Important Theorems for Engineering Maths or Mathematics - Vector Subspaces: Theorems Part 2
Vector Subspaces: Theorems Part 2
Theorem 6
Any intersection of
subspace of a vector space is a subspace of V.
Proof:
W=
{∩Wi/Wi is subspace of V)
Every
subspace contains the zero vector
0
∈ Wi
⇒ 0 ∈ Wi
0 ∈
W.
Let
α ∈ F and x, y ∈ W
x,
y ∈ Wi
x+y
∈ Wi (. Wi is a subspace)
⇒ x+y ∈ ∩ Wi
x + y ∈
W;
Let
x ∈ Wi, α ∈ F
α
x ∈ Wi (. Wi is a subspace)
αx ∈
∩ Wi
W is a subspace of V.
(OR)
Let
C be a collection of subspaces of V, W be the intersection of subspaces in C.
Since every subspace contains the zero vector, 0 ∈ W. Let a ∈ F and x, y ∈ W. Then x and y are
contained in each subspace in C. Because each subspace in C is closed under
addition and scalar multiplication, it follows that x+y and ax are contained in
each subspace in C. Hence x + y and ax are also contained in W, so that W is a
subspace of V.
Note:
The union of two subspaces of V need not be a subspace of V.
For example:
Let
V=R3 is a vector space over R.
W1
= {(0, x, y)/x, y ∈ R);
W2 = {(x, 0, y)/x, y∈R)
are subspaces of V.
W1∪W2 = {(x, y,
z)/ either x = 0 or y = 0}
(0, 2, 3) + (5, 0, 4) = (5, 2, 7) ∉ W1 ∪ W2
W1∪W2 is not a
subspace of V.
Theorem 7
W1 and W2
be subspaces of V. Prove that W1 ∪
W2 is a subspaces of V if and only if W1 W2
(or) W2
W1.
Proof:
Given
W1 and W2 are subspaces. Assume that W1 ∪ W2 is a
subspace of V.
To prove
W1
W2 such that w1 ∈ W1 ⇒
w1 ∉
W2
Let
w2 ∈
W2 ⇒ w1
+ w2 ∈
W1 ∪
W2
w1+w2 ∈ W1 or w1+w2
∈ W2
Suppose
w1+w2 ∈
W2.
Given
w2 ∈
W2 then there exists − w2 ∈ W2
(W2
is a subspace)
then
w1+w2‒w2 ∈
W2
⇒
w1 ∈
W2.
This
is a contradiction to our initial assumption.
W1 ∉ W2 (ie) w1+w2
∈ W2 is not
true.
..
w1 + W2 ∈
W1.
Hence
W1
W2.
Conversely,
Assume
W1
W2 or W2
W1
To prove:
W1 ∪ W2
is a subspace
Since
W1
W2 or W2
W1
W1 ∪ W2 = W2 and W1
∪ W2 = W1
Here
W1 and W2 are subspaces of V.
W1 ∪ W2 is a subspace of V.
Example 6
Let V be a vector space
over F and let V1, V2 be the subspaces of V, then prove
that W=V1+V2 = { v = v1 + v2 / v1
∈ V1 ; v2 ∈ V2} is a subspace of V.
Solution:
Let
v, v' ∈ W and α ∈ F then
v=v1+v2; v1, v1' ∈ v1
v=v1'
+ v2'; v2, v2'
∈ V2
αv + v′ = α (v1 + v2) +
(v1′ + v2′)
=
αv1 + v1' + αv2 + v2′
(αv1 + v1′ ∈ V1, αv2
+ v2′ ∈
V2)
V1+V2
= W
W is a
subspace.
Definition:
Direct sum:
A vector space V is called the direct sum of W1 and W2 if
W1 and W2 are subspaces of V such that W1∩W2
= {0} and W1 + W2 = V. We denote that V is the direct sum
of W1 and W2 by writing V=W1
W2.
Definition
It
S1 and S2 are non−empty sub sets of a vector space V,
then the sum of S1 and S2 denoted by S1 + S2
is the set (x+y; x ∈
S1 and y ∈
S2}.
Linear Algebra: UNIT I: Vector Spaces : Tag: maths, mathematics : - Vector Subspaces: Theorems Part 2
Linear Algebra
MA25C02 2nd Semester | 2025 Regulation
English Essentials II
EN25C02 2nd Semester | 2025 Regulation | 2nd Semester 2025 Regulation
Tamils and Technology தமிழர்களும் தொழில்நுட்பமும்
UC25H02 2nd Semester | 2025 Regulation | 2nd Semester 2025 Regulation
Linear Algebra
MA25C02 2nd Semester | 2025 Regulation
Transforms and its Applications
MA25C03 2nd Semester EEE Dept | 2025 Regulation | 2nd Semester 2025 Regulation
Applied Physics (CE) II
PH25C02 2nd Semester Civil, Agri Depts | 2025 Regulation | 2nd Semester 2025 Regulation
Applied Physics (CSIE) II
PH25C03 2nd Semester AIDS, CSE, IT, CSE(CY) Dept | 2025 Regulation | 2nd Semester 2025 Regulation
Applied Physics (EE) II
PH25C04 2nd Semester EEE Dept | 2025 Regulation | 2nd Semester 2025 Regulation
Applied Physics (ME) II
PH25C05 2nd Semester Mechanical Dept | 2025 Regulation | 2nd Semester 2025 Regulation
Applied Chemistry (CE) II
CY25C02 2nd Semester Civil Dept | 2025 Regulation | 2nd Semester 2025 Regulation
Applied Chemistry (ME) II
CY25C03 2nd Semester Mechanical Dept | 2025 Regulation | 2nd Semester 2025 Regulation
Electron Devices
EC25C01 2nd Semester ECE Dept | 2025 Regulation | 2nd Semester 2025 Regulation
Digital Principles and Computer Organization
CS25C06 2nd Semester AIDS, CSE, IT, CSE(CY) Dept | 2025 Regulation | 2nd Semester 2025 Regulation
Basic Electrical and Electronics Engineering
EE25C01 2nd Semester | 2025 Regulation | 2nd Semester 2025 Regulation
Basic Civil and Mechanical Engineering
GE25C01 2nd Semester EEE Dept | 2025 Regulation | 2nd Semester 2025 Regulation
Data Structures using CPlusPlus
CS25C05 2nd Semester ECE Dept | 2025 Regulation | 2nd Semester 2025 Regulation
Engineering Drawing
ME25C01 EEE, Mech, Agri, EEE Depts | 2025 Regulation | 2nd Semester 2025 Regulation
Data Structures and Algorithms
CS25C04 2nd Semester EEE Dept | 2025 Regulation
Circuits and Network Analysis
EC25C02 2nd Semester ECE Dept | 2025 Regulation | 2nd Semester 2025 Regulation
Engineering Mechanics
ME25C02 2nd Semester Mech, Civil, Agri Depts | 2025 Regulation | 2nd Semester 2025 Regulation
Object Oriented Programming (OOPs)
CS25C07 2nd Semester CSE, CSE(CY) Depts | 2025 Regulation | 2nd Semester 2025 Regulation