Vehicle road side location of a target via unwrapped differential phase RF signals
A vehicle side target location method includes receiving a request, via a first wireless connection, for the vehicle to travel to a location, in response to the vehicle being less than a predetermined distance from the location, receiving RF packets, via a second wireless connection having a multiple antenna radio frequency (RF) transceiver having an identification (ID), from a target at the location, identifying packets based on the ID of the RF transceiver, extracting channel state information (CSI) from received signals associated with the identified packets, determining a phase difference of subcarrier phase data of the received signals between each of the multiple antennae, filtering noise of the phase difference of subcarriers based on subcarrier selection to obtain multiple robust phase difference signals, and feeding the multiple robust phase difference signals to a classifier to obtain a side of the vehicle associated with the location of the target.
1. A system for a vehicle comprising:
a multiple antenna radio frequency (RF) transceiver having an identification (ID); and
a processor coupled with the RF transceiver and configured to:
receive a request, via a first wireless connection, for the vehicle to travel to a location,
in response to the vehicle being less than a predetermined distance from the location, receive RF packets, via a second wireless connection, from a target at the location,
identify packets based on the ID of the RF transceiver,
extract channel state information (CSI) from received signals associated with the identified packets,
unwrap phase from the CSI of the received signals to obtain subcarrier phase data,
determine a phase difference of subcarriers of the received signals between each of the multiple antennae,
filter noise of the phase difference based on subcarrier selection to obtain multiple robust phase difference signals, and
feed the multiple robust phase difference signals to a Long Short-Term Memory (LSTM) classifier to obtain a side of the vehicle associated with the location of the target.
2. The system of claim 1 , wherein the subcarrier selection is all received subcarriers.
3. The system of claim 1 , wherein the subcarrier selection is based on a variance of phase differences of received subcarriers to obtain selected subcarriers, and wherein the multiple robust phase difference signals is an average phase difference of the selected subcarriers.
4. The system of claim 1 , wherein the multiple antenna RF transceiver in configured to support at least one of 802.11 (Wi-Fi), Ultra-Wide Band (UWB), and Bluetooth (BT).
5. The system of claim 1 , wherein the multiple antenna RF transceiver includes three antennae.
6. The system of claim 1 , wherein the classifier is an LSTM, SVM, or decision tree classifier.
7. The system of claim 1 , wherein the target is configured as an access point and the RF transceiver is configured as a client to the target.
8. The system of claim 1 , wherein the RF transceiver is configured as an access point (Hot spot) and the target is configured as a client to the RF transceiver.
9. The system of claim 8 , wherein the RF transceiver selects a channel and band based on RF traffic to minimize interference and transmits the channel and band to the target via the first wireless connection.
10. The system of claim 1 , wherein the RF transceiver is configured to monitor an ID, channel, and band associated with the target.
11. A vehicle side target location method comprising:
receiving a request, via a first wireless connection, for the vehicle to travel to a location;
in response to the vehicle being less than a predetermined distance from the location, receiving RF packets, via a second wireless connection having a multiple antenna radio frequency (RF) transceiver having an identification (ID), from a target at the location;
identifying packets based on the ID of the RF transceiver;
extracting channel state information (CSI) from received signals associated with the identified packets;
unwrapping phase from the CSI of the received signals to obtain subcarrier phase data;
determining a phase difference of subcarrier phase data of the received signals between each of the multiple antennae;
filtering noise of the phase difference of subcarriers based on subcarrier selection to obtain multiple robust phase difference signals; and
feeding the multiple robust phase difference signals to a Long Short-Term Memory (LSTM) classifier to obtain a side of the vehicle associated with the location of the target.
12. The method of claim 11 , wherein the subcarrier selection is all received subcarriers.
13. The method of claim 11 , wherein the subcarrier selection is based on a variance of phase differences of received subcarriers to obtain selected subcarriers, and wherein the multiple robust phase difference signals is an average phase difference of the selected subcarriers.
14. The method of claim 11 , wherein the multi antenna RF transceiver in configured to support at least one of 802.11 (Wi-Fi), Ultra-Wide Band (UWB), and Bluetooth (BT).
15. A system for performing lane selection associated with autonomous control of a vehicle, the system comprising:
a multiple antenna radio frequency (RF) transceiver having an identification (ID);
a processor coupled with the RF transceiver; and
a memory including instructions that, when executed by the processor, cause the processor to:
receive a request, via a first wireless connection, for the vehicle to travel to a location,
in response to the vehicle being less than a predetermined distance from the location, receive RF packets, via a second wireless connection, from a target at the location,
identify packets based on the ID of the RF transceiver,
extract channel state information (CSI) from received signals associated with the identified packets,
determine a phase difference of subcarriers of the received signals between each of the multiple antennae,
filter noise of the phase difference of subcarriers based on subcarrier selection to obtain multiple robust phase difference signals,
feed the multiple robust phase difference signals to a Long Short-Term Memory (LSTM) classifier to obtain a side of the vehicle associated with the location of the target, and
operate the vehicle to navigate the vehicle to a lane associated with the side of the vehicle.
16. The system of claim 15 , wherein the memory includes further instructions that, when executed by the processor, cause the processor to perform phase unwrapping after extraction of the CSI.
17. The system of claim 15 , wherein the subcarrier selection is all received subcarriers.
18. The system of claim 15 , wherein the subcarrier selection is based on a variance of phase differences of received subcarriers to obtain selected subcarriers, and wherein the multiple robust phase difference signals is an average phase difference of the selected subcarriers.
19. The system of claim 15 , wherein the multi antenna RF transceiver in configured to support at least one of 802.11 (Wi-Fi), Ultra-Wide Band (UWB), and Bluetooth (BT).
20. The system of claim 15 , further comprising 3 antennae coupled with the RF transceiver.