MAT237 - LEC5201 - 2019–2020 2020 Winter Term Notes
Jean-Baptiste Campesato April 1, 2020
Contents
The Implicit Function Theorem and the Inverse Function Theorem 3
The Implicit Function Theorem . . . 3
The Inverse Function Theorem . . . 6
Singular points of a subset of Rn . . . 8
Curves inR2 . . . 8
The general case . . . 12
Exercises . . . 16
Why is it interesting for a set to be locally a graph? A word on (sub)manifolds (extra, not part of MAT237) 19 Transformations . . . 21
Uniform continuity 24 Definition . . . 24
The Heine–Cantor theorem . . . 26
Exercises . . . 27
Supremum and Infimum 30 Integration 32 Partitions, Lower/Upper Darboux sums, Upper/Lower integrals, Integrals . . . 32
Theε-criterion for integrability . . . 37
Basic properties of the integral . . . 39
A continuous function on a rectangle is integrable. . . 42
The Fundamental Theorem of Calculus and its consequences (recollection from MAT137) . . . 43
Zero content sets . . . 45
Discontinuity set has zero content implies integrability . . . 47
Integration over a bounded set which is not a rectangle . . . 49
Iterated integrals . . . 53
Change of variables formula . . . 57
Heuristic idea . . . 57
The one-variable case. . . 59
The multivariable case . . . 61
Heuristic idea (extracurricular, not part of MAT237) . . . 62
Example: polar coordinates . . . 64
Example: cylindrical coordinates . . . 66
Example: spherical coordinates . . . 68
Functions of the form F(x) =∫ f(x, y)dy . . . 70
Theory. . . 70
Summary . . . 74
Examples . . . 75
Improper integrals . . . 76
The theory . . . 76
Examples . . . 85
1
Vector calculus 92
Line integrals . . . 92
Simple regular parametrizedC1 curves . . . 92
Line integral for real valued functions . . . 94
Arclength . . . 95
Line integral for vector fields and orientation of curves . . . 97
The Gradient Theorem/The FTC for line integrals . . . 100
Green’s theorem . . . 102
Regular region ofR2 with positively oriented piecewise smooth boundary . . . 102
Green’s theorem: statement and proof . . . 104
Examples . . . 107
Surface integrals . . . 111
Surface integrals for real-valued functions . . . 111
Surface area . . . 112
Orientation of surfaces inR3 . . . 113
Surface integrals for vector fields . . . 115
Addendum 1: why is there a cross-product in the definition of surface integrals? . . . 118
Addendum 2: physics interpretation of the surface integral for vector fields. . . 120
Gradient∇, curl∇·, divergence ∇× . . . 121
The divergence theorem . . . 125
Statement . . . 125
A first example . . . 126
Physics interpretation of the divergence . . . 127
Gauss’ law. . . 128
Computing a volume using a surface integral . . . 130
Stokes theorem . . . 131
Statement . . . 131
A first example . . . 132
Physics interpretation of the curl . . . 134
A second example . . . 135
Le théorème de Stokes dans tous ses états: a short summary about the special cases of Stokes’ theorem you met in MAT237 . . . 136
Conservative vector fields . . . 137
Path-independence . . . 137
Star-shaped sets . . . 139
Poincaré lemma (two special cases) . . . 140
How to find the potential of a conservative vector field . . . 142
Vector potentials: another special case of Poincaré lemma . . . 143
Conservative vector fields & vector potentials: a summary around Poincaré Lemma. . . 146
2
University of Toronto – MAT237Y1 – LEC5201
Multivariable calculus
Change of variables: usual coordinate systems
Jean-Baptiste Campesato February 13th, 2020
1 Polar coordinates
Φ ∶ (0, +∞) × (−𝜋, 𝜋) → ℝ2⧵ {(𝑥, 0) ∈ ℝ2 ∶ 𝑥 ≤ 0}
(𝑟, 𝜃) ↦ (𝑟cos𝜃, 𝑟sin𝜃)
𝑥 𝑦
𝑟
𝑟cos𝜃
𝑟sin𝜃
𝜃
• Φis𝐶1.
• Φis bijective.
• det𝐷Φ(𝑟, 𝜃) =det (
cos𝜃 −𝑟sin𝜃
sin𝜃 𝑟cos𝜃 )= 𝑟 (cos2𝜃 +sin2𝜃) = 𝑟 > 0.
• HenceΦis a𝐶1-diffeomorphism.
• And|det𝐷Φ(𝑟, 𝜃)| = 𝑟.
Example 1. LetΔ = {(𝑥, 𝑦) ∈ ℝ2 ∶ 1 ≤ 𝑥2+ 𝑦2≤ 9, 𝑥 ≥ 0}. We want to compute
∫
Δ
𝑒𝑥2+𝑦2.
First, notice thatΔ = Φ ([1, 3] × [−𝜋/2, 𝜋/2]).
Hence,
∫
Δ
𝑒𝑥2+𝑦2𝑑𝑥𝑑𝑦 =
∫
[1,3]×[−𝜋/2,𝜋/2]
𝑒𝑟2𝑟𝑑𝑟𝑑𝜃 by the CoV formula
=∫
𝜋/2
−𝜋/2∫
3 1
𝑟𝑒𝑟2𝑑𝑟𝑑𝜃 by the iterated integrals theorem
=∫
𝜋/2
−𝜋/2
𝑒9− 𝑒 2 𝑑𝜃
=𝜋
2 (𝑒9− 𝑒)
2 Change of variables: usual coordinate systems
Example 2. We want to compute
∫
𝐵((1,1),1)
𝑥2+ 𝑦2− 2𝑦𝑑𝑥𝑑𝑦.
First notice thatΨ ∶ ℝ2 → ℝ2 defined byΨ(𝑥, 𝑦) = (𝑥 + 1, 𝑦 + 1)is a𝐶1-diffeomorphism and that|det𝐷Ψ(𝑥, 𝑦)| = 1.
Moreover𝐵((1, 1), 1) = Ψ (𝐵(0, 1)). Hence
∫
𝐵((1,1),1)
𝑥2+ 𝑦2− 2𝑦𝑑𝑥𝑑𝑦 =
∫
𝐵(0,1)
(𝑥 + 1)2+ (𝑦 + 1)2− 2(𝑦 + 1)𝑑𝑥𝑑𝑦 by the CoV formula
= ∫
𝐵(0,1)
𝑥2+ 𝑦2− 2𝑥𝑑𝑥𝑑𝑦
Next, we have𝐵(0, 1) = Φ([0, 1] × [−𝜋, 𝜋]).
Notice that there is an issue for𝑟 = 0or𝜃 = ±𝜋(i.e.{(𝑥, 0) ∶ 𝑥 ∈ [−1, 0]}) but these sets have zero content.
Hence
∫
𝐵(0,1)
𝑥2+ 𝑦2− 2𝑥𝑑𝑥𝑑𝑦 =
∫
[0,1]×[−𝜋,𝜋]
(𝑟2− 2𝑟cos𝜃)𝑟𝑑𝑟𝑑𝜃 by the CoV formula
=∫
𝜋
−𝜋∫
1 0
𝑟3− 2𝑟2cos𝜃𝑑𝑟𝑑𝜃 by the iterated integrals theorem
=∫
𝜋
−𝜋
1 4−2
3cos𝜃𝑑𝜃
=𝜋 2
MAT237Y1 – LEC5201 – J.-B. Campesato 3
2 Cylindrical coordinates
Φ ∶ (0, +∞) × (−𝜋, 𝜋) × ℝ → ℝ3⧵ ((−∞, 0] × {0} × ℝ) (𝑟, 𝜃, 𝑧) ↦ (𝑟cos𝜃, 𝑟sin𝜃, 𝑧)
𝑥
𝑦 𝑧
𝜃 𝑟
(𝑟cos𝜃, 𝑟sin𝜃, 𝑧) 𝑧
𝑟cos𝜃 𝑟sin𝜃
• Φis𝐶1.
• Φis bijective.
• det𝐷Φ(𝑟, 𝜃, 𝑧) =det
⎛⎜
⎜⎝
cos𝜃 −𝑟sin𝜃 0 sin𝜃 𝑟cos𝜃 0
0 0 1
⎞⎟
⎟⎠
=det (
cos𝜃 −𝑟sin𝜃
sin𝜃 𝑟cos𝜃 )= 𝑟 > 0.
• HenceΦis a𝐶1-diffeomorphism.
• And|det𝐷Φ(𝑟, 𝜃, 𝑧)| = 𝑟.
4 Change of variables: usual coordinate systems
Example 3. We want to compute
∫Δ𝑧𝑑𝑥𝑑𝑦𝑑𝑥
whereΔ = {(𝑥, 𝑦, 𝑧) ∈ ℝ3 ∶ 𝑥2+ 𝑦2≤𝐻𝑅22(𝐻 − 𝑧)2, 0 ≤ 𝑧 ≤ 𝐻}.
𝑅 𝐻 Δ
𝜃
𝑟 𝑧
−𝜋 𝐻
Γ
𝜋 𝑅
Notice thatΔ = Φ(Γ)whereΓ = {(𝑟, 𝜃, 𝑧) ∶ 0 ≤ 𝑟 ≤ 𝐻𝑅(𝐻 − 𝑧), 𝜃 ∈ [−𝜋, 𝜋], 𝑧 ∈ [0, 𝐻]}. Again,Γgoes outside the domain ofΦbut the involved sets have zero content.
Hence
∫Δ𝑧𝑑𝑥𝑑𝑦𝑑𝑥 =
∫Γ𝑧𝑟𝑑𝑟𝑑𝜃𝑑𝑧 by the CoV formula
=∫
𝐻
0 ∫
𝜋
−𝜋∫
𝑅 𝐻(𝐻−𝑧) 0
𝑟𝑧𝑑𝑟𝑑𝜃𝑑𝑧
=∫
𝐻
0 ∫
𝜋
−𝜋
𝑅2
2𝐻2(𝐻 − 𝑧)2𝑧𝑑𝜃𝑑𝑧
= 𝜋𝑅2 𝐻2 ∫
𝐻 0
(𝐻 − 𝑧)2𝑧𝑑𝑧
= 𝜋𝑅2𝐻2 12
MAT237Y1 – LEC5201 – J.-B. Campesato 5
3 Spherical coordinates
Φ ∶ (0, +∞) × (0, 2𝜋) × (0, 𝜋) → ℝ3⧵ ([0, +∞) × {0} × ℝ) (𝑟, 𝜃, 𝜑) ↦ (𝑟cos𝜃sin𝜑, 𝑟sin𝜃sin𝜑, 𝑟cos𝜑) In this course, we use the following convention ⋆:
(𝑟, 𝜃, 𝜑) = (radius/distance to the origin,longitude,colatitude)
𝑥
𝑦 𝑧
𝑟sin 𝜑
𝑟cos𝜑
𝜃 𝜑
𝑟
𝑥
𝑦 𝑧
𝑟cos𝜃sin𝜑 𝑟sin𝜃sin𝜑 𝜃
𝜑 𝑟
• Φis𝐶1.
• Φis bijective.
• The Jacobian determinant is
det𝐷Φ(𝑟, 𝜃, 𝜑) =det
⎛⎜
⎜⎝
cos𝜃sin𝜑 −𝑟sin𝜃sin𝜑 𝑟cos𝜃cos𝜑 sin𝜃sin𝜑 𝑟cos𝜃sin𝜑 𝑟sin𝜃cos𝜑
cos𝜑 0 −𝑟sin𝜑
⎞⎟
⎟⎠
=cos𝜑det (
−𝑟sin𝜃sin𝜑 𝑟cos𝜃cos𝜑
𝑟cos𝜃sin𝜑 𝑟sin𝜃cos𝜑)− 𝑟sin𝜑det (
cos𝜃sin𝜑 −𝑟sin𝜃sin𝜑 sin𝜃sin𝜑 𝑟cos𝜃sin𝜑 )
= 𝑟2cos2𝜑sin𝜑det (
−sin𝜃 cos𝜃
cos𝜃 sin𝜃 )− 𝑟2sin3𝜑det (
cos𝜃 −sin𝜃 sin𝜃 cos𝜃 )
= −𝑟2cos2𝜑sin𝜑 − 𝑟2sin3𝜑
= −𝑟2sin𝜑 < 0since𝜑 ∈ (0, 𝜋)
• HenceΦis a𝐶1-diffeomorphism.
• And|det𝐷Φ(𝑟, 𝜃, 𝜑)| = 𝑟2sin𝜑.
⋆This convention may differ from the one used in other courses in math or in physics (the meaning of𝜃and𝜑may be swapped, some people use the latitude and not the colatitude…).
I believe that the usual convention in physics is(𝑟, 𝜃, 𝜑) = (radius,colatitude,longitude)as in ISO 80000-2, i.e. the meaning of𝜃and𝜑are swapped from our convention in MAT237.
6 Change of variables: usual coordinate systems
Example 4. We want to compute∫Δ𝑧𝑑𝑥𝑑𝑦𝑑𝑧whereΔ = {(𝑥, 𝑦, 𝑧) ∈ ℝ3 ∶ 𝑥2+ 𝑦2+ 𝑧2≤ 1, 𝑧 ≥ 0}. Notice thatΔ = Φ ([0, 1] × [0, 2𝜋] × [0, 𝜋/2]).
Again, there is an issue with the domain ofΦbut the involved sets have zero content.
Hence
∫Δ𝑧𝑑𝑥𝑑𝑦𝑑𝑧 =
∫
[0,1]×[0,2𝜋]×[0,𝜋/2]
𝑟3cos𝜑sin𝜑𝑑𝑟𝑑𝜃𝑑𝜑 by the CoV formula
=∫
𝜋/2
0 ∫
2𝜋
0 ∫
1 0
𝑟3sin(2𝜑)
2 𝑑𝑟𝑑𝜃𝑑𝜑 by the iterated integrals theorem
= 2𝜋1 4 (
cos0 4 −cos𝜋
4 )
=𝜋 4
3
Assume that S is "closed"
In this corollary, I am not very formal.
It is possible to define properly what do I mean by "closed", but I think that's not necessary for our purpose.
You can believe your intuition: "closed" means that there is no "boundary" in the above sense, so the line integral is 0.
By the way, (*) doesn't depend on the coordinate system!
(Image from Wikipedia) By "counterclockwise", I mean that the force pushes
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University of Toronto – MAT237Y1 – LEC5201
Multivariable calculus
Poincaré lemma: summary of the last two sections
Jean-Baptiste Campesato April 2nd, 2020
Contents
1 Star-shaped sets 1
2 Conservative vector fields 1
2.1 𝑛 = 2 . . . 2 2.2 𝑛 = 3 . . . 2 2.3 General case . . . 2
3 Vector potentials 3
4 The general Poincaré lemma 3
1 Star-shaped sets
Definition 1. We say that𝑆 ⊂ ℝ𝑛isstar-shapedif there exists𝑝0 ∈ 𝑆such that for any𝑞 ∈ 𝑆the line segment from𝑝0to𝑞is included in𝑆.
Proposition 2. A non-empty convex set is star-shaped.
Beware:the empty set is convex but not star-shaped (because “∀𝑝 ∈ ∅, 𝑃 (𝑝)” is vacuously true whereas
“∃𝑝 ∈ ∅, 𝑃 (𝑝)” is always false).
2 Conservative vector fields
Theorem 3. Let𝑈 ⊂ ℝ𝑛be open (𝑛 ≥ 2), andF∶ 𝑈 → ℝ𝑛be a continuous vector field.
The following are equivalent:
1. There exists𝑓 ∶ 𝑈 → ℝ 𝐶1such thatF= ∇𝑓.
2. For any piecewise smooth closed oriented curve𝐶in𝑈, we have
∫𝐶F⋅dx= 0.
3. Fsatisfies thepath-independence property: for any two piecewise smooth oriented curves𝐶1and𝐶2with same startpoint and same endpoint, we have
∫𝐶
1
F⋅dx=
∫𝐶
2
F⋅dx.
Then we say thatFisconservativeand that𝑓is apotentialofF(beware: in physics we usually say that−𝑓 is a potential ofF).
2 Poincaré lemma: summary of the last two sections 2.1 𝑛 = 2
Proposition 4. Let𝑈 ⊂ ℝ2be open andF∶ 𝑈 → ℝ2be a𝐶1vector field.
IfFis conservative then 𝜕𝐹2
𝜕𝑥 =𝜕𝐹1
𝜕𝑦 on𝑈. When𝑈is star-shaped, the converse is true:
Theorem 5(Poincaré lemma). Let𝑈 ⊂ ℝ2be astar-shapedopen set andF∶ 𝑈 → ℝ2be a𝐶1vector field.
If𝜕𝐹2
𝜕𝑥 =𝜕𝐹1
𝜕𝑦 on𝑈then there exists𝑓 ∶ 𝑈 → ℝ 𝐶2such thatF= ∇𝑓.
Beware:the above theorem is false with no assumption on the domain.
Indeed, defineF(𝑥, 𝑦) = (𝑥2+𝑦𝑦 2,𝑥2−𝑥+𝑦2)on𝑈 = ℝ2⧵ {0}. Then𝜕𝐹2
𝜕𝑥 =𝜕𝐹1
𝜕𝑦 but
∫𝐶F⋅dx= −2𝜋 ≠ 0where 𝐶is the unit circle with the counterclockwise orientation, soFis not conservative.
Alexis Clairaut proved a first version of this Poincaré lemma in 1739 but there was a flaw since he didn’t real- ize that he needed some assumptions on the domain. Then Jean Le Rond d’Alembert gave this counter-example in 1768. Notice that the notation
∫𝐶𝑃 (𝑥, 𝑦)d𝑥 + 𝑄(𝑥, 𝑦)d𝑦was introduced by A. Clairaut in the above cited paper.
Proposition 6. Let𝑈 ⊂ ℝ2be an open rectangle andF∶ 𝑈 → ℝ2be a𝐶1conservative vector field.
Let𝑝 = (𝑎, 𝑏) ∈ 𝑈and define𝑓 ∶ 𝑈 → ℝby𝑓 (𝑥, 𝑦) =
∫
𝑥 𝑎
𝐹1(𝑡, 𝑏)d𝑡 +
∫
𝑦 𝑏
𝐹2(𝑥, 𝑡)d𝑡.
Then𝑓is𝐶2andF= ∇𝑓.
2.2 𝑛 = 3
Proposition 7. Let𝑈 ⊂ ℝ3be open andF∶ 𝑈 → ℝ3be a𝐶1vector field.
IfFis conservative thencurlF=0on𝑈. When𝑈is star-shaped, the converse is true:
Theorem 8(Poincaré lemma). Let𝑈 ⊂ ℝ3be astar-shapedopen set andF∶ 𝑈 → ℝ3be a𝐶1vector field.
IfcurlF=0on𝑈then there exists𝑓 ∶ 𝑈 → ℝ 𝐶2such thatF= ∇𝑓.
Proposition 9. Let𝑈 ⊂ ℝ3be an open rectangle andF∶ 𝑈 → ℝ3be a𝐶1conservative vector field.
Let𝑝 = (𝑎, 𝑏, 𝑐) ∈ 𝑈and define𝑓 ∶ 𝑈 → ℝby𝑓 (𝑥, 𝑦, 𝑧) =
∫
𝑥 𝑎
𝐹1(𝑡, 𝑏, 𝑐)d𝑡 +
∫
𝑦 𝑏
𝐹2(𝑥, 𝑡, 𝑐)d𝑡 +
∫
𝑧 𝑐
𝐹2(𝑥, 𝑦, 𝑡)d𝑡.
Then𝑓is𝐶2andF= ∇𝑓.
2.3 General case
This subsection is not part of MAT237.
The proof of the above Poincaré Lemma for𝑛 = 2relied on the Gradient Theorem, and the proof of the above Poincaré Lemma for𝑛 = 3relied on Kelvin–Stokes theorem. They admit a generalization to any𝑛 from which we may derive the following general results.
Proposition 10. Let𝑈 ⊂ ℝ𝑛be open andF∶ 𝑈 → ℝ𝑛be a𝐶1vector field.
IfFis conservative then∀𝑖, 𝑗 = 1, … , 𝑛, 𝜕𝐹𝑖
𝜕𝑥𝑗 =𝜕𝐹𝑗
𝜕𝑥𝑖 on𝑈. When𝑈is star-shaped, the converse is true:
Theorem 11(Poincaré lemma). Let𝑈 ⊂ ℝ𝑛be astar-shapedopen set andF∶ 𝑈 → ℝ𝑛be a𝐶1vector field.
If∀𝑖, 𝑗 = 1, … , 𝑛, 𝜕𝐹𝑖
𝜕𝑥𝑗 =𝜕𝐹𝑗
𝜕𝑥𝑖 on𝑈then there exists𝑓 ∶ 𝑈 → ℝ 𝐶2such thatF=∇𝑓.
MAT237Y1 – LEC5201 – J.-B. Campesato 3 Proposition 12. Let𝑈 ⊂ ℝ𝑛be an open rectangle andF∶ 𝑈 → ℝ𝑛be a𝐶1conservative vector field.
Let𝑝 = (𝑎1, … , 𝑎𝑛) ∈ 𝑈and define𝑓 ∶ 𝑈 → ℝby𝑓 (𝑥1, … , 𝑥𝑛) =
𝑛
∑𝑖=1∫
𝑥𝑖 𝑎𝑖
𝐹𝑖(𝑥1, … , 𝑥𝑖−1, 𝑡, 𝑎𝑖+1, … , 𝑎𝑛)d𝑡.
Then𝑓is𝐶2andF= ∇𝑓.
3 Vector potentials
Proposition 13. Let𝑈 ⊂ ℝ3be open andF∶ 𝑈 → ℝ3be a𝐶1vector field.
IfF=curlGforG∶ 𝑈 → ℝ3𝐶2thendivF= 0on𝑈.
Then we say thatGis avector potentialofF.
When𝑈is star-shaped, the converse is true:
Theorem 14(Poincaré lemma). Let𝑈 ⊂ ℝ3be astar-shapedopen set andF∶ 𝑈 → ℝ3be a𝐶1vector field.
IfdivF= 0on𝑈then there existsG∶ 𝑈 → ℝ3𝐶2such thatF=curlG.
Beware:the above theorem is false with no assumption on the domain.
Indeed, defineF=‖r‖r3 onℝ3⧵ {0}wherer(𝑥, 𝑦, 𝑧) = (𝑥, 𝑦, 𝑧).
Then divF= 0but there is noG∶ ℝ3⧵ {0} → ℝ3such thatF=curlG.
Proposition 15. Let𝑈 ⊂ ℝ3be astar-shapedopen set andF∶ 𝑈 → ℝ3be a𝐶1vector field such thatdivF= 0.
Let𝑝0= (𝑥0, 𝑦0, 𝑧0) ∈ 𝑈such that for any𝑞 ∈ 𝑈 the line segment from𝑝0to𝑞is included in𝑈. DefineG∶ 𝑈 → ℝ3by
G(𝑥, 𝑦, 𝑧) =
∫
1
0
F
⎛⎜
⎜⎝
𝑥0+ 𝑡(𝑥 − 𝑥0) 𝑦0+ 𝑡(𝑦 − 𝑦0) 𝑧0+ 𝑡(𝑧 − 𝑧0)
⎞⎟
⎟⎠
×
⎛⎜
⎜⎝ 𝑥 − 𝑥0 𝑦 − 𝑦0 𝑧 − 𝑧0
⎞⎟
⎟⎠ 𝑡d𝑡
ThenGis𝐶2andF=curlG.
Quite often (but not always),𝑈iscenteredat0so that we can take𝑝0 =0, then the above formula may rewritten
G=
∫
1 0
F(𝑡r) × (𝑡r)d𝑡 wherer(𝑥, 𝑦, 𝑧) = (𝑥, 𝑦, 𝑧).
4 The general Poincaré lemma
In all the above results namedPoincaré Lemma, we may relax the assumption on the domain by assuming that𝑈 is open and contractible (which is weaker than open and star-shaped since a star-shaped set is contractible) but this notion is not part of MAT237.
Then, they are all special cases of the following very general result:
Theorem 16(Poincaré Lemma).
If𝑀is a contractible manifold then𝐻dR𝑛 (𝑀) = {
ℝ if𝑛 = 0 0 otherwise , i.e. the closed differential forms on𝑀are exact.
You should come back here after you learn differential forms and de Rham cohomology.