4.6.32 · HinglishOrdinary Differential Equations

Convolution theorem — proof, applications

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4.6.32 · Maths › Ordinary Differential Equations


Convolution KYA hai?

YEH particular form KYU? Kyunki Laplace transforms integrals/derivatives ko algebra mein badal dete hain, aur product ko exactly yahi overlapping integral "chahiye" hoti hai — proof mein dekhenge kyu.


CONVOLUTION THEOREM

Scratch se Derivation (koi formula dump nahi)

Step 1 — Dono transforms ko integrals ke roop mein likho. Yeh step kyun? Hum alag dummy variables use karte hain taaki ek double integral mein merge kar sakein bina confusion ke.

Step 2 — Ek double integral mein combine karo. Yeh step kyun? Independent variables ke upar integrals ka product, quarter-plane ke upar ek double integral hota hai.

Step 3 — Variables change karo taaki exponent jaisa dikhe. let karo (toh exponent ban jaata hai). ko doosra variable rakho, toh . Yeh step kyun? Hum standard form ki taraf ja rahe hain, jisme bracket ek Laplace transform ki tarah identify hoga.

ka Jacobian hai (kyunki ). Naya region: aur , aur se tak.

Step 4 — Inner integral ko pehchano. Yeh step kyun? Inner integral exactly convolution hai (using ). Ho gaya.

Figure — Convolution theorem — proof, applications

APPLICATIONS

App 1 — Partial fractions ke bina Inverse Laplace

App 2 — ODEs / integral equations solve karna

App 3 — Volterra integral equations


COMMON MISTAKES


Recall Feynman: ek 12-saal ke bachche ko explain karo

Do machines imagine karo. Machine alag-alag times pe sand giraaती hai; machine kehti hai ki har grain land hone ke baad kitni der tak glow karta hai. Abhi () brightness, saare pehle gire grains ki glow ka sum hai — har grain us hisaab se dim hoti hai ki woh kitni der pehle land hui thi. "Time pe kya giraya × woh ke baad abhi kitna glow karta hai" — yeh jodna hi convolution hai. Magic theorem kehta hai: ek special math language (Laplace) mein, yeh complicated jodna sirf do numbers multiply karna ban jaata hai.


Active Recall

Convolution define karo.
, arguments add to .
Convolution theorem state karo.
, equivalently .
Kya convolution commutative hai? Idea prove karo.
Haan; substitute karo aur ko swap karne ke liye.
-world mein product, -world mein product ki jagah convolution kyun ban jaata hai?
Kyunki ek double integral hai diagonals ke upar (Jacobian 1), jo deta hai.
kya hai?
.
kya hai?
.
Convolution ki upper limit kyun hai?
Causality: for , toh contribution vanish ho jaata hai.
Convolutions Volterra integral equations solve karne mein kaise help karte hain?
Integral Laplace se ban jaata hai, equation ko algebra mein convert kar deta hai.

Connections

Concept Map

defined as

arguments sum to t

substitution u equals t minus tau

Step 1 two dummy vars

Step 2 merge

Step 3 t equals sigma plus tau, Jacobian 1

Step 4 recognise inner

transforms to

inverse form

avoids

Convolution f star g

Integral 0 to t of f tau g t minus tau

tau plus t minus tau equals t

Commutativity f star g equals g star f

Laplace F of s times G of s

Product of two integrals

Double integral over quarter plane

Region 0 to t inner

Convolution Theorem L of f star g equals F G

L inverse of F G equals f star g

Partial fractions