3.3.3 Tensor Linear Functional Additivity Preservation
Tensor linear functionals preserve additivity by maintaining linearity under tensor algebra operations, ensuring structural consistency in multilinear mappings.
Tensor Linear Functional Additivity Preservation is the fact that when two linear functionals are combined by the pointwise addition operation defining V* as a vector space, the resulting function is itself still a linear functional, satisfying both membership conditions of additivity and homogeneity required for inclusion in V*, so that the set of linear functionals is closed under addition rather than merely being a set that happens to contain some linear and some nonlinear functions after combination.
Statement of the Preservation Property
What Must Be Verified
Given ω_1, ω_2 ∈ V*, their pointwise sum is defined by (ω_1 + ω_2)(v) = ω_1(v) + ω_2(v) for every v ∈ V. Additivity preservation is the claim that this sum, ω_1 + ω_2, itself satisfies the membership test for V*: it must be additive in its own argument, (ω_1 + ω_2)(v_a + v_b) = (ω_1 + ω_2)(v_a) + (ω_1 + ω_2)(v_b), and homogeneous, (ω_1 + ω_2)(cv) = c(ω_1 + ω_2)(v). Without this verification, the pointwise sum of two covectors would be merely some function V → F, not necessarily a new element of V*.
Verification of the Additive Condition
Direct Computation
For v_a, v_b ∈ V:
which, by additivity of ω_1 and ω_2 individually, equals ω_1(v_a) + ω_1(v_b) + ω_2(v_a) + ω_2(v_b), and regrouping gives (ω_1(v_a) + ω_2(v_a)) + (ω_1(v_b) + ω_2(v_b)) = (ω_1 + ω_2)(v_a) + (ω_1 + ω_2)(v_b), exactly the additivity condition required of ω_1 + ω_2.
The Role of Commutativity of Addition in F
The regrouping step relies on commutativity and associativity of addition in the scalar field F, rearranging ω_1(v_a) + ω_1(v_b) + ω_2(v_a) + ω_2(v_b) into the paired form needed; this is a mild but necessary use of the field's own additive structure, underscoring that additivity preservation for functionals rests on the arithmetic of F in addition to the additivity of ω_1 and ω_2 themselves.
Verification of the Homogeneous Condition
Direct Computation
For v ∈ V and a scalar c:
using homogeneity of ω_1 and ω_2 individually, then distributivity of scalar multiplication over addition in F to factor out c. This confirms the second half of the membership test for ω_1 + ω_2.
Closure of V* Under Addition
V* as a Closed Set Under the Pointwise Sum
Because both conditions hold for arbitrary ω_1, ω_2 ∈ V*, the set V* is closed under pointwise addition: the sum of two linear functionals is always another linear functional, never a function lying outside V*. This closure is one of the axioms required for V*, equipped with pointwise addition, to qualify as a vector space in its own right, alongside the corresponding closure under scalar multiplication.
Necessity for the Dual Space to Be Well Defined
Without additivity preservation, the phrase "V* is a vector space" would be unjustified, since the addition operation used to define vector-space structure on V* would risk producing elements falling outside V* itself; additivity preservation is therefore not a supplementary observation but a load-bearing requirement for the basic definition of the dual space to be internally consistent.