System and method of occupancy estimation utilizing transmitted signals

• US 10,033,472 B2
• Filed: 12/14/2017
• Issued: 07/24/2018
• Est. Priority Date: 03/31/2015
• Status: Active Grant

• Current Assignee: Regents of the University of California (University of California)
• Original Assignee: Regents of the University of California (University of California)
• Inventors: Mostofi, Yasamin, Muralidharan, Arjun, Depatla, Saandeep
• Primary Examiner(s): AKINYEMI, AJIBOLA A
• Application Number:
  US15/841,788
• Publication Number:
  US 20180109339A1
• Time in Patent Office: 222 Days
• Field of Search: 455 6712
• CPC Class Codes: H04B 17/318 Received signal strength
• CPC Class Codes: H04W 24/08 Testing, supervising or monitoring using real traffic

Abstract

A method estimating number of occupants in a region includes receiving at one or more receiving unit a signal or signals transmitted from one or more transmitting units, wherein the transmitting units are not associated with the one or more occupants located in the region. In addition, the method includes measuring one or more attributes of the received signal for a duration of time and calculating an occupancy estimate based, at least in part, on the measured attribute of the received signal.

Claims

1. A method of estimating a number of occupants in a region, the method comprising:

receiving at one or more receiving units a signal transmitted from one or more transmitting units, wherein the transmitting units are not associated with the one or more occupants located in the region;

measuring one or more attributes of the received signal;

estimating the number of occupants in the region based, at least in part, on the measured attributes of the received signal and a relationship that relates measured attributes and number of occupants to one another, wherein the relationship is a theoretical model, a heuristic relationship, a relationship developed from past measurements and learning, or a relationship developed from simulations.

2. The method of claim 1, wherein the number of occupants in the region is estimated, at least in part, based on the measured attributes of the received signal and a relationship that relates functions of the signal attributes and number of occupants to one another.

3. The method of claim 1, wherein the relationship utilizes a statistical or probabilistic function, a probability distribution function, a probability mass function, a correlation function, or a covariance function.

4. The method of claim 1, wherein the measured signal attributes are expressed statistically, probabilistically, as a probability density function, a probability mass function, or as a correlation function.

5. The method of claim 1, wherein the relationship includes modeling of motion behaviors of occupants within the monitored region.

6. The method of claim 1, wherein the signal is a radio frequency (RF) signal, or a Wi-Fi signal, or a Bluetooth signal, or a cellular signal.

7. The method of claim 1, wherein the one or more attribute of the received signal includes at least one of received signal strength, received signal strength indicator (RSSI), signal-to-noise ratio (SNR), received channel power indicator (RCPI), or received signal phase.

8. The method of claim 1, wherein the attributes of the received signal are measured over a period of time.

9. The method of claim 1, wherein the estimation is based, in part, on the line-of-sight (LOS) blocking/crossing of the received signal, or multi-path (MP) scattering/fading of the received signal, or both LOS blocking/crossing and MP scattering/fading.

10. A method of detecting presence or absence of occupants in the region, the method comprising:

receiving at one or more receiving units a signal transmitted from one or more transmitting units, wherein the transmitting units are not associated with the one or more occupants located in the region;

measuring one or more attributes of the received signal; and

detecting a presence/absence of occupants in the region based, at least in part, on the measured attributes of the received signal and a relationship that relates measured attributes and the presence/absence of occupants to one another, wherein the relationship is a theoretical model, a heuristic relationship, a relationship developed from past measurements and learning, or a relationship developed from simulations.

11. The method of claim 10, wherein the detection is based, in part, on the multi-path (MP) scattering/fading, or the line-of-sight (LOS) blocking/crossing of the received signal, or both the multi-path (MP) scattering/fading and the line-of-sight (LOS) blocking/crossing of the received signal.

12. The method of claim 10, wherein the one or more attribute of the received signal includes at least one of received signal strength, received signal strength indicator (RSSI), signal-to-noise ratio (SNR), received channel power indicator (RCPI), or received signal phase.

13. The method of claim 10, wherein the signal is a radio frequency (RF) signal, or a Wi-Fi signal, or a Bluetooth signal, or a cellular signal.

14. A method of estimating a number of occupants in the region, the method comprising:

generating baseline parameters that describe the effect occupancy has on signal attributes and storing the generated baseline parameters;

generating a relationship that relates measured attributes of the received signal and number of occupants to one another, wherein the relationship is a theoretical model, a heuristic relationship, a relationship developed from past measurements and learning, or a relationship developed from simulations;

receiving at one or more receiving units a signal transmitted from one or more transmitting units, wherein the transmitting units are not associated with the one or more occupants located in the region;

measuring one or more attributes of the received signal; and

estimating the number of occupants in the region based, at least in part, on the measured attributes of the received signal and the generated relationship.

15. The method of claim 14, wherein generating the baseline parameters includes one or more of simulating the baseline parameters, measurement of signal attributes in an initialization stage, and/or utilizing a table lookup of the baseline parameters based on characteristics of the region such as geometry of the region to be monitored and location of the one or more transmitter units and the one or more receiver units.

16. The method of claim 14, wherein measurement of signal attributes in an initialization stage includes measuring signal attributes with an integer number of occupants located in the region of interest or in similar regions, to generate baseline parameters.

17. The method of claim 16, wherein the integer number of occupants is varied during the initialization stage.

18. The method of claim 14, wherein the baseline parameters are utilized to generate one or more functions representative of how the one or more measured attributes is related to the number of occupants.

19. The method of claim 18, wherein estimating the number of occupants includes finding a best fit between a function representative of the one or more measured attributes and one of the functions representative of how the one or more measured attributes is related to number of occupants.