Q.If x[23]+y[−11]=[105], find the values of x and y.
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Linear Combination
A linear combination is what you get when you take a few objects, scale each by a number, and add the results. It is the single most important pattern in linear algebra, because scalar multiplication and addition are the only two operations it uses.
The Idea
Given objects A1,A2,…,Ak (they can be vectors, or matrices of the same order) and scalars c1,c2,…,ck, the linear combination is
c1A1+c2A2+⋯+ckAk.
Each ciAi is a scalar multiple; then you add them all. The scalars are called the coefficients or weights.
A Concrete Example
With vectors u=(1,0) and v=(0,1):
3u+2v=(3,0)+(0,2)=(3,2).
So the point (3,2) is a linear combination of u and v with weights 3 and 2. The same idea works for matrices — e.g. 2A−B is a linear combination of A and B with coefficients 2 and −1.
Why It Matters
- Building everything from a few pieces. Every vector in the plane is a linear combination of i=(1,0) and j=(0,1). Such a generating set is the seed of the idea of a basis.
- Asking "can I reach this?" Deciding whether w is a linear combination of given vectors is the same as asking whether a system of linear equations has a solution.
- Dependence. If one object is a linear combination of the others, the set carries redundant information (it is linearly dependent). …
Concept: Linear Combination — we solve a vector equation by equating components.
Write the given equation as two scalar equations:
{2x−y=103x+y=5
Add the two equations to eliminate y:
(2x−y)+(3x+y)=10+5⇒5x=15⇒x=3
Substitute x=3 into the first equation: …
This is a system of two linear equations in two unknowns, written in vector form. Solving it gives x=3 and y=−4.
The problem gives you a linear combination of two vectors equaling a third vector. A linear combination just means you scale each vector by some number (here x and y) and add them. When two vectors are not multiples of each other (they aren't, here), they form a basis for the plane — so any target vector can be uniquely expressed as a combination of them.
The vector equation
x[23]+y[−11]=[105]
is really two scalar equations hiding inside one compact form. Each row gives you one equation.
- Write the two equations. From the first row: 2x+(−1)y=10, i.e.
2x−y=10
From the second row: 3x+1⋅y=5, i.e.
3x+y=5
- Solve the system. The simplest way here is elimination: add the two equations.
(2x−y)+(3x+y)=10+5
The y terms cancel: 5x=15, so x=3.
- Find y. Substitute x=3 into either equation. Using 3x+y=5: …
Method: Turning a column-vector equation into scalar equations
A linear combination of column vectors set equal to another column vector is really several scalar equations stacked together — one per row. Split it, then solve the resulting system.
Steps
Step 1: Read off one equation per row
The i-th entry on the left must equal the i-th entry on the right. For x[23]+y[−11]=[105] this gives 2x−y=10 and 3x+y=5. …
Common Mistakes
Mistake 1: Trying to "divide" the equation by a vector
Why it's wrong: vectors and matrices have no division, so you cannot isolate x by dividing through by [23]. Correct approach: break the single vector equation into component (row-wise) scalar equations.
Mistake 2: Pairing a scalar with the wrong vector …
Showing the 12 most recent of 17 on this concept.
- AP EAPCET 2022Set eng-2022-07-05-FN1 markMCQQ.aˉ,bˉ,cˉ are non-coplanar vectors. If aˉ+3bˉ+4cˉ=x(aˉ−2bˉ+3cˉ)+y(aˉ+5bˉ−2cˉ)+z(6aˉ+14bˉ+4cˉ) then x+y+z= (A) −5 (B) −4 (C) 4 (D) 5
›Reveal solutionSolution
Non-coplanar vectors are linearly independent, so matching coefficients turns a vector equation into a 3×3 linear system; solving gives x+y+z=−4.
Concept and Intuition
Because aˉ,bˉ,cˉ are non-coplanar, no nontrivial combination of them is zero — they behave exactly like an independent basis {aˉ,bˉ,cˉ}. So if two linear combinations of them are equal as vectors, the coefficients of aˉ, of bˉ, and of cˉ must separately match on both sides. This converts a single vector equation into three independent scalar equations in x,y,z.
Step-by-Step Solution
- Expand the right side: x(aˉ−2bˉ+3cˉ)+y(aˉ+5bˉ−2cˉ)+z(6aˉ+14bˉ+4cˉ)=(x+y+6z)aˉ+(−2x+5y+14z)bˉ+(3x−2y+4z)cˉ.
- Match with the left side aˉ+3bˉ+4cˉ: x+y+6z=1 …(i) −2x+5y+14z=3 …(ii) 3x−2y+4z=4 …(iii)
- From (i): x=1−y−6z. Substitute into (ii): −2(1−y−6z)+5y+14z=3⇒7y+26z=5 …(ii′).
- Substitute into (iii): 3(1−y−6z)−2y+4z=4⇒−5y−14z=1⇒5y+14z=−1 …(iii′). …
- AP EAPCET 2026Set eng-2026-05-15-FN1 markMCQQ.If the two systems of equations x+y−2z=0, 4x+4y−8z=0, 3x+3y−6z=0 and x+y+z=3, 2x+2y−z=λ, x+y−μz=1 have the same set of solutions, then λ+μ= (A) 0 (B) −5 (C) 2 (D) 4
›Reveal solutionSolution
The first system reduces to x+y=2z; forcing the second system to hold on that solution set gives λ=3, μ=1, so λ+μ=4.
First system. The three equations x+y−2z=0, 4x+4y−8z=0, 3x+3y−6z=0 are all proportional, so the system collapses to the single relation
x+y−2z=0⟹x+y=2z.
Its solution set is this plane.
Match with the second system. For both systems to share the same solutions, every solution must also satisfy x+y+z=3, 2x+2y−z=λ, x+y−μz=1. Substitute x+y=2z: …
- AP EAPCET 2024Set eng-2024-05-21-FN1 markMCQQ.aˉ=αiˉ+βjˉ+3kˉ, bˉ=jˉ+2kˉ, cˉ=3iˉ+2jˉ+kˉ are linearly dependent vectors and magnitude of aˉ is 14. If α,β are integers then α+β= (A) 3 (B) −3 (C) 5 (D) −5
›Reveal solutionSolution
This tests linear dependence of vectors (zero scalar triple product) combined with a magnitude condition; the answer is α+β=3.
Concept and Intuition
Three vectors in 3D are linearly dependent exactly when their scalar triple product (the determinant of their components) is zero — this is the vector-algebra analogue of coplanarity.
Step-by-Step Solution
- Set up the determinant condition: α03β12321=0.
- Expand: α(1⋅1−2⋅2)−β(0⋅1−2⋅3)+3(0⋅2−1⋅3)=−3α+6β−9=0.
- Simplify: α=2β−3.
- Magnitude condition: α2+β2+9=14⇒α2+β2=5.
- Substitute: (2β−3)2+β2=5⇒4β2−12β+9+β2=5⇒5β2−12β+4=0. …
- AP EAPCET 2022Set eng-2022-07-06-FN1 markMCQQ.Let aˉ=2iˉ+3jˉ+kˉ, bˉ=4iˉ+jˉ, cˉ=iˉ−3jˉ−7kˉ. If rˉ=xiˉ+yjˉ+zkˉ, rˉ.aˉ=9, rˉ.bˉ=7, rˉ.cˉ=6 then (x,y,z)= (A) (1,−3,2) (B) (−1,3,−2) (C) (1,3,2) (D) (1,3,−2)
›Reveal solutionSolution
Translating each dot-product condition into a linear equation in x,y,z and solving the resulting system gives (D) (1,3,−2).
Concept and Intuition
rˉ⋅aˉ=9 etc. are just linear equations in the unknown components x,y,z of rˉ, obtained by expanding the dot products component-wise. This reduces a vector problem to ordinary simultaneous linear equations.
Step-by-Step Solution
- rˉ⋅aˉ=2x+3y+z=9 …(1)
- rˉ⋅bˉ=4x+y=7 …(2)
- rˉ⋅cˉ=x−3y−7z=6 …(3)
- From (2): y=7−4x.
- Substitute into (1): 2x+3(7−4x)+z=9⇒2x+21−12x+z=9⇒z=10x−12. …
- AP EAPCET 2025Set eng-2025-05-22-AN1 markMCQQ.If the values x=α,y=β,z=γ satisfy all the 3 equations x+2y+3z=4, 3x+y+z=3 and x+3y+3z=2, then 3α+γ= (A) β (B) 2β (C) 1−2β (D) 2β+1
›Reveal solutionSolution
Solving the linear system gives α=87, β=−2, γ=819, so 3α+γ=5=1−2β — option (C).
Concept and Intuition
When a question asks for a combination of the unknowns in terms of one of them, the cleanest path is usually still to just solve the (consistent, unique) linear system directly and then match the numeric answer against each option evaluated at the found value of β — this avoids needing to spot a clever linear-combination trick.
Step-by-Step Solution
- The system is: (1) x+2y+3z=4; (2) 3x+y+z=3; (3) x+3y+3z=2.
- From (1): x=4−2y−3z.
- Substitute into (3): (4−2y−3z)+3y+3z=2⇒4+y=2⇒y=−2. So β=−2.
- Substitute x=4−2y−3z into (2): 3(4−2y−3z)+y+z=3⇒12−6y−9z+y+z=3⇒−5y−8z=−9⇒5y+8z=9.
- With y=−2: 5(−2)+8z=9⇒−10+8z=9⇒8z=19⇒z=819. So γ=819.
- Then x=4−2(−2)−3⋅819=4+4−857=8−857=864−57=87. So α=87. …
- AP EAPCET 2022Set eng-2022-07-07-AN1 markMCQQ.If a=i+2j+3k, b=2i+3j+k, c=8i+13j+9k and xa+yb+zc=0, then z2xy= (A) -1 (B) -6 (C) 6 (D) 1
›Reveal solutionSolution
A homogeneous vector equation in three unknowns reduces to solving a linear system for the ratio x:y:z; substituting back gives xy/z2=6.
Concept and Intuition
When xa+yb+zc=0 for vectors in 3D, each Cartesian component gives one linear equation, so we get a homogeneous 3×3 system. Since the vectors are linearly dependent (the problem guarantees a nontrivial solution), the system has a one-parameter family of solutions — we only need the ratios x:y:z.
Step-by-Step Solution
- a=(1,2,3), b=(2,3,1), c=(8,13,9).
- Component equations: x+2y+8z=0; 2x+3y+13z=0; 3x+y+9z=0.
- From the first equation: x=−2y−8z.
- Substitute into the second: 2(−2y−8z)+3y+13z=0⇒−4y−16z+3y+13z=0⇒−y−3z=0⇒y=−3z.
- Then x=−2(−3z)−8z=6z−8z=−2z. …
- AP EAPCET 2024Set eng-2024-05-20-AN1 markMCQQ.The equation of straight line passing through the point of intersection of the lines represented by x2+4xy+3y2−4x−10y+3=0 and the point (2,2) is (A) 2x+3y−10=0 (B) 3x+2y−10=0 (C) 2x+y−6=0 (D) x+2y−6=0
›Reveal solutionSolution
Factor the pair-of-lines conic to find its two component lines, get their intersection point, then find the line joining that point to (2,2). Answer: 3x+2y−10=0.
Concept and Intuition
A second-degree equation representing two straight lines can be factored as (x+y+a)(x+3y+b)=0 (matching the x2+4xy+3y2 part, which factors as (x+y)(x+3y)), and the constants a,b are found by matching the linear and constant terms.
Step-by-Step Solution
- x2+4xy+3y2=(x+y)(x+3y) (check: x2+3xy+xy+3y2=x2+4xy+3y2 ✓).
- Write the full conic as (x+y+a)(x+3y+b)=0. Expanding: x2+4xy+3y2+(a+b)x+(3a+b)y+ab.
- Match to −4x−10y+3: a+b=−4, 3a+b=−10, ab=3.
- Subtract: (3a+b)−(a+b)=−10−(−4)⇒2a=−6⇒a=−3. Then b=−4−(−3)=−1. Check: ab=(−3)(−1)=3 ✓. …
- AP EAPCET 2025Set eng-2025-05-26-FN1 markMCQQ.The vector equation of a plane passing through the line of intersection of the planes rˉ.(iˉ−2kˉ)=3, rˉ.(2jˉ+kˉ)=5 and the point iˉ+2jˉ+3kˉ is (A) rˉ.(iˉ+4jˉ)=13 (B) rˉ.(iˉ+6jˉ+kˉ)=18 (C) rˉ.(iˉ+2jˉ−kˉ)=8 (D) rˉ.(iˉ+8jˉ+2kˉ)=23
›Reveal solutionSolution
Use the one-parameter family of planes through the line of intersection of two given planes, then pin down the parameter using the extra point. Answer: rˉ⋅(iˉ+8jˉ+2kˉ)=23.
Concept and Intuition
Any plane containing the intersection line of two planes P1=d1 and P2=d2 can be written as P1+λP2=d1+λd2 for some scalar λ — this is the standard "family of planes" trick, and a single extra point pins down λ uniquely.
Step-by-Step Solution
- Given planes: rˉ⋅(iˉ−2kˉ)=3 and rˉ⋅(2jˉ+kˉ)=5.
- Family: rˉ⋅[(iˉ−2kˉ)+λ(2jˉ+kˉ)]=3+5λ, i.e. rˉ⋅[iˉ+2λjˉ+(λ−2)kˉ]=3+5λ.
- This plane must pass through (1,2,3) (from iˉ+2jˉ+3kˉ):
1(1)+2λ(2)+(λ−2)(3)=3+5λ
1+4λ+3λ−6=3+5λ⇒7λ−5=3+5λ⇒2λ=8⇒λ=4.
- Substitute λ=4: coefficient vector becomes iˉ+8jˉ+(4−2)kˉ=iˉ+8jˉ+2kˉ, and RHS =3+5(4)=23. …
- AP EAPCET 2021Set eng-2021-08-19-AN1 markMCQQ.X intercept of the plane containing the line of intersection of the planes x−2y+z+2=0 and 3x−y−z+1=0 and also passing through (1,1,1) is ________ (A) 31 (B) 2 (C) 21 (D) 41
›Reveal solutionSolution
Using the standard family-of-planes trick through the given point pins down λ, and the resulting plane has x-intercept 1/2.
Concept and Intuition
Any plane containing the line of intersection of two given planes can be written as their linear combination (P1)+λ(P2)=0; requiring it to pass through an extra point fixes λ uniquely.
Step-by-Step Solution
- Family: (x−2y+z+2)+λ(3x−y−z+1)=0.
- Substitute (1,1,1): (1−2+1+2)+λ(3−1−1+1)=2+2λ=0⇒λ=−1. …
- AP EAPCET 2021Set eng-2021-08-20-AN1 markMCQQ.If a=i^+j^+k^, b=i^−j^+2k^ and c=xi^+(x−2)j^−k^ and if the vector c lies in the plane of vectors a and b then 'x' equals (A) 0 (B) 1 (C) 2 (D) −2
›Reveal solutionSolution
A vector lies in the plane spanned by two other vectors exactly when their scalar triple product is zero; solving that determinant equation gives x=−2.
Concept and Intuition
Three vectors are coplanar (i.e. one lies in the plane of the other two, assuming those two are independent) exactly when their scalar triple product [a b c]=a⋅(b×c) vanishes, since that product measures the (signed) volume of the parallelepiped they'd form — zero volume means they're flat/coplanar.
Step-by-Step Solution
- Set up the determinant [a b c]=11x1−1x−212−1.
- Expand along the first row: 1[(−1)(−1)−2(x−2)]−1[1(−1)−2x]+1[1(x−2)−(−1)x].
- First bracket: 1−2(x−2)=1−2x+4=5−2x.
- Second bracket: −1−2x, so −1×(−1−2x)=1+2x.
- Third bracket: (x−2)+x=2x−2. …
- AP EAPCET 2022Set eng-2022-07-04-AN1 markMCQQ.D, E, F are respectively the points on the sides BC, CA and AB of a △ABC dividing them in the ratio 2:3, 1:2, 3:1 internally. The lines BE and CF intersect on the line AD at P. If AP=x1.AB+y1.AC then x1+y1= (A) 5/6 (B) 1 (C) 3/2 (D) 2
›Reveal solutionSolution
Setting up position vectors from A for D, E, F and intersecting cevian AD with cevian CF gives P=21AB+31AC, so x1+y1=65.
Concept and Intuition
This is a section-formula/vector-geometry problem: express each division point as a weighted combination of the triangle's vertices (using A as the origin for position vectors), then find where two cevians cross by equating their parametrised forms.
Step-by-Step Solution
- Let AB=b, AC=c (so A is the origin, B has position vector b, C has position vector c).
- D divides BC with BD:DC=2:3, so D=53B+2C=53b+52c.
- E divides CA with CE:EA=1:2, so E=32C+1⋅A=32c (since A=0).
- F divides AB with AF:FB=3:1, so F=41⋅A+3B=43b.
- Line AD: any point on it is P=tD=t(53b+52c) for parameter t.
- Line CF: parametrise as P=c+s(F−c)=s⋅43b+(1−s)c.
- Equate b-coefficients: 53t=43s⇒s=54t.
- Equate c-coefficients: 52t=1−s=1−54t⇒56t=1⇒t=65.
- So P=65(53b+52c)=21b+31c. …
- AP EAPCET 2023Set eng-2023-05-17-FN1 markMCQQ.Let aˉ,bˉ and cˉ be any three non coplanar vectors. If m, n are scalars such that aˉ+bˉ=mdˉ−cˉ and bˉ+cˉ=naˉ−dˉ, then 3aˉ+2bˉ+2cˉ+dˉ= (A) aˉ−dˉ (B) aˉ+dˉ (C) 0ˉ (D) bˉ+cˉ+2dˉ
›Reveal solutionSolution
The two given vector equations are simultaneously consistent for arbitrary non-coplanar aˉ,bˉ,cˉ only when m=n=−1, forcing aˉ+bˉ+cˉ+dˉ=0ˉ; substituting this into 3aˉ+2bˉ+2cˉ+dˉ gives aˉ−dˉ.
Concept and Intuition
When a system of vector equations must hold for a general (non-coplanar/independent) set of vectors, matching coefficients on each side forces the scalar unknowns to specific values rather than leaving them free — here it collapses both given relations into one clean identity.
Step-by-Step Solution
- Rewrite the given equations: aˉ+bˉ=mdˉ−cˉ ⇒ aˉ+bˉ+cˉ=mdˉ … (i), and bˉ+cˉ=naˉ−dˉ ⇒ bˉ+cˉ+dˉ=naˉ … (ii).
- Adding (i) and (ii): aˉ+2bˉ+2cˉ+dˉ=mdˉ+naˉ, i.e. (1−n)aˉ+2bˉ+2cˉ+(1−m)dˉ=0.
- From (i), bˉ+cˉ=mdˉ−aˉ; substituting into (ii): (mdˉ−aˉ)+dˉ=naˉ⇒(m+1)dˉ=(n+1)aˉ.
- Since aˉ,bˉ,cˉ are non-coplanar (linearly independent, spanning all of 3D space) and this relation must hold as a genuine vector identity for the given (general) aˉ,dˉ, the only way (n+1)aˉ=(m+1)dˉ can hold in general (without a special, unstated relation forcing aˉ∥dˉ) is if both coefficients vanish: m=−1 and n=−1. …
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