4.10.9 · Maths › Advanced Topics (Elite Level)
Intuition Ek saanth mein badi baat
Jab aap baar baar indices par sums likhte ho, toh ∑ symbol sirf visual noise ban jaata hai. Einstein ne notice kiya ki jo index sum hoti hai, woh hamesha wahi hoti hai jo do baar appear karti hai . Toh unhone ek rule banaya: agar ek index exactly do baar ek hi term mein appear kare, toh automatically uski summation ho jaati hai — aur ∑ sign bilkul hata do. Notation khud hi sum yaad rakhti hai.
Definition Einstein summation convention
Kisi bhi single term mein, ek index jo exactly do baar appear kare (full tensor notation mein ek "upar", ek "neeche", ya basic vector algebra mein bas do baar) woh ek summed (dummy) index hai — uski poori range par summation implied hai.
Ek index jo exactly ek baar appear kare woh ek free index hai — uski summation nahi hoti, aur equation ke dono sides par woh same hona chahiye.
Toh a i b i secretly matlab hai i = 1 ∑ n a i b i , jahan n dimension hai (physics mein aksar 3 hota hai).
Teen guiding questions se poora system build karte hain.
Q1: Main object ka type kaise count karun?
Free indices count karo.
0 free indices → scalar (e.g. a i b i ).
1 free index → vector / column of numbers (e.g. A ij b j mein free index i hai).
2 free indices → matrix / rank-2 tensor (e.g. A ij ).
KYU? Har free index 1 … n tak jaati hai, isliye ek free index se aapko n alag alag components milte hain.
Q2: Summed index exactly do baar hi kyun appear karna chahiye?
Kyunki summation cheezein pair karti hai: ∑ i ( this i ) ( that i ) . Agar ek index teen baar appear kare toh aap nahi bata sakte ki kaun sa pair sum karna hai — notation ambiguous ho jaayega. Ek index jo 3 ya zyada baar ek term mein appear kare woh illegal hai.
Q3: Main dummy index ko freely rename kyun kar sakta hoon?
Kyunki ∑ i a i b i = ∑ k a k b k — summation variable ka naam matter nahi karta. Toh a i b i = a k b k . Yeh trick clashes avoid karne ke liye zaroori hai.
Worked example Matrix–vector product
( Ax )
Ordinary form: y i = ∑ j A ij x j .
Yeh step kyun? j do baar appear karta hai (A ij aur x j mein) → j par sum karo. i ek baar appear karta hai dono sides par → free index. Toh ∑ hata dete hain:
y i = A ij x j
Isko padhein: "har fixed i ke liye, A ij x j ko saare j par add karo." Yeh exactly A ki row i aur x ka dot product hai. ✔
Worked example Matrix–matrix product
( AB )
C ik = ∑ j A ij B j k ≡ A ij B j k .
Yeh step kyun? j repeated hai → sum hoga (yeh matrix multiplication ka "shared" middle index hai). i aur k dono free hain → woh survive karte hain, ek matrix C ik dete hain. ✔
Notice karo ki multiplication purely encode hoti hai us letter se jo repeat hota hai .
Definition Kronecker delta
δ ij
δ ij = { 1 0 i = j i = j
Yeh index form mein identity matrix hai. Iska superpower hai substitution rule : yeh ek index rename karta hai.
Definition Levi-Civita symbol
ε ij k (3D)
ε ij k = ⎩ ⎨ ⎧ + 1 − 1 0 ( i , j , k ) an even permutation of ( 1 , 2 , 3 ) odd permutation any index repeated
Yeh "signed orientation" encode karta hai, jo exactly woh hai jo cross products aur determinants ko chahiye.
Worked example Dekhne se pehle predict karo
Q: δ ij δ j k simplify karo.
Forecast: pehla delta i = j set karta hai, toh use dusre delta ke andar j → i substitute kar dena chahiye → δ ik .
Verify: δ ij δ j k = ∑ j δ ij δ j k . Pehle mein sirf j = i survive karta hai, δ ik deta hai. ✔
Common mistake "Ek index teen baar appear ho sakta hai, kyun nahi?"
Kyun sahi lagta hai: ordinary algebra mein aap teen cheezein same naam se multiply kar sakte ho, jaise x ⋅ x ⋅ x .
Fix: summation convention mein ek repeated index sum ko mean karta hai , aur sum do factors ko pair karta hai. Teen copies implied sum ko ambiguous bana deti hain — koi unique pairing nahi hoti. Toh a i b i c i forbidden notation hai; agar sach mein woh matlab hai toh ∑ i a i b i c i explicitly likhein.
Common mistake Free index equation ke dono sides par match nahi karta
Kyun sahi lagta hai: aap summed part par focus karte ho aur survivor bhool jaate ho.
Fix: y i = A ij x j theek hai, lekin y k = A ij x j nonsense hai — left mein free k hai, right mein free i hai. Free indices dono sides par identical hone chahiye. Yeh ek built-in error detector hai: iska use karo!
Common mistake Ek dummy name reuse karna jo already liya ja chuka hai
a i b i c i d i likhna do alag dot products ke liye galat hai (lagta hai i chaar baar appear karta hai). Rename karo: a i b i c k d k . Dummy indices apne term ke local hote hain.
Recall Feynman: ek 12-saal ke bachche ko samjhao
Ek recipe imagine karo jo kehti hai "har matching jurabon ki jodi ke liye, unke sizes add karo." Tumhe har baar "add up" likhna nahi padta — matching hi add karne ka signal hai . Einstein ki trick bhi yehi hai: jab bhi koi label ek hi chunk mein do baar aaye, woh ek secret "sab add karo" command hai. Jo label sirf ek baar aaye woh bas bata raha hai "yeh component number itna hai," jaise ghar ka number — use rakh lo. Toh dekh ke ki kaun se letters double hain, tum turant jaante ho kya add karna hai aur kaisa answer (number, list, ya grid) milega.
"Twice = sum, Once = run."
Doubled index sum ho ke gayab ho jaata hai; single index answer ko apni saari values par run karne deta hai (yeh free index ki tarah survive karta hai). Aur survivors ki count = object ka rank.
In Einstein convention, what does a repeated index in one term mean? Uss index ko uski poori range par sum karo (∑ implied hai).
What is a free index and what rule must it obey? Exactly ek baar appear karne wala index; equation ke dono sides par same hona chahiye aur sum nahi hota.
How many free indices does a scalar / vector / matrix have? Krama se 0 / 1 / 2.
Write the dot product a ⋅ b in index notation. a i b i .
Write matrix multiplication C = A B in index notation. C ik = A ij B j k .
State the substitution property of the Kronecker delta. δ ij a j = a i .
What is δ ii in n dimensions? n (dimension).
Write the i -th component of a × b . ( a × b ) i = ε ij k a j b k .
State the epsilon–delta identity. ε ij k ε i l m = δ j l δ k m − δ j m δ k l .
Why is an index appearing three times illegal? Repeated index ek pairwise sum mean karta hai; teen copies pairing ko ambiguous bana dete hain.
Simplify δ ij δ j k . δ ik .
What does ε ij k equal if two indices are equal? 0 .
Dot product aur Cross product — dono convention ke zariye compact form mein likhe jaate hain.
Kronecker delta aur Levi-Civita symbol — index algebra ke do engines.
Matrix multiplication — ek shared repeated index se encode hoti hai.
Tensors — convention upper/lower (contravariant/covariant) indices tak generalise hoti hai.
Determinants — 3D mein det A = ε ij k A 1 i A 2 j A 3 k .
Vector calculus identities — epsilon–delta identity se seconds mein derive hoti hain.
Sum over indices repetitive
Einstein summation convention
Dummy index appears twice