📚 The 3 Laws of Matrix Arithmetic | 矩阵运算三大定律
Matrix arithmetic is not just a set of mechanical calculations. It is built on a small number of laws that tell us when we can reorder, regroup, or expand expressions without changing the result. For AQA A-level Mathematics, the three core laws of matrix arithmetic are the commutative law for addition, the associative law for addition, and the associative law for multiplication. The distributive laws are also essential because they connect addition and multiplication.
矩阵算术并不只是一套机械计算。它建立在少量运算定律之上,这些定律告诉我们何时可以交换、重新分组或展开表达式而不改变结果。对于 AQA A-level 数学,矩阵算术的三条核心定律是加法交换律、加法结合律和乘法结合律。分配律同样重要,因为它将加法与乘法联系起来。
1. What Are Matrix Arithmetic Laws? | 什么是矩阵运算定律?
A matrix is a rectangular array of numbers. Matrix arithmetic has rules that allow us to add and multiply matrices without changing the result when we regroup or reorder operations, but only where the law actually holds.
矩阵是一个矩形数字阵列。矩阵算术中的运算定律允许我们在重新分组或重新排列运算顺序时不改变结果,但必须满足定律成立的条件。
For AQA, the three core laws are the commutative law for addition, the associative law for addition, and the associative law for multiplication. The distributive law is also essential because it links addition and multiplication.
在 AQA 考试中,三条核心定律是加法交换律、加法结合律和乘法结合律。分配律同样重要,因为它将加法与乘法联系起来。
2. Matrix Addition: A Quick Recap | 矩阵加法快速回顾
e both m × n, then each entry of A + B is the sum of the corresponding entries of A and B.
两个矩阵只有在阶数相同时才能相加。将对应元素相加:如果 A 和 B 都是 m × n,则 A + B 的每个元素都是 A 与 B 对应元素之和。
A + B = B + A
This entry-by-entry operation means addition inherits familiar number properties, which is why the first two laws are straightforward.
这种逐元素运算意味着矩阵加法继承了熟悉的数的性质,这也是前两条定律比较直接的原因。
3. Law 1: Addition is Commutative | 定律一:加法交换律
For any two matrices A and B of the same order, A + B = B + A.
对于任意两个同阶矩阵 A 和 B,A + B = B + A。
a + b = b + a. The order in which two matrices are written in an addition does not matter.
这成立的原因在于每个元素按普通实数加法计算,而 a + b = b + a。两个矩阵在加法中的书写顺序不影响结果。
You can use this law to rearrange sums, for example writing B + A instead of A + B when it makes a proof or calculation clearer.
你可以利用这条定律重新排列加法顺序,例如当这样能使证明或计算更清晰时,把 A + B 写成 B + A。
4. Law 2: Addition is Associative | 定律二:加法结合律
For any three matrices A, B and C of the same order, (A + B) + C = A + (B + C).
对于任意三个同阶矩阵 A、B 和 C,(A + B) + C = A + (B + C)。
Brackets do not matter for addition, so we can write A + B + C without ambiguity. This is very useful when adding several matrices of the same order.
加法中的括号不影响结果,因此可以无歧义地写成 A + B + C。这在多个同阶矩阵相加时非常有用。
(A + B) + C = A + (B + C)
5. Matrix Multiplication: Dimension Condition | 矩阵乘法维度条件
x equals the number of rows of the second. If A is m × n and B is n × p, then AB is m × p.
矩阵乘法仅在第一个矩阵的列数等于第二个矩阵的行数时才有定义。如果 A 是 m × n,B 是 n × p,则 AB 是 m × p。
A(m × n) × B(n × p) = C(m × p)
The entry in row i and column j of AB is found by multiplying entries across row i of A by corresponding entries down column j of B and summing the results.
AB 的第 i 行第 j 列元素是 A 的第 i 行与 B 的第 j 列对应元素相乘后求和得出的。
6. Law 3: Multiplication is Associative | 定律三:乘法结合律
p and C is p × q, then (AB)C = A(BC). Both products are m × q and have identical entries.
如果 A 是 m × n,B 是 n × p,C 是 p × q,则 (AB)C = A(BC)。两个乘积都是 m × q 且对应元素完全相同。
(AB)C = A(BC)
This law lets us compute a chain of matrix products in any grouping, but it does NOT let us change the order of the matrices. The order A, then B, then C remains fixed.
该定律允许我们以任意分组计算矩阵连乘,但不能改变矩阵的先后顺序。A、B、C 的先后顺序必须保持固定。
7. Distributive Laws: The Bridge Between + and × | 分配律:连接加法与乘法
Provided the dimensions match, A(B + C) = AB + AC and (A + B)C = AC + BC.
在维度匹配的前提下,A(B + C) = AB + AC 且 (A + B)C = AC + BC。
Because multiplication is not commutative, the left and right distributive laws are stated separately, and both must be checked in proofs. Do not swap the order of factors when expanding.
由于乘法不满足交换律,左分配律和右分配律需要分别陈述,并在证明中分别验证。展开时不要交换因子的顺序。
8. Why AB Is Not Generally Equal to BA | 为什么 AB 一般不等于 BA
A key non-law is commutativity of multiplication. In general AB ≠ BA, even when both products exist.
一个重要的“非定律”是乘法交换律。一般来说 AB ≠ BA,即使两个乘积都有定义。
is 3 × 2, AB is 2 × 2 but BA is 3 × 3. Even for square matrices, the entries often differ.
例如,若 A 是 2 × 3,B 是 3 × 2,则 AB 是 2 × 2,而 BA 是 3 × 3。即使都是方阵,元素也往往不同。
So always write the order exactly as given. AB means multiply A on the left of B, and this is not the same as BA unless a special case is proven.
因此要严格按给定顺序书写。AB 表示 A 左乘 B,这与 BA 不同,除非能证明特殊情况成立。
9. Identity and Zero Matrices | 单位矩阵与零矩阵
dentity matrix I behaves like the number 1: AI = IA = A whenever the products are defined.
单位矩阵 I 的作用类似数字 1:只要乘积有定义,AI = IA = A。
addition: A + O = A, but products with O give O: AO = O and OA = O when dimensions allow.
零矩阵 O 在加法中类似 0:A + O = A,而在乘法中当维度允许时 AO = O 且 OA = O。
al numbers, AB = O does not imply A = O or B = O. This is a common trap in matrix algebra.
与实数不同,AB = O 并不推出 A = O 或 B = O。这是矩阵代数中的常见陷阱。
10. Worked Example: Applying the Laws | 例题:应用运算定律
A, B and C are 2 × 2 matrices. Simplify (A + B) + C and explain why it equals A + (B + C).
假设 A、B、C 都是 2 × 2 矩阵。化简 (A + B) + C 并说明它为什么等于 A + (B + C)。
+ (B + C). Since addition is also commutative, we can also write C + A + B if convenient.
由于加法满足结合律,括号位置可以改变:(A + B) + C = A + (B + C)。又因为加法还满足交换律,如果方便也可以写成 C + A + B。
and both give a 2 × 2 matrix. The associative law guarantees their entries are identical.
对于乘法,如果 A 是 2 × 2,B 是 2 × 3,C 是 3 × 2,则 (AB)C 和 A(BC) 都有定义且都得到一个 2 × 2 矩阵。结合律保证它们的对应元素完全相同。
11. Common Mistakes and Exam Tips | 常见错误与应试技巧
Always check dimensions before adding or multiplying. Addition requires equal orders; multiplication requires the inner dimensions to match.
加法和乘法前务必检查维度。加法要求同阶;乘法要求内层维度相等。
ver write BA unless you know it exists and is the intended product. Do not assume AB = BA.
除非确认 BA 存在并且正是所需乘积,否则不要写 BA。不要假设 AB = BA。
istributive law: A(B + C) = AB + AC, not BA + CA. Keeping the original order is essential.
展开括号时使用准确的分配律:A(B + C) = AB + AC,而不是 BA + CA。保持原始顺序至关重要。
12. Summary Table | 总结表
| Law / Non-law | Statement | Condition | Holds? |
| Commutative law for addition / 加法交换律 | A + B = B + A | Same order | Yes |
| Associative law for addition / 加法结合律 | (A + B) + C = A + (B + C) | Same order | 广告 / Sponsored ALevel国际高中数学课程 剑桥牛津培生 CAIE Edexcel AQA国际考试局 课本练习册复习指南 英文教材进… 数学 备考教辅 · 正版现货 · 与本文内容相关 查看详情 / View on Taobao参考价 ¥69.8
更多咨询请联系16621398022(同微信) 备考资讯每日更新,关注不错过 考纲变化 · 科目分析 · 学习方法 ![]() 在微信里长按二维码识别关注 或截图后用「扫一扫 → 相册」选择本图 公众号:tutorhao |
