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Tensor                (None)                (x)           (.)            (:)
Operations
                 Inner Product     Cross Product Outer Product      Dyadic Product
                        0                   -1            -2             -4
Scalar=0 , Vector=1, Tensor=2

Inner Product
      ∂                           ∂u           ∂v      ∂w    
                                  ∂x                         
      ∂x                                       ∂x      ∂x    
      ∂                            ∂u           ∂v      ∂w
∇u =            (u v         w )=
                                    ∂y
                                                                
                                                                
       ∂y                                         ∂y      ∂y
                                                             
      ∂                           ∂u           ∂v      ∂w    
                                  ∂z                         
      ∂z                                       ∂z      ∂z    
∇P =vector (none) scalar=1+0+0=1 (vector)


      ∂                            ∂P          ∂ (0)   ∂ (0) 
                                   ∂x           ∂y      ∂x 
      ∂x       P     0      0                              
      ∂                           ∂ (0)       ∂P      ∂ (0) 
∇P =          0      P      0 = 
       ∂y                             ∂y          ∂y      ∂y 
              0
                       0        
                               P                               
      ∂                            ∂ (0)       ∂ (0)   ∂P 
                                   ∂z
      ∂z                                        ∂z      ∂z  



Inner Product will always increase the order of tensor
Outer Product

Divergence of velocity = ∇.u =vector (outer) vector=1-2+1=0 (scalar)




u . ∇u
    inner   = vector.tensor=1-2+2=1 (vector)
  outer

                         ∂u       ∂v      ∂w   
                         ∂x       ∂x      ∂x   
                                               
                          ∂u       ∂v      ∂w
u . ∇u = (u v        w )
                         ∂y
                                                
                                                
                                   ∂y      ∂y
   inner
                                               
 outer
                         ∂u       ∂v      ∂w   
                         ∂z
                                  ∂z      ∂z   
                                                

   ∂u     ∂u    ∂u  ɵ  ∂v    ∂v    ∂v       ∂w     ∂w    ∂w 
= u    +v    +w     i + u +v    +w     j + u    +v    +w    k
    ∂x    ∂y    ∂z   ∂x      ∂y    ∂z        ∂x    ∂x    ∂x 



Outer Product will always reduce the order of tensor
Dyadic Product

σ : τ =2-4+2=0 (scalar)
        σ xx   σ xy   σ xz  τ xx     τ xy   τ xz 
                                                 
σ : τ = σ yx   σ yy   σ yz  : τ yx   τ yy   τ yz 
        σ zx   σ zy   σ zz  τ zx     τ zy   τ zz 
                                                 

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Tensor operations

  • 1. Tensor (None) (x) (.) (:) Operations Inner Product Cross Product Outer Product Dyadic Product 0 -1 -2 -4 Scalar=0 , Vector=1, Tensor=2 Inner Product  ∂   ∂u ∂v ∂w     ∂x   ∂x   ∂x ∂x   ∂  ∂u ∂v ∂w ∇u =   (u v w )=  ∂y   ∂y ∂y ∂y      ∂   ∂u ∂v ∂w     ∂z   ∂z   ∂z ∂z  ∇P =vector (none) scalar=1+0+0=1 (vector)  ∂   ∂P ∂ (0) ∂ (0)     ∂x ∂y ∂x   ∂x  P 0 0    ∂   ∂ (0) ∂P ∂ (0)  ∇P =  0 P 0 =  ∂y  ∂y ∂y ∂y   0  0   P   ∂   ∂ (0) ∂ (0) ∂P     ∂z  ∂z   ∂z ∂z   Inner Product will always increase the order of tensor
  • 2. Outer Product Divergence of velocity = ∇.u =vector (outer) vector=1-2+1=0 (scalar) u . ∇u inner = vector.tensor=1-2+2=1 (vector) outer  ∂u ∂v ∂w   ∂x ∂x ∂x    ∂u ∂v ∂w u . ∇u = (u v w )  ∂y   ∂y ∂y inner   outer  ∂u ∂v ∂w   ∂z  ∂z ∂z    ∂u ∂u ∂u  ɵ  ∂v ∂v ∂v   ∂w ∂w ∂w  = u +v +w  i + u +v +w  j + u +v +w k  ∂x ∂y ∂z   ∂x ∂y ∂z   ∂x ∂x ∂x  Outer Product will always reduce the order of tensor
  • 3. Dyadic Product σ : τ =2-4+2=0 (scalar) σ xx σ xy σ xz  τ xx τ xy τ xz      σ : τ = σ yx σ yy σ yz  : τ yx τ yy τ yz  σ zx σ zy σ zz  τ zx τ zy τ zz     