Question 3. 25 marks
This question is about the downlink of a two user system, with one base station (BS) sending signals to two users, denoted user 1 and user 2. The BS is equipped with an array of n antenna elements, and each user has a single antenna. The system is a flat fading scenario, with a single complex channel coefficient from each BS antenna to each user in the base-band channel representation. We denote the channel coefficients from the BS to user i by the row vector ⃗hi = (h1,i, h2,i, . . . , hn,i), i = 1, 2. The channel matrix representing the gains to both users is denote by H, and is the 2 × n matrix given as follows:
? h1,1 h2,1 ··· hn,1 ? H = h1,2 h2,2 ··· hn,2
There is a n × 2 precoding matrix, W , used by the BS for beamforming to the two users. The beamforming coefficients are given as follows:
w1,1
w1,2
w2,1 W = .
w2,2 . . .
wn,1 wn,2
Denote the first column of W by w⃗1 and the second column of W by
w⃗2. These are the
beamforming vectors that BS uses to beamform to users 1 and 2, respectively.
The complex valued data symbols for the two users, denoted by x1 and x2 are taken from a phase shift keying constellation, so that |xi| = 1 for i = 1, 2. We put these in a 2 × 1 column vector ⃗x. The components of this vector are independent. There is complex valued additive white Gaussian noise at the mobile receivers, denoted by zi, i = 1, 2. The zi are independent, identically distributed complex Gaussian random variables, with mean zero and variance σ2. We put these in a 2 × 1 column vector ⃗z. The overall multi-user channel is described by the matrix equation:
⃗y = H W ⃗x + ⃗z are the received samples at each user.
? y1 ?
where ⃗y = y
(a) Write down the effective (scalar) channel for user 1. In other
words, write down an equation
2
for y1 in terms of the parameters ⃗h1,⃗h2,w⃗1,w⃗2,x1,x2 and
z1.
You may use inner product notation <, > in your answer (for
the inner product between two
column vectors) or you can use matrix multiplication instead.
Question 3. 25 marks This question is about the downlink of a two user system, with...
a1 a12 a13 a14 bi by b 2 Denote row i in matrix A above as vector a' and row i in matrix B as vector bn' for example, a aan a3 aul Similarly, denote column k in matrix A as vector and column k in matrix B as vector b. a) Does matrix C AB exist? If no, explain why not. If yes, write it out expressing each element ck as the inner product of the relevant vectors defined...
Question 4 [35 marks in totalj An n x n matrix A is called a stochastic matrix if it! satisfies two conditions: (i) all entries of A are non-negative; and (ii) the sum of entries in each column is one. If the (,) entry of A is denoted by any for ij € {1, 2,...,n}, then A is a stochastic matrix when alij 20 for all i and j and I j = 1 for all j. These matrices are...
2 is the question Question 4 [35 marks in total] An n xn matrix A is called a stochastic matriz if it satisfies two conditions: (i) all entries of A are non-negative; and (ii) the sum of entries in each column is one. If the (i, j) entry of A is denoted by aij for i,j e {1, 2, ..., n}, then A is a stochastic matrix when aij > 0 for all i and j and in dij =...
3. You are given the following matrix -4 12 2 7 a)4 points) Find a basis for the nullspace of (b) 4 points] Using the columns of A, find a basis for the column space of A (c) [2 points What are the dimensions of these spaces? (d) [2 points] ls the vector u-I1-1 0 ојт in the nullspace of A? Why? (e) [4 points] Is the vector w-17-9 9-9]T İn the column space of A? If so, express w...
1 0 -7 3 Let A= 03 -4 and b= Denote the columns of A by a, a, ay, and let W = Span{a,,a,,a3} -26 2 3 a. Is b in {a,,a,,az)? How many vectors are in {a,az.az)? b. Is b in W? How many vectors are in W? c. Show that az is in W. (Hint: Row operations are unnecessary.] a. Is b in {a,,a,,az)? Ο Νο Yes How many vectors are in {a,,a,a}? O A. Two OB. Infinitely...
We will continue to work on the concepts of basis and dimensions in this homework Again, if necessary, you can use your calculator to compute the rref of a matrix 1 (5 points) Recalled that in Calculus, if the dot product of two vectors is zero, then we know that the two vectors are orthogonal (perpendicular) to each other. That is, if yi 3 y3 then the angle between the two vectors is coS 2 The two vectors z and...
About linear algebra,matrix; 2. (a) Use Octave as a Calculator to answer this question. Suppose that A and B are two 8 x 9 matrices. The (i.j)-entry of the matrix B is given by i *j -1. The (i. j)-entry of the matrix A equals 0 if i + j is divisible by 5 and equals the (i,j)-entry of the matrix B otherwise. i. What are the rank and nullity of matrices A and B? ii. Is vector u 9,64,-71,...
please use octave calculator or matlab to answer (a)(ii)and(iii) 2. (a) Use Octave as a Calculator1 to answer this question. Suppose that A and B are two 8 × 9 matrices. The (i, j)-entry of the matrix B is given by i *j -1. The (i, j)-entry of the matrix A equals 0 if i + j is divisible by 5 and equals the (i, j)-entry of the matrix B otherwise. i. What are the rank and nullity of matrices...
please answer 2a(i) only 2. (a) Use Octave as a Calculator to answer this question. Suppose that A and B are two 8 × 9 matrices. The (i, j)-entry of the matrix B is given by i *j - 1. The (i,j)-entry of the matrix A equals 0 if i +j is divisible by and equals the (i,j)-entry of the matrix B otherwise. i. What are the rank and nullity of matrices A and B? ii. Is vector u- [9,...
Due in 2 hr (a) Use Octave as a Calculator to answer this question Suppose that A and B are two 8 × 9 matrices. The (i, j)-entry of the matrix B is given by i *j -1. The (i,j)-entry of the matrix A equals 0 if i +j is divisible by 5 and equals the (i,j)-entry of the matrix B otherwise. i. What are the rank and nullity of matrices A and B? Is vector u =[964,-71,4249, 59, 234,-196.97]...