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| 1 | +--- |
| 2 | +title: Vectors |
| 3 | +date: 2025-10-02 |
| 4 | +weight: 1.1 |
| 5 | +image: https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcSHyWPE5fdL5Mt-K-yvbaceSS7gbUBprr0-QA&s |
| 6 | +emoji: 📃 |
| 7 | +series_order: 1.1 |
| 8 | +--- |
| 9 | + |
| 10 | +{{< youtube 1So2VV9Tm_A >}} |
| 11 | + |
| 12 | +https://youtu.be/1So2VV9Tm_A |
| 13 | + |
| 14 | + |
| 15 | +## Exercise Questions 🔥 |
| 16 | + |
| 17 | + |
| 18 | + |
| 19 | + |
| 20 | + |
| 21 | + |
| 22 | + |
| 23 | + |
| 24 | + |
| 25 | + |
| 26 | +## Exercise Solutions 🧯 |
| 27 | + |
| 28 | +Of course! Here are the detailed answers and concepts for each of the questions you provided. |
| 29 | + |
| 30 | +{{< border >}} |
| 31 | + |
| 32 | +### Question 1: Basic Vector Operations |
| 33 | + |
| 34 | +**Problem** |
| 35 | +Choose the set of correct options using Figure M2W1AQ1. |
| 36 | +(The figure shows points A(1, 2) and B(2, 3) which can be represented by vectors `A = (1, 2)` and `B = (2, 3)`). |
| 37 | + |
| 38 | +**Options** |
| 39 | +* `2A` is the vector `(2, 4)`. |
| 40 | +* `3B` is the vector `(6, 9)`. |
| 41 | +* `A + B` is the vector `(3, 5)`. (Assuming a typo in the original option) |
| 42 | +* `A - B` is the vector `(-1, -1)`. |
| 43 | + |
| 44 | +*** |
| 45 | + |
| 46 | +#### **Correct Options** |
| 47 | +* `2A` is the vector `(2, 4)`. |
| 48 | +* `3B` is the vector `(6, 9)`. |
| 49 | +* `A + B` is the vector `(3, 5)`. |
| 50 | +* `A - B` is the vector `(-1, -1)`. |
| 51 | + |
| 52 | +#### **Concepts Explained 💡** |
| 53 | +Vector operations are performed coordinate-wise. |
| 54 | +* **Scalar Multiplication:** To multiply a vector by a scalar (a number), you multiply each component of the vector by that scalar. |
| 55 | + * `k * (x, y) = (k*x, k*y)` |
| 56 | +* **Vector Addition/Subtraction:** To add or subtract vectors, you add or subtract their corresponding components. |
| 57 | + * `(x₁, y₁) + (x₂, y₂) = (x₁ + x₂, y₁ + y₂)` |
| 58 | + * `(x₁, y₁) - (x₂, y₂) = (x₁ - x₂, y₁ - y₂)` |
| 59 | + |
| 60 | +#### **Step-by-Step Solution** |
| 61 | +* **`2A`**: `2 * (1, 2) = (2 * 1, 2 * 2) = (2, 4)` |
| 62 | +* **`3B`**: `3 * (2, 3) = (3 * 2, 3 * 3) = (6, 9)` |
| 63 | +* **`A + B`**: `(1, 2) + (2, 3) = (1 + 2, 2 + 3) = (3, 5)` |
| 64 | +* **`A - B`**: `(1, 2) - (2, 3) = (1 - 2, 2 - 3) = (-1, -1)` |
| 65 | + |
| 66 | +All the statements are correct. |
| 67 | + |
| 68 | +{{< /border >}} |
| 69 | +{{< border >}} |
| 70 | + |
| 71 | +### Question 2: Linear Combination of Vectors |
| 72 | + |
| 73 | +**Problem** |
| 74 | +Let `V₁ = (1, 1)`, `V₂ = (1, 0)`, and `V₃ = (0, 1)` be three vectors. Find out the correct set of options. |
| 75 | + |
| 76 | +**Options** |
| 77 | +* `(2, 3) = 2V₁ + 0V₂ + V₃` |
| 78 | +* `(2, 3) = 0V₁ + 2V₂ + 3V₃` |
| 79 | +* `(2, 3) = 2V₁ + V₂ + 0V₃` |
| 80 | +* `(2, 3) = 0V₁ + 3V₂ + 2V₃` |
| 81 | + |
| 82 | +*** |
| 83 | + |
| 84 | +#### **Correct Options** |
| 85 | +* `(2, 3) = 2V₁ + 0V₂ + V₃` |
| 86 | +* `(2, 3) = 0V₁ + 2V₂ + 3V₃` |
| 87 | + |
| 88 | +#### **Concepts Explained 💡** |
| 89 | +A **linear combination** of vectors is an expression constructed from a set of vectors by multiplying each vector by a scalar and adding the results. To check if an equation is true, simply calculate the right-hand side and see if it equals the left-hand side. |
| 90 | + |
| 91 | +#### **Step-by-Step Solution** |
| 92 | +We evaluate the right-hand side for each option: |
| 93 | +* **Option 1:** `2(1, 1) + 0(1, 0) + 1(0, 1) = (2, 2) + (0, 0) + (0, 1) = (2, 3)`. **This is correct.** |
| 94 | +* **Option 2:** `0(1, 1) + 2(1, 0) + 3(0, 1) = (0, 0) + (2, 0) + (0, 3) = (2, 3)`. **This is correct.** |
| 95 | +* **Option 3:** `2(1, 1) + 1(1, 0) + 0(0, 1) = (2, 2) + (1, 0) + (0, 0) = (3, 2)`. This is incorrect. |
| 96 | +* **Option 4:** `0(1, 1) + 3(1, 0) + 2(0, 1) = (0, 0) + (3, 0) + (0, 2) = (3, 2)`. This is incorrect. |
| 97 | + |
| 98 | +{{< /border >}} |
| 99 | +{{< border >}} |
| 100 | + |
| 101 | +### Question 3, 4, 5: Vectors in Data Representation |
| 102 | + |
| 103 | +This set of questions refers to the following table of marks: |
| 104 | + |
| 105 | +| | Quiz 1 | Quiz 2 | End sem | |
| 106 | +| :------- | :----: | :----: | :-----: | |
| 107 | +| Karthika | 51 | 50 | 61 | |
| 108 | +| Romy | 33 | 41 | 45 | |
| 109 | +| Farzana | 38 | 21 | 35 | |
| 110 | + |
| 111 | +*** |
| 112 | + |
| 113 | +### Question 3: Vector Representation |
| 114 | + |
| 115 | +**Problem** |
| 116 | +Choose the following set of correct options. |
| 117 | +* Marks obtained by Romy in Quiz 1, Quiz 2 and End sem represent a row vector. |
| 118 | +* Quiz 2 marks of Karthika, Romy and Farzana represent a column vector. |
| 119 | +* Number of components in column vector representing Quiz 2 marks are 9. |
| 120 | +* Number of components in row vector representing Romy's marks are 3. |
| 121 | + |
| 122 | +#### **Correct Options** |
| 123 | +* Marks obtained by Romy in Quiz 1, Quiz 2 and End sem represent a row vector. |
| 124 | +* Quiz 2 marks of Karthika, Romy and Farzana represent a column vector. |
| 125 | +* Number of components in row vector representing Romy's marks are 3. |
| 126 | + |
| 127 | +#### **Explanation** |
| 128 | +* **Romy's marks** across the exams can be written as `[33, 41, 45]`, which is a **row vector** with **3 components**. |
| 129 | +* The **Quiz 2 marks** for all students can be written as `[50, 41, 21]ᵀ`, which is a **column vector** with **3 components**. |
| 130 | +* The statement that the Quiz 2 vector has 9 components is incorrect. |
| 131 | + |
| 132 | +*** |
| 133 | + |
| 134 | +### Question 4: Scalar Multiplication |
| 135 | + |
| 136 | +**Problem** |
| 137 | +In order to improve her marks, Farzana undertook project work and succeeded in increasing her marks. Her marks became doubled for each exam. Choose the correct options. |
| 138 | +* To obtain the marks obtained by Farzana after completion of the project, scalar multiplication has to be done by 2 to the row vector representing Farzana's marks. |
| 139 | +* After completion of the project the row vector representing Farzana's marks is (76, 42, 70). |
| 140 | + |
| 141 | +#### **Correct Options** |
| 142 | +* To obtain the marks obtained by Farzana after completion of the project, scalar multiplication has to be done by 2 to the row vector representing Farzana's marks. |
| 143 | +* After completion of the project the row vector representing Farzana's marks is (76, 42, 70). |
| 144 | + |
| 145 | +#### **Explanation** |
| 146 | +* Farzana's initial marks vector is `F = [38, 21, 35]`. |
| 147 | +* Doubling her marks means performing a **scalar multiplication by 2**. |
| 148 | +* The new marks vector is `2 * F = 2 * [38, 21, 35] = [76, 42, 70]`. |
| 149 | + |
| 150 | +*** |
| 151 | + |
| 152 | +### Question 5: Vector Addition |
| 153 | + |
| 154 | +**Problem** |
| 155 | +Following Farzana's improved marks (doubled for each exam), all students were given bonus marks in Quiz 2, given by the column vector `[10, 12, 15]ᵀ`. What will be the column vector representing the final marks obtained in Quiz 2 by Karthika, Romy and Farzana? |
| 156 | + |
| 157 | +#### **Correct Option** |
| 158 | +* `[60, 53, 57]ᵀ` |
| 159 | + |
| 160 | +#### **Explanation** |
| 161 | +1. **Initial Quiz 2 Marks:** The column vector for original Quiz 2 marks is `Q₂_initial = [50, 41, 21]ᵀ`. |
| 162 | +2. **Farzana's Improvement:** Farzana's Quiz 2 mark is doubled: `21 * 2 = 42`. The marks vector before the bonus is `Q₂_improved = [50, 41, 42]ᵀ`. |
| 163 | +3. **Add Bonus Marks:** Add the bonus vector to the improved marks vector. |
| 164 | + `Final Marks = Q₂_improved + Bonus` |
| 165 | + `= [50, 41, 42]ᵀ + [10, 12, 15]ᵀ` |
| 166 | + `= [50+10, 41+12, 42+15]ᵀ = [60, 53, 57]ᵀ`. |
| 167 | + |
| 168 | +{{< /border >}} |
| 169 | +{{< border >}} |
| 170 | + |
| 171 | +### Question 6: Vector Identities |
| 172 | + |
| 173 | +**Problem** |
| 174 | +Let A and B be two vectors. Which of the following statements is (are) true? |
| 175 | +* `3A + 5B = 3(A + B) + [(A + B) - (A - B)]` |
| 176 | +* `3A + 5B = 5(A + B) - [(A + B) - (A - B)]` |
| 177 | +* `3A + 5B = 3(A + B) + [(A + B) + (A - B)]` |
| 178 | +* `3A + 5B = 5(A + B) - [(A + B) + (A - B)]` |
| 179 | + |
| 180 | +*** |
| 181 | + |
| 182 | +#### **Correct Options** |
| 183 | +* `3A + 5B = 3(A + B) + [(A + B) - (A - B)]` |
| 184 | +* `3A + 5B = 5(A + B) - [(A + B) + (A - B)]` |
| 185 | + |
| 186 | +#### **Concepts Explained 💡** |
| 187 | +To verify vector identities, simplify the right-hand side (RHS) using basic vector algebra and check if it equals the left-hand side (LHS). Two helpful simplifications are: |
| 188 | +* `(A + B) + (A - B) = 2A` |
| 189 | +* `(A + B) - (A - B) = 2B` |
| 190 | + |
| 191 | +#### **Step-by-Step Solution** |
| 192 | +* **Option 1:** |
| 193 | + RHS = `3(A + B) + [2B] = 3A + 3B + 2B = 3A + 5B`. This matches the LHS. **Correct.** |
| 194 | +* **Option 2:** |
| 195 | + RHS = `5(A + B) - [2B] = 5A + 5B - 2B = 5A + 3B`. This does not match. Incorrect. |
| 196 | +* **Option 3:** |
| 197 | + RHS = `3(A + B) + [2A] = 3A + 3B + 2A = 5A + 3B`. This does not match. Incorrect. |
| 198 | +* **Option 4:** |
| 199 | + RHS = `5(A + B) - [2A] = 5A + 5B - 2A = 3A + 5B`. This matches the LHS. **Correct.** |
| 200 | + |
| 201 | +{{< /border >}} |
| 202 | +{{< border >}} |
| 203 | + |
| 204 | +### Question 7: Standard Basis Vectors |
| 205 | + |
| 206 | +**Problem** |
| 207 | +Let `V₁ = (1, 0, 0)`, `V₂ = (0, 1, 0)` and `V₃ = (0, 0, 1)` be three vectors and `a, b, c` be three real numbers (scalars). Which of the following is (are) true? |
| 208 | +* `(a, b, c) = aV₁ + bV₂ + cV₃` |
| 209 | +* `(a, b, c) = abV₁ + bcV₂ + caV₃` |
| 210 | +* `(a, 0, c) = aV₁ + cV₂ + 0V₃` |
| 211 | +* `(a, 0, c) = aV₁ + 0V₂ + cV₃` |
| 212 | + |
| 213 | +*** |
| 214 | + |
| 215 | +#### **Correct Options** |
| 216 | +* `(a, b, c) = aV₁ + bV₂ + cV₃` |
| 217 | +* `(a, 0, c) = aV₁ + 0V₂ + cV₃` |
| 218 | + |
| 219 | +#### **Concepts Explained 💡** |
| 220 | +The vectors `V₁`, `V₂`, and `V₃` are the **standard basis vectors** in 3D space, often denoted as `î`, `ĵ`, and `k̂`. Any vector `(x, y, z)` can be uniquely expressed as a linear combination `xV₁ + yV₂ + zV₃`. |
| 221 | + |
| 222 | +#### **Step-by-Step Solution** |
| 223 | +* **Option 1:** `aV₁ + bV₂ + cV₃ = a(1,0,0) + b(0,1,0) + c(0,0,1) = (a,0,0) + (0,b,0) + (0,0,c) = (a,b,c)`. **Correct.** |
| 224 | +* **Option 2:** `abV₁ + bcV₂ + caV₃ = (ab, bc, ca)`. This is not equal to `(a,b,c)`. Incorrect. |
| 225 | +* **Option 3:** `aV₁ + cV₂ + 0V₃ = a(1,0,0) + c(0,1,0) = (a, c, 0)`. This is not equal to `(a,0,c)`. Incorrect. |
| 226 | +* **Option 4:** `aV₁ + 0V₂ + cV₃ = a(1,0,0) + 0 + c(0,0,1) = (a, 0, c)`. **Correct.** |
| 227 | + |
| 228 | +{{< /border >}} |
| 229 | +{{< border >}} |
| 230 | + |
| 231 | +### Question 8: Geometric Interpretation of Vectors |
| 232 | + |
| 233 | +**Problem** |
| 234 | +Consider vectors `A(-1, 2)` and `B(2, -2)`. Choose the set of correct options based on the figure. |
| 235 | + |
| 236 | +#### **Correct Options** |
| 237 | +* `v₁` represents a scalar multiple of A. |
| 238 | +* `v₂` represents a scalar multiple of A. |
| 239 | +* `v₅` represents a scalar multiple of B. |
| 240 | +* `v₄` represents a scalar multiple of A + B. |
| 241 | + |
| 242 | +#### **Concepts Explained 💡** |
| 243 | +* **Scalar Multiple:** The vector `k * A` is a scalar multiple of `A`. Geometrically, it lies on the same line as `A` (passing through the origin). If `k > 0`, it's in the same direction; if `k < 0`, it's in the opposite direction. |
| 244 | +* **Vector Addition:** The vector `A + B` is found by adding the components. Geometrically, it is the diagonal of the parallelogram formed by vectors A and B. |
| 245 | + |
| 246 | +#### **Step-by-Step Solution** |
| 247 | +1. **Analyze Scalar Multiples of A:** Vector `A = (-1, 2)` is in the second quadrant. Any scalar multiple of A must lie on the line passing through the origin and `(-1, 2)`. Both `v₁` and `v₂` lie on this line. |
| 248 | +2. **Analyze Scalar Multiples of B:** Vector `B = (2, -2)` is in the fourth quadrant. Any scalar multiple of B must lie on the line passing through the origin and `(2, -2)`. Vector `v₅` lies on this line. |
| 249 | +3. **Analyze A + B:** `A + B = (-1, 2) + (2, -2) = (1, 0)`. This is a vector pointing along the positive x-axis. Any scalar multiple of `A + B` must lie on the x-axis. Vector `v₄` lies on the positive x-axis. |
| 250 | + |
| 251 | +{{< /border >}} |
| 252 | +{{< border >}} |
| 253 | + |
| 254 | +### Question 9 & 10: Solving a Vector Equation |
| 255 | + |
| 256 | +**Problem** |
| 257 | +Let `A = (1, 1, 1)` and `B = (2, -1, 4)` be two vectors. Suppose `c.A + 3B = (4, j, k)`, where `c, j, k` are real numbers (scalars). |
| 258 | +**9) Find the value of c.** |
| 259 | +**10) Find the value of j + k.** |
| 260 | + |
| 261 | +*** |
| 262 | + |
| 263 | +#### **Answers** |
| 264 | +* **9) c = -2** |
| 265 | +* **10) j + k = 5** |
| 266 | + |
| 267 | +#### **Concepts Explained 💡** |
| 268 | +To solve a vector equation, perform the scalar multiplication and vector addition on one side. Then, equate the corresponding components of the vectors on both sides of the equation to form a system of simple equations. |
| 269 | + |
| 270 | +#### **Step-by-Step Solution** |
| 271 | +1. **Set up the equation:** |
| 272 | + `c * (1, 1, 1) + 3 * (2, -1, 4) = (4, j, k)` |
| 273 | + |
| 274 | +2. **Perform the operations on the left side:** |
| 275 | + `(c, c, c) + (6, -3, 12) = (4, j, k)` |
| 276 | + `(c + 6, c - 3, c + 12) = (4, j, k)` |
| 277 | + |
| 278 | +3. **Equate components to find c (for Question 9):** |
| 279 | + The first components must be equal: |
| 280 | + `c + 6 = 4` |
| 281 | + `c = 4 - 6 = -2` |
| 282 | + |
| 283 | +4. **Use c to find j and k (for Question 10):** |
| 284 | + * Equate the second components: `j = c - 3 = -2 - 3 = -5` |
| 285 | + * Equate the third components: `k = c + 12 = -2 + 12 = 10` |
| 286 | + |
| 287 | +5. **Calculate j + k:** |
| 288 | + `j + k = -5 + 10 = 5` |
| 289 | + |
| 290 | +{{< /border >}} |
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