Chapter 2
Advanced Calculus
TU BEd past exam questions
Past questions and answers
10 questions set from this chapter. Most repeated first.
- 2076 · Advanced Calculus (Math.Ed.446) Major · 7 marks
If is bounded and monotonic in and tends to as and is bounded for then prove that is convergent at .
OR
Show that the integral is convergent and hence evaluate it.
Answer
Proof of Dirichlet’s test for improper integrals
Let
[
F(X)=\int_a^X f(t),dt .
]
By hypothesis, (F(X)) is bounded on ([a,\infty)). So there exists (M>0) such that
[
|F(X)|\le M \qquad \text{for all } X\ge a.
]
Since (\phi) is monotonic and (\phi(x)\to 0) as (x\to\infty), we may assume first that (\phi) is decreasing to (0). Then (\phi(x)\ge 0).
If (\phi) is increasing to (0), we apply the same argument to (-\phi), which is decreasing to (0).
For any (B>A\ge a), by Bonnet’s second mean value theorem for integrals, there exists (\xi\in[A,B]) such that
[
\int_A^B f(x)\phi(x),dx
\phi(A)\int_A^\xi f(x),dx .
]
But
[
\int_A^\xi f(x),dx=F(\xi)-F(A).
]
Hence
[
\left|\int_A^B f(x)\phi(x),dx\right|
\phi(A)|F(\xi)-F(A)| \le \phi(A)\bigl(|F(\xi)|+|F(A)|\bigr) \le 2M\phi(A). ]
Since (\phi(A)\to 0) as (A\to\infty), for every (\varepsilon>0) there exists (A_0\ge a) such that
[
A\ge A_0 \implies 2M\phi(A)<\varepsilon.
]
Therefore, for all (B>A\ge A_0),
[
\left|\int_A^B f(x)\phi(x),dx\right|<\varepsilon.
]
By Cauchy’s criterion for improper integrals,
[
\int_a^\infty f(x)\phi(x),dx
]
is convergent at (\infty). (\square)
OR
Show that (\displaystyle \int_0^1 \log\sin x,dx) is convergent and evaluate it.
Near (x=0),
[
\log\sin x \sim \log x,
]
and
[
\int_0^1 \log x,dx=[x\log x-x]_0^1=-1,
]
so the integral converges at (0). At (x=1), (\log\sin x) is finite. Hence the integral is convergent.
For evaluation, use the standard Fourier expansion
[
\log\sin x=-\log 2-\sum_{n=1}^\infty \frac{\cos 2nx}{n},\qquad 0<x<\pi.
]
Integrating from (0) to (\pi/2),
[
\int_0^{\pi/2}\log\sin x,dx
-\frac{\pi}{2}\log 2
-\sum_{n=1}^\infty \frac1n\int_0^{\pi/2}\cos 2nx,dx.
]
But
[
\int_0^{\pi/2}\cos 2nx,dx
\left[\frac{\sin 2nx}{2n}\right]_0^{\pi/2}
\frac{\sin n\pi}{2n}=0.
]
Therefore
[
\boxed{\int_0^{\pi/2}\log\sin x,dx=-\frac{\pi}{2}\log 2 }.
]
If the upper limit is literally (1) instead of (\pi/2), the value is
[
\int_0^1 \log\sin x,dx
-\log 2-\frac12\sum_{n=1}^\infty \frac{\sin 2n}{n^2}
-\log 2-\frac12\operatorname{Cl}_2(2), ] where (\operatorname{Cl}_2) is the Clausen function. The usual exam question uses the upper limit (\pi/2).
Answer checked by Claude Haiku · Oct 21, 2026
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- 2076 · Advanced Calculus (Math.Ed.446) Major · 7 marks
If a power series converges for , then , converges uniformly on , no matter which is chosen and that the function is continuous and differentiable on and .
Answer
Theorem (Term-by-term differentiation of a power series)
Statement. Let the power series converge for (radius of convergence ), and define
Then:
- The series converges uniformly on every closed interval , for any chosen.
- The function is continuous on .
- The function is differentiable on , and its derivative is obtained by term-by-term differentiation:
Proof
Step 1: A useful bound on the coefficients
Since converges at some point with , the terms are bounded. So there exists such that
Hence
Step 2: Uniform convergence on
Fix and choose with , say (taking ; if the interval is empty or trivial). For ,
Choose with (possible since ). Then , so
Since is a convergent geometric series of constants (independent of ), the Weierstrass M-test gives that converges uniformly on .
Step 3: Continuity of
Each partial sum is a polynomial, hence continuous on . By Step 2 the series converges uniformly on every closed subinterval of . A uniformly convergent sequence of continuous functions has a continuous limit. Therefore is continuous on .
Step 4: Differentiability and term-by-term differentiation
Consider the differentiated series
We first show it has the same radius of convergence . Using Step 1,
For the series converges (ratio test: ). Hence converges absolutely for , and since can be taken arbitrarily close to , its radius of convergence is at least . It cannot exceed (integration would give back ), so it is exactly .
By the same M-test argument as in Step 2, the differentiated series converges uniformly on .
Now apply the theorem on term-by-term differentiation of uniformly convergent series of differentiable functions: if pointwise on and uniformly on each closed subinterval, then is differentiable and . Since , we obtain
This proves all three assertions.
Remarks
- The result holds at every interior point of the interval of convergence, so is differentiable (hence continuous) on the whole open interval .
- The theorem can be applied repeatedly: possesses derivatives of all orders on , and
- Example. For with , term-by-term differentiation gives
which agrees with the derivative of .
Answer checked by Claude Haiku · Oct 21, 2026
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- 2076 · Advanced Calculus (Math.Ed.446) Major · 7 marks
For show that the series
converges to .
OR
Let the series of differentiable functions converges pointwise to on and each is continuous on and the series converges uniformly to on then prove that the given series converges uniformly to on and .
Answer
Let the given series be (\sum_{k=0}^{\infty} a_k), where
[
a_k=\frac{2^k x^{2^k-1}}{1+x^{2^k}},\qquad k=0,1,2,\dots
]
For (|x|<1), define
[
b_k=\frac{2^k x^{2^k-1}}{1-x^{2^k}}.
]
Then
[
\begin{aligned}
b_k-b_{k+1}
&=\frac{2^k x^{2^k-1}}{1-x^{2^k}}
-\frac{2^{k+1}x^{2^{k+1}-1}}{1-x^{2^{k+1}}}\
&=\frac{2^k x^{2^k-1}}{1-x^{2^k}}
-\frac{2^{k+1}x^{2^k-1}x^{2^k}}{(1-x^{2^k})(1+x^{2^k})}\
&=\frac{2^k x^{2^k-1}}{1-x^{2^k}}
\left(1-\frac{2x^{2^k}}{1+x^{2^k}}\right)\
&=\frac{2^k x^{2^k-1}}{1-x^{2^k}}\cdot \frac{1-x^{2^k}}{1+x^{2^k}}\
&=\frac{2^k x^{2^k-1}}{1+x^{2^k}}=a_k.
\end{aligned}
]
Hence the series telescopes:
[
\sum_{k=0}^{n} a_k
=\sum_{k=0}^{n}(b_k-b_{k+1})
=b_0-b_{n+1}.
]
Now
[
b_0=\frac{1}{1-x},
]
and
[
b_{n+1}=\frac{2^{n+1}x^{2^{n+1}-1}}{1-x^{2^{n+1}}}.
]
Therefore
[
\sum_{k=0}^{n} a_k
=\frac{1}{1-x}
-\frac{2^{n+1}x^{2^{n+1}-1}}{1-x^{2^{n+1}}}.
]
It remains to show that the last term tends to (0) as (n\to\infty). For (x=0), this is trivial. For (0<|x|<1), put (m=2^{n+1}) and (a=-\ln|x|>0). Then
[
m|x|^m=m e^{-am}\to 0\qquad (m\to\infty).
]
Thus
[
\frac{2^{n+1}x^{2^{n+1}-1}}{1-x^{2^{n+1}}}
=\frac{m x^m}{x(1-x^m)}\to 0.
]
Hence
[
\sum_{k=0}^{\infty} a_k
=\lim_{n\to\infty}\sum_{k=0}^{n} a_k
=\frac{1}{1-x}.
]
Therefore, for (|x|<1),
[
\frac{1}{1+x}+\frac{2x}{1+x^2}+\frac{4x^3}{1+x^4}+\frac{8x^7}{1+x^8}+\cdots
=\frac{1}{1-x}.
]
So the given series converges to (\boxed{\frac{1}{1-x}}).
Answer checked by Claude Haiku · Oct 21, 2026
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- 2076 · Advanced Calculus (Math.Ed.446) Major · 7 marks
Show that and both continuous at of the function
and also show that is differentiable there at.
Answer
Remark on the function. As printed, cannot satisfy the statement: along the -axis and along the -axis , so does not exist, is not continuous at , and does not exist. The standard problem has for and ; it is solved below.
Partial derivatives at the origin.
Partial derivatives elsewhere. For :
Continuity of and at . Put :
So . Similarly . Hence and are both continuous at .
Differentiability. A function whose partial derivatives exist in a neighbourhood of a point and are continuous at that point is differentiable there. Hence is differentiable at .
Direct check: with and ,
so is differentiable at with .
Answer checked by Claude Sonnet · Oct 21, 2026
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- 2076 · Advanced Calculus (Math.Ed.446) Major · 7 marks
Define Jacobian. If , , then show that .
Answer
Jacobian. If are functions of , the Jacobian of with respect to is the determinant
It is the factor by which volume elements change under the transformation: .
Solving for .
Partial derivatives.
Determinant. Expanding along the first row:
Hence .
Answer checked by Claude Sonnet · Oct 21, 2026
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- 2076 · Advanced Calculus (Math.Ed.446) Major · 7 marks
Show that
Answer
Write .
Left side: integrate with respect to first. For fixed :
Then
Integrating by parts with , (so , ):
So .
Right side: integrate with respect to first. For fixed :
using the same integral as above (with in place of ).
Therefore
and the two iterated integrals are equal. (The function is not continuous at the origin, so a double integral need not be defined by Fubini; here both iterated integrals happen to agree.)
Answer checked by Claude Sonnet · Oct 21, 2026
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- 2076 · Advanced Calculus (Math.Ed.446) Major · 7 marks
Let be a metric space and subset of . Then show that
(i)
(ii) if and only if is both open and closed in .
Answer
Let (F_d(A)) denote the boundary (frontier) of (A) in the metric space ((X,d)). By definition,
[ F_d(A)=\bar A\cap \overline{X\setminus A}. ]
Equivalently, (x\in F_d(A)) iff every open ball (B(x,r)) intersects both (A) and (X\setminus A).
(i) Show that (F_d(A)=\bar A-\operatorname{Int}(A))
We use the standard identity
[ \operatorname{Int}(A)=X\setminus \overline{X\setminus A}. ]
Taking complements,
[ X\setminus \operatorname{Int}(A)=\overline{X\setminus A}. ]
Therefore,
[ F_d(A)=\bar A\cap \overline{X\setminus A} =\bar A\cap \bigl(X\setminus \operatorname{Int}(A)\bigr) =\bar A-\operatorname{Int}(A). ]
Hence,
[ \boxed{F_d(A)=\bar A-\operatorname{Int}(A)}. ]
(ii) Show that (F_d(A)=\varnothing) iff (A) is both open and closed in (X)
Forward part
Suppose
[ F_d(A)=\varnothing. ]
Using part (i),
[ \bar A-\operatorname{Int}(A)=\varnothing. ]
This means
[ \bar A\subseteq \operatorname{Int}(A). ]
But always,
[ \operatorname{Int}(A)\subseteq A\subseteq \bar A. ]
Hence,
[ \operatorname{Int}(A)=A=\bar A. ]
Now,
[ \operatorname{Int}(A)=A ]
means (A) is open, and
[ \bar A=A ]
means (A) is closed. Therefore (A) is both open and closed in (X).
Converse part
Conversely, suppose (A) is both open and closed in (X).
Since (A) is open,
[ \operatorname{Int}(A)=A. ]
Since (A) is closed,
[ \bar A=A. ]
Using part (i),
[ F_d(A)=\bar A-\operatorname{Int}(A) =A-A =\varnothing. ]
Thus,
[ \boxed{F_d(A)=\varnothing}. ]
Therefore,
[ \boxed{F_d(A)=\varnothing \iff A \text{ is both open and closed in } X.} ]
Hence both results are proved.
Answer checked by Claude Haiku · Oct 21, 2026
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- 2076 · Advanced Calculus (Math.Ed.446) Major · 7 marks
Find the relative error at of the function if the errors in is .
OR
Find a real root of the equation by bisection method, correct to three decimal places.
Answer
Part 1: relative error of at .
Taking logarithms, , so
With and :
that is, a relative error of (about ). The absolute error is , since .
OR — Part 2: root of by bisection.
Let . Then and , so a root lies in .
| Step | ||||
|---|---|---|---|---|
| 1 | 2 | 3 | 2.5 | |
| 2 | 2 | 2.5 | 2.25 | |
| 3 | 2 | 2.25 | 2.125 | |
| 4 | 2 | 2.125 | 2.0625 | |
| 5 | 2.0625 | 2.125 | 2.09375 | |
| 6 | 2.09375 | 2.125 | 2.109375 | |
| 7 | 2.09375 | 2.109375 | 2.1015625 | |
| 8 | 2.09375 | 2.1015625 | 2.0976563 | |
| 9 | 2.09375 | 2.0976563 | 2.0957031 | |
| 10 | 2.09375 | 2.0957031 | 2.0947266 |
The root lies in , so to three decimal places
Answer checked by Claude Sonnet · Oct 21, 2026
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- 2076 · Advanced Calculus (Math.Ed.446) Major · 12 marks
If is a sequence of continuous functions on an interval and if uniformly on then show that is continuous on . Also show that the sequence given by is point wise convergent on , but the convergence is not uniform.
Answer
Uniform Limit of Continuous Functions is Continuous
Theorem. If is a sequence of continuous functions on and uniformly on , then is continuous on .
Proof. Let be arbitrary. We show is continuous at .
Let . Since uniformly, there exists such that for all and all ,
Fix such an . Since is continuous at , there exists such that for all with ,
Now for any with , using the triangle inequality,
Hence is continuous at . Since was arbitrary, is continuous on .
Pointwise Convergence of on
For each , is continuous on . We find the pointwise limit.
- If , then as .
- If , then for all , so .
Therefore the pointwise limit is
So converges pointwise to on .
The Convergence is Not Uniform
Suppose, for contradiction, that uniformly on . Since each is continuous on , by the theorem proved above the limit function must be continuous on .
But the limit function found above, is not continuous at : indeed, taking , we get , while . Thus .
This contradiction shows that the convergence cannot be uniform.
Direct verification. For uniform convergence we would need But for each , choosing gives Hence for every , so the supremum does not tend to . Therefore the convergence is not uniform.
Answer checked by Claude Haiku · Oct 21, 2026
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- 2076 · Advanced Calculus (Math.Ed.446) Major · 12 marks
Let be a complete metric space and be a sequence of non-empty closed subsets of such that and as then show that contains exactly one point.
OR
If the double integral exists over a rectangle and if exists, for each fixed in then prove that the integrated integral exists and .
Answer
Solution (first alternative):
Let
[
d(F_n)=\operatorname{diam}(F_n)=\sup{d(x,y):x,y\in F_n}.
]
Given that (d(F_n)\to 0) as (n\to\infty).
For each (n), choose a point (x_n\in F_n), which is possible because each (F_n) is non-empty.
1. The sequence ((x_n)) is Cauchy
Let (\varepsilon>0). Since (d(F_n)\to 0), there exists (N\in\mathbb N) such that [ d(F_n)<\varepsilon \qquad \text{for all } n\ge N. ] Now take (m,n\ge N). Since the sets are nested, [ F_m\subseteq F_N,\qquad F_n\subseteq F_N. ] Hence (x_m,x_n\in F_N). Therefore, [ d(x_m,x_n)\le d(F_N)<\varepsilon. ] Thus ((x_n)) is a Cauchy sequence in (X).
2. The intersection is non-empty
Since ((X,d)) is complete, the Cauchy sequence ((x_n)) converges to some point (x\in X), say [ x_n\to x. ]
Fix any (k\in\mathbb N). For all (n\ge k), we have [ x_n\in F_n\subseteq F_k. ] So the tail of the sequence ((x_n)) lies in (F_k). Since (F_k) is closed, its limit (x) must also lie in (F_k). Thus [ x\in F_k \qquad \text{for every } k\in\mathbb N. ] Therefore, [ x\in \bigcap_{n=1}^{\infty}F_n. ] So the intersection is non-empty.
3. The intersection contains exactly one point
Suppose (x,y\in \bigcap_{n=1}^{\infty}F_n). Then for every (n), [ x,y\in F_n. ] Hence [ d(x,y)\le d(F_n) \qquad \text{for all } n. ] But (d(F_n)\to 0). Therefore, [ d(x,y)=0. ] By the metric axioms, (d(x,y)=0) implies (x=y).
Thus the intersection cannot contain two distinct points. Hence [ \bigcap_{n=1}^{\infty}F_n ] contains exactly one point. (\square)
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