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Saturday, June 17, 2023

ODE, An Algebraic Approach (1)

(Decomposition Theorem).

Let V be a vector space over a field K and let T be a linear operator on V . If a1,a2,...,am are distinct scalars and k1,k2,...,km∈N

then

Ker((T−a1)k1(T−a2)k2(T−a3)k3...(T−am)km

=Ker(T−a1)k1⊕Ker(T−a2)k2⊕Ker(T−a3)k3⊕...⊕Ker(T−am)km

For any homogeneous ordinary differential equation with constant coefficients,

(Dn+an−1Dn−1+an−2Dn−2+an−3Dn−3+...+a2D2+a1D)y=0

It can be viewed as p(D)y=0

And P(D) can be factored to (D−λ1)k1(D−λ2)k2(D−λ3)k3...(D−λm)km over C

Therefore, to solve (Dn+an−1Dn−1+an−2Dn−2+an−3Dn−3+...+a2D2+a1D)y=0

We just need to solve (D−λ)ky=0

An interesting analogy is Math Essays: Dual basis and Taylor series (wuyulanliulongblog.blogspot.com)

We know that the kernel of Dn is Span{1,x,x22!,x33!,...,xn−1(n−1)!}

But what is the kernel of (D−λ)n

When k=1, it is simple; the solution is eλx

So, we can guess that

Ker(D−λ)n=eλxSpan{1,x,x22!,x33!,...,xn−1(n−1)!}

=Span{eλx,xeλx,x22!eλx,x33!eλx,...,xn−1(n−1)!eλx}

But why?

One way to consider this is eλx(f) is a linear automorphism, (eλx(f)=eλx⋅f) and Ker(eλx)=0

D∘eλx(f)=D(eλxf)=(∂1+∂2)(eλxf)=(λ+∂2)(eλxf)

Thus (D−λ)∘eλx(f)=∂2(eλxf)=eλxf′

Thus (D−λ)k∘eλx(f)=∂2k(eλxf)=eλxDkf

Therefore (D−λ)k∘eλx(f)=(D−λ)k(eλx⋅f)=0⇔eλxDkf=0⇔Dkf=0

Thus the Ker(D−λ)k=Span{eλx,xeλx,x22!eλx,x33!eλx,...,xn−1(n−1)!eλx}

In this case, eλx pull Ker(D−λ)k back to KerDn.

The idea is just like if you try to find the Kernel of matrix A, but it is hard.

However, AB=0 is easy, (B is invertible) thus you can consider v∈Ker(AB), then KerA=B(Ker(AB))

Because ABv=0 iff A(Bv)=0

By the way, the Gaussian elimination is similar, but it is through BAv=0 to find Av=0

B is invertible, so BAv=0 iff Av=0

But the most amazing thing is (D−λ)=eλx∘D∘e−λx,

And we will see that D act on Pn(x)that is all the polynomias with deg⁡p≤n

is nilpotent, thus we could find formal power series to find the inverse,

and because D is nilpotent, thus we have (D−λ)n=eλx∘Dn∘e−λx

Therefore (D−λ)is also nilpotent

 

 

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