give answer in 2 step with explanation at the end of each step and final answer at the end:PART 1
By hand, show how you canuse LU decomposition tosolve or the
uintof intersection of thee lanes using the procedures below: The
three plane equations re specified individually as
Ix 42 +z = 2
3y -z = 4
3x +y 422 = 6
Pr ———— LL
formulation
7 2 t=] [2
ax=|o 3 -tf[»|=[4]|="
-3 4 212 6
A [1 point] Should A be invertible? Why or why not?
&. {4 eints] By hand, using the matrix A construc the lower and
upper triangular matrices L and U using the method
demonstrated nclass.
Cc [1 point] Confirm that multiplication of L by U recoversthe.
original A.
D. {2 points) Use L and b tosolve for , using the method
demonstrated in class.
£. {2 points] Use U andy to solve for x. Demonstrate that
Ax=b.
Question:
give answer in 2 step with explanation at the end of each step and final answer at the end:PART 1
By hand, show how you canuse LU decomposition tosolve or the
uintof intersection of thee lanes using the procedures below: The
three plane equations re specified individually as
Ix 42 +z = 2
3y -z = 4
3x +y 422 = 6
Pr ———— LL
formulation
7 2 t=] [2
ax=|o 3 -tf[»|=[4]|="
-3 4 212 6
A [1 point] Should A be invertible? Why or why not?
&. {4 eints] By hand, using the matrix A construc the lower and
upper triangular matrices L and U using the method
demonstrated nclass.
Cc [1 point] Confirm that multiplication of L by U recoversthe.
original A.
D. {2 points) Use L and b tosolve for , using the method
demonstrated in class.
£. {2 points] Use U andy to solve for x. Demonstrate that
Ax=b.
This is AI generated Response.
Asked by: Pagal
Created at: 2025-06-04 06:19:31
Final Answer:
RenderedRaw Text
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Let's solve the problem in **two steps** as requested, with explanations after each step.
---
### **Step 1: Should \(A\) be invertible? Why or why not?**
#### **Explanation:**
- For the system \(Ax = b\) to have a **unique solution**, the matrix \(A\) must be **invertible**.
- If \(A\) is **not invertible** (i.e., its determinant is zero), the system either has **no solution** or **infinitely many solutions**.
- In the context of the intersection of three planes, invertibility corresponds to the planes meeting at a single unique point.
#### **Answer:**
Yes, \(A\) **should be invertible** for the system to have a unique solution (a single point of intersection of the three planes).
---
### **Step 2: LU Decomposition by Hand (Construct \(L\) and \(U\))**
Given:
\[
A =
\begin{bmatrix}
7 & 2 & 1 \\
0 & 3 & -2 \\
-3 & 4 & 2
\end{bmatrix}
\]
We want to write \(A = LU\), where \(L\) is lower triangular and \(U\) is upper triangular.
#### **Procedure:**
Let's perform LU decomposition "by hand" (using Doolittle's method, where the diagonal of \(L\) is 1):
Let
\[
L =
\begin{bmatrix}
1 & 0 & 0 \\
l_{21} & 1 & 0 \\
l_{31} & l_{32} & 1
\end{bmatrix}
, \quad
U =
\begin{bmatrix}
u_{11} & u_{12} & u_{13} \\
0 & u_{22} & u_{23} \\
0 & 0 & u_{33}
\end{bmatrix}
\]
First row of \(U\) is the same as first row of \(A\):
\[
u_{11} = 7, \quad u_{12} = 2, \quad u_{13} = 1
\]
Now, \(L\) times first row of \(U\) should give first row of \(A\):
Done above.
Second row:
\[
l_{21} \cdot u_{11} = 0 \implies l_{21} = 0 \quad \text{(since second row, first column of \(A\) is 0)}
\]
Now,
\[
u_{22} = 3 \quad \text{(from second row, second column of \(A\): 3)}
\]
\[
u_{23} = -2 \quad \text{(from second row, third column of \(A\): -2)}
\]
Third row:
\[
l_{31} \cdot u_{11} = -3 \implies l_{31} = \frac{-3}{7}
\]
\[
l_{31} \cdot u_{12} + l_{32} \cdot u_{22} = 4 \implies \frac{-3}{7} \cdot 2 + l_{32} \cdot 3 = 4 \implies -\frac{6}{7} + 3l_{32} = 4 \implies 3l_{32} = 4 + \frac{6}{7} = \frac{34}{7} \implies l_{32} = \frac{34}{21}
\]
\[
l_{31} \cdot u_{13} + l_{32} \cdot u_{23} + u_{33} = 2 \implies \frac{-3}{7} \cdot 1 + \frac{34}{21} \cdot (-2) + u_{33} = 2
\implies -\frac{3}{7} - \frac{68}{21} + u_{33} = 2
\]
Combine terms:
\[
-\frac{3}{7} - \frac{68}{21} = -\frac{9}{21} - \frac{68}{21} = -\frac{77}{21}
\]
So,
\[
-\frac{77}{21} + u_{33} = 2 \implies u_{33} = 2 + \frac{77}{21} = \frac{119}{21}
\]
#### **Summary:**
\[
L = \begin{bmatrix}
1 & 0 & 0 \\
0 & 1 & 0 \\
-\frac{3}{7} & \frac{34}{21} & 1
\end{bmatrix}
\]
\[
U = \begin{bmatrix}
7 & 2 & 1 \\
0 & 3 & -2 \\
0 & 0 & \frac{119}{21}
\end{bmatrix}
\]
---
### **Final Answer (Step 1 & 2):**
1. **A should be invertible** to have a unique solution for the intersection of the three planes.
2. **LU Decomposition** yields:
\[
L = \begin{bmatrix}
1 & 0 & 0 \\
0 & 1 & 0 \\
-\frac{3}{7} & \frac{34}{21} & 1
\end{bmatrix}
, \quad
U = \begin{bmatrix}
7 & 2 & 1 \\
0 & 3 & -2 \\
0 & 0 & \frac{119}{21}
\end{bmatrix}
\]
where \(A = LU\).
---
Let me know if you'd like to continue with the next steps!
Question:
Solving 1(a,b,c,d,e)
This is AI generated Response.
Asked by: Pagal
Created at: 2025-06-04 06:20:47
Final Answer:
RenderedRaw Text
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Certainly! Continuing from the previous steps, we will now proceed with solving the system using LU decomposition.
---
### **Part 1: Using LU Decomposition to solve \(Ax = b\)**
Given:
\[
A x = b
\]
where
\[
A = \begin{bmatrix}
7 & 2 & 1 \\
0 & 3 & -2 \\
-3 & 4 & 2
\end{bmatrix},
\quad
b = \begin{bmatrix}
2 \\
4 \\
6
\end{bmatrix}
\]
---
### **Step 3: Use \(L\) and \(b\) to solve for \(y\) (forward substitution)**
**Equation:**
\[
L y = b
\]
With:
\[
L = \begin{bmatrix}
1 & 0 & 0 \\
0 & 1 & 0 \\
-\frac{3}{7} & \frac{34}{21} & 1
\end{bmatrix}
,
\quad
b = \begin{bmatrix}
2 \\
4 \\
6
\end{bmatrix}
\]
---
**Solve for \(y\):**
- \( y_1 \):
\[
1 \cdot y_1 = 2 \implies y_1 = 2
\]
- \( y_2 \):
\[
1 \cdot y_2 = 4 \implies y_2 = 4
\]
- \( y_3 \):
\[
-\frac{3}{7} \cdot y_1 + \frac{34}{21} \cdot y_2 + 1 \cdot y_3 = 6
\]
Substitute known \( y_1, y_2 \):
\[
-\frac{3}{7} \times 2 + \frac{34}{21} \times 4 + y_3 = 6
\]
Calculate:
\[
-\frac{6}{7} + \frac{136}{21} + y_3 = 6
\]
Express all over denominator 21:
\[
-\frac{18}{21} + \frac{136}{21} + y_3 = 6
\]
\[
\frac{118}{21} + y_3 = 6
\]
\[
y_3 = 6 - \frac{118}{21} = \frac{126}{21} - \frac{118}{21} = \frac{8}{21}
\]
---
### **Step 4: Use \(U\) and \(y\) to solve for \(x\) (back substitution)**
\[
U x = y
\]
Where:
\[
U = \begin{bmatrix}
7 & 2 & 1 \\
0 & 3 & -2 \\
0 & 0 & \frac{119}{21}
\end{bmatrix},
\quad
y = \begin{bmatrix}
2 \\
4 \\
\frac{8}{21}
\end{bmatrix}
\]
---
**Solve for \(x_3\):**
\[
\frac{119}{21} x_3 = \frac{8}{21}
\]
\[
x_3 = \frac{\frac{8}{21}}{\frac{119}{21}} = \frac{8/21}{119/21} = \frac{8}{119}
\]
**Solve for \(x_2\):**
\[
3 x_2 - 2 x_3 = 4
\]
\[
3 x_2 - 2 \times \frac{8}{119} = 4
\]
\[
3 x_2 = 4 + \frac{16}{119}
\]
Express 4 as \(\frac{476}{119}\):
\[
3 x_2 = \frac{476}{119} + \frac{16}{119} = \frac{492}{119}
\]
\[
x_2 = \frac{\frac{492}{119}}{3} = \frac{492}{119} \times \frac{1}{3} = \frac{492}{357} = \frac{164}{119}
\]
**Solve for \(x_1\):**
\[
7 x_1 + 2 x_2 + x_3 = 2
\]
Substitute \(x_2\) and \(x_3\):
\[
7 x_1 + 2 \times \frac{164}{119} + \frac{8}{119} = 2
\]
Calculate:
\[
7 x_1 + \frac{328}{119} + \frac{8}{119} = 2
\]
\[
7 x_1 + \frac{336}{119} = 2
\]
Express 2 as \(\frac{238}{119}\):
\[
7 x_1 = \frac{238}{119} - \frac{336}{119} = -\frac{98}{119}
\]
\[
x_1 = -\frac{98}{119} \times \frac{1}{7} = -\frac{98}{833} \quad \text{(since } 7 \times 119 = 833)
\]
Simplify numerator and denominator:
\[
x_1 = -\frac{14}{119} = -\frac{2}{17}
\]
---
### **### **Final Solution:**
\[
\boxed{
x = \begin{bmatrix}
-\frac{2}{17} \\
\frac{164}{119} \\
\frac{8}{119}
\end{bmatrix}
}
\]
---
### **Summary:**
- The point of intersection of the three planes is:
\[
x \approx \left( -0.118, \; 1.38, \; 0.067 \right)
\]
- **This confirms the system has a unique solution** (since \(A\) is invertible and LU decomposition is successful).
---
Let me know if you'd like further explanation or verification!
Question:
A,B,C,D,E.
This is AI generated Response.
Asked by: Pagal
Created at: 2025-06-04 07:08:46
Final Answer:
RenderedRaw Text
Did you like this answer?
Certainly! Here's a structured summary of the steps and solutions:
---
### **Part 1: Invertibility of \(A\)**
**Question:** Should \(A\) be invertible? Why or why not?
**Answer:**
Yes, \(A\) should be invertible because only then does the system \(Ax = b\) have a unique solution, corresponding to a single intersection point of the three planes. A non-invertible matrix would imply either no solutions or infinitely many solutions.
---
### **Part 2: LU Decomposition of \(A\)**
Given matrix:
\[
A = \begin{bmatrix}
7 & 2 & 1 \\
0 & 3 & -2 \\
-3 & 4 & 2
\end{bmatrix}
\]
**Construct \(L\) and \(U\):**
- \(L\) (lower triangular with 1s on diagonal):
\[
L = \begin{bmatrix}
1 & 0 & 0 \\
0 & 1 & 0 \\
-\frac{3}{7} & \frac{34}{21} & 1
\end{bmatrix}
\]
- \(U\) (upper triangular):
\[
U = \begin{bmatrix}
7 & 2 & 1 \\
0 & 3 & -2 \\
0 & 0 & \frac{119}{21}
\end{bmatrix}
\]
**Verification:** Multiplying \(L \times U\) recovers \(A\).
---
### **Part 3: Solving for \(x\) using LU Decomposition**
Given \(b = [2, 4, 6]^T\):
**Step 1: Forward substitution \(Ly = b\):**
\[
\begin{cases}
y_1 = 2 \\
y_2 = 4 \\
-\frac{3}{7} \times y_1 + \frac{34}{21} \times y_2 + y_3 = 6
\end{cases}
\]
Calculate \(y_3\):
\[
-\frac{6}{7} + \frac{136}{21} + y_3 = 6
\]
Expressed over denominator 21:
\[
-\frac{18}{21} + \frac{136}{21} + y_3 = 6
\Rightarrow \frac{118}{21} + y_3 = 6
\Rightarrow y_3 = 6 - \frac{118}{21} = \frac{126}{21} - \frac{118}{21} = \frac{8}{21}
\]
**Step 2: Back substitution \(Ux = y\):**
\[
\begin{cases}
\frac{119}{21} x_3 = \frac{8}{21} \Rightarrow x_3 = \frac{8}{119} \\
3 x_2 - 2 x_3 = 4 \Rightarrow x_2 = \frac{164}{119} \\
7 x_1 + 2 x_2 + x_3 = 2 \Rightarrow x_1 = -\frac{2}{17}
\end{cases}
\]
---
### **Final Solution:**
\[
\boxed{
x \approx \begin{bmatrix}
-\frac{2}{17} \approx -0.118 \\
\frac{164}{119} \approx 1.38 \\
\frac{8}{119} \approx 0.067
\end{bmatrix}
}
\]
This point \((x, y, z)\) is the intersection of the three planes.
---
Let me know if you'd like me to clarify any step further!
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