Fast convergence to optimal beam patterns
View Patent ↗Systems and methods for joint training of beam patterns in a system having a transmitter and a receiver. Initial transmit and receive beam pattern vectors are first selected. The beam pattern vectors are perturbed to produce a plurality of perturbed transmit and receive beam pattern vectors. A received signal power between the transmitter and the receiver is estimated for each combination of the perturbed transmit and the perturbed receive beam pattern vectors. The transmit and receive beam pattern vectors having a highest received signal power are applied to the transmitter and the receiver respectively. The perturbation, estimation, and application steps are iterated until the received signal power meets a convergence criterion.
1. A method for joint training of beam patterns in a system having a transmitter and a receiver, comprising:
selecting initial transmit and receive beam pattern vectors;
perturbing the beam pattern vectors to produce a plurality of perturbed transmit and receive beam pattern vectors;
estimating a received signal power between a transmitter and a receiver for each combination of the perturbed transmit and the perturbed receive beam pattern vectors;
applying the transmit and receive beam pattern vectors having a highest received signal power to the transmitter and the receiver respectively; and
producing globally optimal transmit and receive beam patterns by repeating said steps of perturbing, estimating, and applying until the received signal power meets a convergence criterion.
2. The method of claim 1 , wherein the convergence criterion is met when the difference between the highest received signal powers of successive iterations falls below a threshold.
3. The method of claim 1 , wherein the convergence criterion is met when the highest received signal power exceeds a minimum requirement.
4. The method of claim 1 , wherein the beam patterns are perturbed as
(
v
j
′
=
v
+
β
p
j
v
+
β
p
j
,
u
j
′
=
u
+
β
q
i
u
+
β
q
i
)
,
where v′ j is the perturbed version of beam pattern v, p j is a set of perturbation vectors for the transmit beam pattern, u′ i is the perturbed version of beam pattern u, q i is a set of perturbation vectors for the receive beam pattern, and β is a step-size parameter.
5. The method of claim 1 , wherein the initial transmit and receive beam pattern vectors are right and left singular vectors respectively of an estimated deterministic line-of-sight component of a transmission channel.
6. The method of claim 1 , further comprising communicating the estimated transmit beam pattern vector having the highest received signal power to the transmitter.
7. The method of claim 1 , further comprising selecting a subset of transmit and receive antennas to use corresponding to a number of radio-frequency chains.
8. A method for selecting a subset of antennas for a first antenna array having a specified cardinality in a system having two antenna arrays, comprising:
determining a plurality of beam pattern vectors for a first antenna array;
transmitting a known sequence using one or more beam pattern vectors;
estimating a channel gain at the receiver for each choice of beam pattern vector; and
computing an estimate of an array response vector and selecting a subset of the specified cardinality comprising indices such that the corresponding elements of the estimated array response vector are maximized.
9. The method of claim 8 , further comprising selecting a beam pattern vector for a second antenna array to use when transmitting the known sequence.
10. The method of claim 9 , wherein the first antenna array is a transmit array and the second antenna array is a receive array.
11. The method of claim 9 , wherein the first antenna array is a receive array and the second antenna array is a transmit array.
12. The method of claim 9 , wherein the beam pattern vector for the second antenna array is a normalized vector of all ones.
13. The method of claim 8 , wherein the cardinality of the subset corresponds to a number of radio-frequency chains.
14. The method of claim 8 , wherein the step of transmitting is repeated at least once for each transmit beam pattern vector.
15. The method of claim 14 , wherein the channel gain for each transmit beam pattern vector is estimated by averaging a received power across the repeated transmissions for that transmit beam pattern vector.
16. A radio communication system, comprising:
a transmitter array, comprising a plurality of component antennas, configured to transmit signals according to a first beam pattern;
a receiver array, comprising a plurality of component antennas, configured to receive signals according to a second beam pattern; and
a feedback link configured to communicate beam pattern information from the receiver to the transmitter, wherein the transmitter array trains the first beam pattern using the beam pattern information,
wherein the transmitter array and the receiver array jointly train the first and second beam patterns.
17. The system of claim 16 , wherein the first and second beam patterns are simultaneously trained with an iterative process.
18. The system of claim 16 , wherein a subset of the transmitter array component antennas are selected that maximize elements of an estimated array response vector.
19. The system of claim 16 , wherein a subset of the receiver array component antennas are selected that maximize elements of an estimated array response vector.