A fixed point is stable if . We check this condition for each fixed point: At , . Since , this fixed point is unstable. At , . Since , this fixed point is unstable. At , . Since , this fixed point is also unstable. Therefore, none of the fixed points are stable.
- Let a sequence be defined by with . Which statement best describes the long-term behavior of the sequence? Answer: It diverges to infinity. Let . The fixed points are solutions to . One solution is clearly . To analyze stability, we find the derivative . At the fixed point , . Since , the stability test is inconclusive. However, for any , , which means . So, if , then . Since , the sequence is strictly increasing. An increasing sequence either converges to a limit or diverges to infinity. Since it is moving away from the only fixed point , it cannot converge. Therefore, the sequence must diverge to infinity.
- A sequence is defined by , where is a positive constant and the initial value is in the interval . Given that the sequence converges to a limit , find the range of values for . Answer: The limit must be a fixed point of . We solve . One solution is . Since we are given , we can divide by to get , which gives . For , we must have , which means . For the sequence to converge to this limit, the fixed point must be stable. The derivative is . The condition for stability is . Substituting , we get . The stability condition is , which means . This simplifies to , or . This range also satisfies the earlier condition .
- The recurrence relation with is an application of Newton's method to find a root of a function . What is the exact value of the limit of this sequence? Answer: The limit of the sequence must satisfy . This simplifies to , which gives , so . Since is positive, all subsequent terms will be positive, so the limit must be . This recurrence relation is generated by applying Newton's method, , to find the roots of the function . Therefore, the limit is a root of .
- A sequence is defined by . This sequence is known to converge to its non-zero fixed point, . What is the largest open interval of starting values for which this convergence occurs? Answer: When analyzing recursive sequences with fixed points, you need to determine the basin of attraction - the set of initial values that lead to convergence at the fixed point. For the sequence , let's find all fixed points by solving . This gives us , which simplifies to , so . The fixed points are and . To find the basin of attraction for , we need to determine where the sequence behavior changes. The critical points occur when the derivative , giving us . At this point, . For this type of logistic map, convergence to the non-zero fixed point occurs when . Values outside this interval either diverge or behave chaotically. Choice A) correctly identifies this interval. Choice B) is wrong because negative values and values greater than 1 don't converge to . Choice C) is too restrictive - initial values between and 1 also converge. Choice D) misses the convergent values below . Study tip: For logistic maps , the basin of attraction for the non-zero fixed point typically spans the interval when the parameter allows convergence.
- A sequence is defined by the recurrence relation . The sequence is known to converge to a limit , where . Which of the following conditions on the derivative of at is sufficient to ensure convergence for a starting value sufficiently close to ? Answer: For a sequence defined by to converge to a fixed point , the fixed point must be stable or 'attracting'. The general condition for a stable fixed point is that the absolute value of the derivative of the function at the fixed point is less than 1, i.e., . If , the point is unstable (repelling). If , the test is inconclusive. While is a condition for very rapid (quadratic) convergence and implies stability, is the general sufficient condition.
- A sequence is defined by , where and . The sequence converges to a limit of 5. Find the value of . Answer: 20 If the sequence converges to a limit , then this limit must be a fixed point of the function . Therefore, . Substituting , we get . Squaring both sides gives , which yields . Distractor '24' comes from the error . Distractor '4' comes from the error .
- The behavior of a sequence can be analyzed using a cobweb diagram, which involves the graphs of and . If the sequence converges to a limit , what does this correspond to on the diagram? Answer: The x-coordinate of a point of intersection of and . A limit of a sequence defined by must be a fixed point of the function . This means must satisfy the equation . Graphically, the solutions to this equation are the x-coordinates of the points where the graph of intersects the graph of . A cobweb diagram visually shows the sequence of values converging towards such an intersection point if the fixed point is stable.
- The sequence has a fixed point at . This fixed point is unstable. If a sequence starts with a value very close to 0, but not equal to 0, how will the sequence behave? Answer: The terms will move away from 0. An unstable fixed point, also known as a repelling fixed point, is one where nearby values are pushed away by the iteration. For , each term is twice the previous term. So if , the sequence is , whose terms are moving away from 0. This is confirmed by the stability condition: , so . At , , confirming the point is unstable.
- A sequence is defined by and for . Find the value of . Answer: When you encounter a recursively defined sequence, your first step is to calculate several terms using the given recurrence relation to identify any patterns before attempting to find the sum. Given and , let's find the first four terms: Notice the pattern: . Now we can find the sum: This confirms answer A is correct. Answer B () would result from incorrectly calculating just . Answer C () might come from computational errors in the fraction arithmetic. Answer D (4) suggests someone mistakenly thought the sum equals the number of terms. Strategy tip: With recursive sequences, always compute the first few terms explicitly to spot patterns. Many IB questions reward recognizing that complex recursive definitions often simplify to familiar sequences like or geometric progressions.
- The iteration is used to find a solution to , where is a positive constant. For which values of will this iteration converge to if started sufficiently close to the root? Answer: The iteration is given by the function . A fixed point satisfies , which simplifies to , so . For the iteration to converge to , this fixed point must be stable. We check the derivative: . The stability condition is . This means , which is equivalent to . Subtracting 1 gives . Dividing by -2 and reversing the inequalities gives . Squaring gives .
- Consider the sequence defined by and . Which statement accurately describes the sequence? Answer: It is periodic with period 2. Let's compute the first few terms of the sequence: , , , . The sequence of terms is 1, 2, 1, 2, ... . The sequence oscillates between 1 and 2, so it is periodic with period 2. It does not converge. The value 1.5 is the fixed point of the function , since , but the sequence does not approach this value.