Method of processing ambient radio frequency data for activity recognition
A method of operating an activity recognition system includes capturing ambient radio frequency (RF) data by an RF sniffer. The ambient RF data is then received by a processor. The processor reduces noise content of the ambient RF data. Background is then subtracted from the ambient RF data by the processor. The processed ambient RF data is then converted into an image by the processor. The system generates successive images for each one of a plurality of time intervals. An image processing algorithm, stored in a storage medium and executed by the processor, is applied to the plurality of successive images to determine activity recognition.
1. A method of operating an activity recognition system comprising:
capturing ambient radio frequency (RF) data by an RF sniffer;
receiving the ambient RF data by a processor;
reducing noise content of the ambient RF data by the processor;
subtracting background from the ambient RF data by the processor;
converting the ambient RF data with reduced noise and subtracted background into an image by the processor;
generating a successive image for each one of a plurality of time intervals by the processor; and
apply an image processing algorithm storing in a storage medium and executed by the processor to each successive image to determine activity recognition, wherein the noise content of the ambient RF data is reduced by removing a mean value of multiple Channel State information (CSI) subcarriers at the same time index to subtract common mode noise.
2. A method of operating an activity recognition system comprising:
capturing ambient radio frequency (RF) data by an RF sniffer;
receiving the ambient RF data by a processor;
reducing noise content of the ambient RF data by the processor;
subtracting background from the ambient RF data by the processor;
converting the ambient RF data with reduced noise and subtracted background into an image by the processor;
generating a successive image for each one of a plurality of time intervals by the processor; and
apply an image processing algorithm storing in a storage medium and executed by the processor to each successive image to determine activity recognition, wherein the subtracting background includes converting the ambient RF data to a first order derivative of time.
3. The method set forth in claim 1 , wherein the subtracting background includes converting the ambient RF data to a first order derivative of time.
4. The method set forth in claim 3 , wherein the conversion to an image includes the combination of RF data from a plurality of antenna channels.
5. A building system comprising:
a wireless radio device including a transmitting component configured to transmit a radio frequency (RF), and a receiving component configured to receive the RF to accomplish a primary task; and
an activity recognition system configured to perform an activity recognition task, the activity recognition system including a sniffer configured to sample and measure ambient RF signals over time, control circuitry including one or more processors and one or more storage mediums, RF background data stored in at least one of the one or more storage mediums and indicative of no activity, a computer instruction stored in at least one of the one or more storage mediums and executed by at least one of the one or more processors, wherein the computer instruction is configured to process the measured ambient RF signals, subtract background from ambient RF data indicative of the ambient RF signals, convert the process ambient RF signals to a plurality of successive images, and apply an image-based algorithm to compare the plurality of successive images to the RF background data, and thereby determine activity recognition, wherein the noise content of the ambient RF data is reduced by removing a mean value of multiple Channel State information (CSI) subcarriers at the same time index to subtract common mode noise.
6. The building system set forth in claim 5 , wherein the transmitting component, the receiving component, and the sniffer are located in a building.
7. The building system set forth in claim 6 , wherein the sniffer is one of a plurality of sniffers each located in a respective region of a plurality of regions of the building.
8. The building system set forth in claim 6 , wherein the wireless radio device is one of a plurality of wireless radio devices each transmitting respective RF signals sampled by the sniffer.
9. The building system set forth in claim 5 , wherein the wireless radio device is a WiFi device.
10. The building system set forth in claim 5 , wherein the activity recognition system is an intruder alert system.