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NPTEL  Physics  Mathematical Physics - 1
Lecture 28
Algelraic properties of tensors
Like vectors, the tensors obey certain operations which are:
a) Addition
If T and S are two tensors of type (r, s), then their sum U = T + S is defined as
1


1..
= 1..
+ 1..

 1   1

Thus U is also a tensor of type (r, s), which can be easily proved by showing the
transformation property,
1..
=
ヌ
 1

モ1
1 

ヌ 
  
モ ヌ 1
  
ヌ 
1
ヰ
1..
Page 13 of 20
Joint initiative of IITs and IISc  Funded by MHRD
1

b) Multiplication
If T is a tensor of type (1, 1) and S is a tensor of type (2, 2),
then the product U = T  S, defined component wise as,
 1

1+2 1 1 1+2
1.. 1+ 2
= 
1.. 1

 1+1 .. 1+
 2  1   +1

Which is a tensor of type (1 + 2, 1 + 2). For example, if T is a tensor of type
 
(1,2) with components   and S is a tensor type (2,1) with components 
,
then the components of the tensor product U as,
  
and they transform according to the rules,
 =  


    



=   =
 
  



The above shows that U is a tensor of rank (3, 3).
c) Contraction
The contraction is defined by the following operation  given by a tensor
type (r, s), take a covariant index and set it equal to a contravariant index, that
is, sum over those two indices. It will result in a tensor of type (r-1, s-1). An
example will make it clear. Take a tensor of type (2, 1) whose
ヌ    2 ヌ  ヌ  ヰ

 ヌ 

ヌ2  ヰ ヰ  ヰ
Page 14 of 20
Joint initiative of IITs and IISc  Funded by MHRD
NPTEL  Physics  Mathematical Physics - 1
components are  
and set k = j. Now how do the components of 

 
transform?
 =
 


ヌ ヌ  
=
ヌ
   
ヰ ヰ ヌ  
モ


This shows that  transforms as components of a contravariant tensor of type
(1, 0).
Of specific interest is a tensor of type (1, 1). Contracting this, one will get a
tensor of type (0, 0) i.e. a scalar. Let 癌 is a contravariant vector with
components 基 and 汲 is a covariant vector with components 巨. Then
 =  巨 is a tensor of type (1, 1). When one contracts it, one gets  = A Bi
which is a scalar as we have taken dot product of two vectors.


   i
Symmetrization
Some of the tensors we come across in physics have the property that when
two of their indices are interchanged, the tensors either change or do not
change sign. The ones which do not change sign are called as
symmetric tensors and those which change sign under change of indices
are called as antisymmetric tensors. Examples are 
 = ji ;  is a symmetric tensor
 = ji ;  is an antisymmetric tensor

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lec28.ppt

  • 1. NPTEL Physics Mathematical Physics - 1 Lecture 28 Algelraic properties of tensors Like vectors, the tensors obey certain operations which are: a) Addition If T and S are two tensors of type (r, s), then their sum U = T + S is defined as 1 1.. = 1.. + 1.. 1 1 Thus U is also a tensor of type (r, s), which can be easily proved by showing the transformation property, 1.. = ヌ 1 モ1 1 ヌ モ ヌ 1 ヌ 1 ヰ 1.. Page 13 of 20 Joint initiative of IITs and IISc Funded by MHRD 1 b) Multiplication If T is a tensor of type (1, 1) and S is a tensor of type (2, 2), then the product U = T S, defined component wise as, 1 1+2 1 1 1+2 1.. 1+ 2 = 1.. 1 1+1 .. 1+ 2 1 +1 Which is a tensor of type (1 + 2, 1 + 2). For example, if T is a tensor of type (1,2) with components and S is a tensor type (2,1) with components , then the components of the tensor product U as, and they transform according to the rules, = = = The above shows that U is a tensor of rank (3, 3). c) Contraction The contraction is defined by the following operation given by a tensor type (r, s), take a covariant index and set it equal to a contravariant index, that is, sum over those two indices. It will result in a tensor of type (r-1, s-1). An example will make it clear. Take a tensor of type (2, 1) whose ヌ 2 ヌ ヌ ヰ ヌ ヌ2 ヰ ヰ ヰ
  • 2. Page 14 of 20 Joint initiative of IITs and IISc Funded by MHRD NPTEL Physics Mathematical Physics - 1 components are and set k = j. Now how do the components of transform? = ヌ ヌ = ヌ ヰ ヰ ヌ モ This shows that transforms as components of a contravariant tensor of type (1, 0). Of specific interest is a tensor of type (1, 1). Contracting this, one will get a tensor of type (0, 0) i.e. a scalar. Let 癌 is a contravariant vector with components 基 and 汲 is a covariant vector with components 巨. Then = 巨 is a tensor of type (1, 1). When one contracts it, one gets = A Bi which is a scalar as we have taken dot product of two vectors. i Symmetrization Some of the tensors we come across in physics have the property that when two of their indices are interchanged, the tensors either change or do not change sign. The ones which do not change sign are called as symmetric tensors and those which change sign under change of indices are called as antisymmetric tensors. Examples are = ji ; is a symmetric tensor = ji ; is an antisymmetric tensor