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Double Contraction in Tensor Notation | a_ij b_ij Explained for Solid Mechanics
This video explains the tensor expression a_ij b_ij from the ground up.
In solid mechanics, a_ij b_ij represents the double contraction of two second-order tensors. It is equivalent to A:B and tr(A^T B). The video shows the full Einstein summation expansion, a complete hand calculation, and the connection to stress power density, the Frobenius norm, and the J2 invariant of deviatoric stress.
Topics covered:
• What a_ij b_ij means
• Why both i and j are summed
• Expansion of a_ij b_ij into nine terms
• Complete numerical hand calculation
• Relation to A:B and tr(A^T B)
• Stress power density: sigma_ij epsilon_dot_ij
• Correct rule for contraction order using free indices
• Repeated-index restrictions in Einstein notation
• Frobenius norm: A_ij A_ij
• J2 invariant: J2 = 1/2 s_ij s_ij
Chapters:
00:00 Introduction: what is a_ij b_ij?
00:27 Meaning of repeated indices
00:49 Einstein summation expansion
01:11 Numerical tensors A and B
01:22 Row-wise hand calculation
01:53 Equivalent notations: A:B and tr(A^T B)
02:20 Trace calculation check
02:38 Solid mechanics meaning: stress power density
03:09 Correct rule for contraction order
04:04 Repeated-index restriction
04:28 Frobenius norm
04:55 Connection to the J2 invariant
05:30 Final memory map
This video is part of a solid mechanics tensor-algebra learning series for engineering students, researchers, and anyone studying continuum mechanics, FEM, elasticity, plasticity, soil mechanics, granular mechanics, or constitutive modeling.
#SolidMechanics #TensorAlgebra #ContinuumMechanics
Видео Double Contraction in Tensor Notation | a_ij b_ij Explained for Solid Mechanics канала DEM & Granular Mechanics Lab
In solid mechanics, a_ij b_ij represents the double contraction of two second-order tensors. It is equivalent to A:B and tr(A^T B). The video shows the full Einstein summation expansion, a complete hand calculation, and the connection to stress power density, the Frobenius norm, and the J2 invariant of deviatoric stress.
Topics covered:
• What a_ij b_ij means
• Why both i and j are summed
• Expansion of a_ij b_ij into nine terms
• Complete numerical hand calculation
• Relation to A:B and tr(A^T B)
• Stress power density: sigma_ij epsilon_dot_ij
• Correct rule for contraction order using free indices
• Repeated-index restrictions in Einstein notation
• Frobenius norm: A_ij A_ij
• J2 invariant: J2 = 1/2 s_ij s_ij
Chapters:
00:00 Introduction: what is a_ij b_ij?
00:27 Meaning of repeated indices
00:49 Einstein summation expansion
01:11 Numerical tensors A and B
01:22 Row-wise hand calculation
01:53 Equivalent notations: A:B and tr(A^T B)
02:20 Trace calculation check
02:38 Solid mechanics meaning: stress power density
03:09 Correct rule for contraction order
04:04 Repeated-index restriction
04:28 Frobenius norm
04:55 Connection to the J2 invariant
05:30 Final memory map
This video is part of a solid mechanics tensor-algebra learning series for engineering students, researchers, and anyone studying continuum mechanics, FEM, elasticity, plasticity, soil mechanics, granular mechanics, or constitutive modeling.
#SolidMechanics #TensorAlgebra #ContinuumMechanics
Видео Double Contraction in Tensor Notation | a_ij b_ij Explained for Solid Mechanics канала DEM & Granular Mechanics Lab
solid mechanics tensor algebra double contraction a_ij b_ij Einstein summation indicial notation tensor notation continuum mechanics stress power Frobenius norm J2 invariant deviatoric stress von Mises plasticity elasticity FEM engineering mechanics tensor calculus continuum mechanics tutorial solid mechanics tutorial tensor operations A double dot B trace of A transpose B civil engineering geomechanics granular mechanics
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18 мая 2026 г. 6:52:41
00:05:58
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