369x Filetype PDF File size 0.20 MB Source: groups.csail.mit.edu
Useful Formulas for 6.838
Basic Geometry and Trigonometry Matrix Calculus
A=1bh sin(θ ± π) = ±cosθ Checkoutmatrixcalculus.org for a handy matrix derivative calculation tool. The
2 2 Matrix Cookbook also contains a comprehensive list of identities.
tanθ = sinθ cos(θ ± π) = ∓sinθ
cosθ 2
cotθ = (tanθ)−1 sin(α ±β) = sinαcosβ ±cosαsinβ dY−1 = −Y−1dY Y−1 eA = P 1An
cos2θ +sin2θ = 1 cos(α±β)=cosαcosβ∓sinαsinβ dt dt n n!
iθ −1
sin(−θ) = −sinθ e =cosθ+isinθ ⊤ eABA =AeBA−1
cos(−θ) = cosθ d sint = −cost ∇x(x b) = b
dt ∇ (a⊤Xb)=ab⊤ AeA =eAA
d cost = sint X
dt
1
⊤ ⊤ ⊤ A B A+B+/2[A,B]+···
∇x(x Ax+b x)=(A+A )x+b e e =e
Linear Algebra d A ′ A
p ∇Xtr(X)=I dte (t) = A (t)e (t)
−1 −1 −1
(AB) =B A kAk = hA,Ai
Fro ∇ tr(XB)=B⊤
⊤ ⊤ ⊤ ⊤ ⊤ ⊤ X
(AB) =B A v · w = v w = tr(v w) = tr(wv )
P P
tr(A) = n a = n λ kvk2 = v · v = v⊤v ∇ tr(X⊤BXC)=BXC+B⊤XC⊤
i=1 ii i=1 i 2 P X
⊤ p 1/p
tr(A) = tr(A ) kvkp = ( i |vi| ) −⊤
Q
tr(AB) = tr(BA) det(A) = n λ ∇Xdet(X)=det(X)·X
P i=1 i
⊤ −1 1
hA,Bi= a b =tr(A B) det(A ) = /det(A)
ij ij ij
Differential Vector Calculus
See this Wikipedia page for many vector calculus identities.
dfx(v) = limh→0 f(x+hv)−f(x) = ∇f ·v ∇(φψ)=φ∇ψ+ψ∇φ
h
∇f =(∂f ,..., ∂f ) ∇·(ψA)=ψ∇·A+(∇ψ)·A
1 n
∂x ∂x
divF =∇·F =P ∂Fi ∇×(ψA)=ψ∇×A+(∇ψ)×A
i ∂xi ∇·(∇×A)=0
curlF = ∇×F =( ∂ , ∂ , ∂ )×(Fx,Fy,Fz) for F : R3 → R3
∂x ∂y ∂zP ∇×(∇×A)=∇(∇·A)+∆A
∆f =−∇2f =−∇·∇f =− n ∂2f
i=1 ∂(xi)2 ∇×(∇ψ)=0
(in 6.838 we use a positive semidefinite Laplacian) (f ◦ g)′(t) = f′(g(t))g′(t)
1 ⊤ 3
f(x) = f(x )+∇f(x )·(x−x )+ (x−x ) Hf(x )(x−x )+O(kx−x k )
0 0 0 2 0 0 0 0 2
Derivatives and Integrals, Integration by Parts, Stokes, etc.
!
d ˆ b(t) f(x,t)dx =f(b(t),t)db(t) −f(a(t),t)da(t) +ˆ b(t) ∂f (x,t)dx ˆ (ψ∇·(ε∇φ)−φ∇·(ε∇ψ))dV =˛ ε(ψ∂φ −φ∂ψ)dA
dt a(t) dt dt a(t) ∂t Ω ∂Ω ∂n ∂n
d ˆ F(x,t)dV = ˆ ∂F(x,t)dV +˛ F(x,t)v ·nˆdA ˆ [G·(∇×F)−F ·(∇×G)]dV =˛ (F ×G)·nˆdA
dt ∂t b
D(t) D(t) Ω ∂Ω
ˆ b ′ b ˆ b ′ ˆ G·∇fdV =˛ (fG)·nˆdA−ˆ f(∇·G)dV
u(x)v (x)dx = [u(x)v(x)]a − u (x)v(x)dx Ω ∂Ω Ω
ˆa u∇·V dA=˛ uV ·nˆdℓ−ˆ a∇u·V dA ˛ F · nˆ dA = ˆ ∇·FdV
∂Ω Ω
ˆΩ ∂Ω ˛ Ω ˆ [F ·∇g+g(∇·F)]dV =˛ gF ·nˆ dA
Ω(ψ∇·Γ+Γ·∇ψ)dA= ∂Ωψ(Γ·nˆ)dℓ Ω ∂Ω
1
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