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1、应数121 陈珍妮 12453101英文原稿:System of Linear equationsAs we all know,Linear equations are important components of linear algebra, and in real life, there is a wide range of production applications,and it plays an important role in electronic engineering, software development, personnel management, transp
2、ortation, etc. There are different ways in different types of linear equations, mainly Cramer's rule, matrix elimination method.A general system of m linear equations with n unknowns can be written asHere are the unknowns, are the coefficients of the sys
3、tem, and are the constant terms.Matrix equation The vector equation is equivalent to a matrix equation of the form,where A is an m×n matrix, x is a column vector with n entries, and b is a column vector with m
4、 entries.The number of vectors in a basis is now expressed as the rank of the matrix.The main methods:(1)Elimination of variables The simplest method for solving a system of linear equations is to repeatedly eliminate variables. This method can be described as follows:1. In the first
5、equation, solve for one of the variables in terms of the others.2. Substitute this expression into the remaining equations. This yields a system of equations with one fewer equation and one fewer unknown.3. Continue until you have reduced the system to a single linear equation.4. Solve this equation
6、, and then back-substitute until the entire solution is found.For example, consider the following system:Solving the first equation for x gives x = 5 + 2z 3y, and plugging this into the second and third equation yieldsSolving the first of these equations for y yie
7、lds y = 2 + 3z, and plugging this into the second equation yields z = 2. We now have:Substituting z = 2 into the second equation gives y = 8, and substituting z = 2 and y = 8 into the first equation yields x = 15. T
8、herefore, the solution is (x, y, z) = (15, 8, 2).(2)Row reduction In row reduction, the linear system is represented as an augmented matrix: This matrix is then modified using elementary row operations until it reaches reduced row echelon form. There are three
9、 types of elementary row operations:Type 1: Swap the positions of two rows.Type 2: Multiply a row by a nonzero scalar.Type 3: Add to one row a scalar multiple of another.Because these operations are reversible, the augmented matrix produced always represents a linear system that is equivalent t
10、o the original.The following computation shows Gauss-Jordan elimination applied to the matrix above:The last matrix is in reduced row echelon form, and represents the system x = 15, y = 8, z = 2. (3)Cramer's rule Cramer's rule is an explicit formula for the
11、 solution of a system of linear equations, with each variable given by a quotient of two determinants. For example, the solution to the systemis given byFor each variable, the denominator is the determinant of the matrix of coefficients, while the numerator is the determinant of a matrix in whi
12、ch one column has been replaced by the vector of constant terms.Though Cramer's rule is important theoretically, it has little practical value for large matrices, since the computation of large determinants is somewhat cumbersome. Further, Cramer's rule has very poor numerical properties, ma
13、king it unsuitable for solving even small systems, unless the operations are performed in rational arithmetic with unbounded precision.(4)Matrix solution If the equation system is expressed in the matrix form , the entire solution set can also be expressed in matrix form. If the matrix A
14、160;is square (has m rows and n=m columns) and has full rank (all m rows are independent), then the system has a unique solution given by where is the inverse of A. More generally, regardless of whether m=n or not and regardless of the ran
15、k of A, all solutions (if any exist) are given using the Moore-Penrose pseudo-inverse of A, denoted , as follows: ,where is a vector of free parameters that ranges over all possible n×1 vectors. A necessary and sufficient condition for any solution(s) to
16、 exist is that the potential solution obtained using satisfy that is,that If this condition does not hold, the equation system is inconsistent and has no solution. If the condition holds, the system is consistent and at least one solution exists. For example, in the
17、 above-mentioned case in which A is square and of full rank, simply equals and the general solution equation simplifies to as previously stated, where has completely dropped out of the solution, leaving only a single solution.中文翻译:线性方程组众所周知,线性方程
18、组是线性代数的重要组成部分,它在现实生活中有广泛的生产应用,并且在电子工程、 软件开发、 人事管理、 运输等也扮演重要的角色。不同类型的线性方程组有不同的方法,主要方法有克莱姆法则,矩阵消元法。由n个未知数、m个线性方程组成的方程组一般形式可以写为这里是未知数,是方程组的系数,是常数项。矩阵方程向量方程相当于一个形如的矩阵方程,其中 A 是 m × n 矩阵,x 是n 项的一个列向量与和 b 是一个m项的一个列向量。在向量基底上的数量现在被表示为矩阵的秩。主要方法:(1)消元法用于求解线性方程系统的最简单的方法是反复消除变量。该方法可以描述为如下:1、在第一个方程,其中一个变量用其他
19、变量表示。2、把该表达式代入剩余的方程。这就产生少一个方程和少一个未知数的方程组。3、继续,直到你的系统减少为一个线性方程4、解这个方程,然后返回代入,直到整个答案找到。例如,考虑下面的方程组:解决第一个方程对于x给出x= 5+2 Z - 3Y,并把它代入第二和第三方程产生解决第一个这些方程对于Y 产生Y=2+3Z,并把它代入到这第二个方程产生Z =2。我们现在有代Z = 2到第二方程给出:Y =8,而把Z = 2和y= 8代入到第一方程产生x= -15。因此,该答案是(x,Y,Z)=(-15,8,2)。(2)行变换在行变换中,线性方程组被表示为增广矩阵然后,这个矩阵用初等行变换修改,直到达到最简行阶梯形式的。这样有三种类型的初等行操作:1、 类型1:交换两行的位置2、 类型2:用一个非零标量乘以一排。3、 类型3:把另一个标量的倍数添加到一行上。因为这些操作是可逆的,产生的增广矩阵总是表示的线性方程组,所以它
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