IP Library Granted Patent US 12,437,166
Granted Patent B2
US 12,437,166 · App. 18/966,918 · Granted Oct 7, 2025

Deploying RFID readers in environments having a dense population of RFID tags

Inventors: Melissa Swats (Boca Raton, FL); Matthew Lange (San Diego, CA); Prokopios Panagiotou (Seal Beach, CA); Joe Mueller (San Diego, CA); David Stephenson (San Jose, CA); Richard Marcks, Jr. (San Diego, CA)
Assignee: Automaton, Inc.
G06K7/10128
View Patent ↗
Loading inventors, assignments & file history…
Monitor This Case
Get email alerts when status or documents change.
Order Certified Copies
Most orders are placed with the USPTO same day — all within 24 business hours.
Order via The Patent Place →
Pre-filled with this patent's details
Quick Facts
Patent No.
US 12,437,166
App. No.
18/966,918
Granted
Oct 7, 2025
Kind
B2
Abstract

Methods and apparatus for deploying RFID readers in an RFID environment that contains dense populations of tags are described. The RFID readers are deployed using a process that provides adequate link margins so that communication can be established with RFID tags in all regions of interest within the RFID environment.

Claims (57)

1. A method of deploying radio-frequency identification (RFID) readers in an installation site, the method comprising:

measuring ceiling heights and locations of walls and/or fixtures in the installation site;

determining, based on the ceiling heights and the locations of walls and/or fixtures, intended locations for the RFID readers in the installation site;

provisioning a central controller for the RFID readers with a configuration file representing the intended locations for the RFID readers;

installing the RFID readers in the installation site;

measuring actual locations of the RFID readers;

provisioning the central controller with an updated configuration file representing the actual locations of the RFID readers; and

commissioning the central controller and the RFID readers to locate RFID tags in the installation site based on signals from the RFID tags received by the RFID readers and the actual locations of the RFID readers.

2. The method of claim 1 , wherein:

measuring the ceiling heights and the locations of walls and/or fixtures comprises performing a first lidar scan of the installation site; and

measuring the actual locations of the RFID readers comprises performing a second lidar scan of the installation site.

3. The method of claim 1 , wherein determining the intended locations for the RFID readers comprises generating a floor plan of the installation site and a ceiling image representing the ceiling heights.

4. The method of claim 1 , wherein determining the intended locations for the RFID readers comprises identifying potential obstructions based on the ceiling heights and/or coverage volumes of the RFID readers.

5. The method of claim 1 , wherein determining the intended locations for the RFID readers comprises selecting the intended locations such that coverage volumes of adjacent RFID readers intersect at a predetermined height based on an expected maximum height of the RFID tags in the installation site.

6. The method of claim 1 , wherein determining the intended locations for the RFID readers comprises selecting the intended locations such that coverage volumes of RFID readers adjacent to the walls intersect the walls at or above a predetermined height based on an expected maximum height of the RFID tags on fixtures along the walls.

7. The method of claim 1 , wherein determining the intended locations for the RFID readers comprises selecting the intended locations such that coverage volumes of adjacent RFID readers intersect at or above a predetermined height.

8. The method of claim 7 , wherein the predetermined height is based on a height of a fixture that will hold the RFID tags.

9. The method of claim 1 , wherein determining the intended locations for the RFID readers comprises:

generating different sets of possible sensor locations based on different desired spacings between adjacent sensor locations;

determining a coverage and sensor count for each of the different sets of possible sensor locations; and

selecting one of the different sets of possible sensor locations as the intended locations based on the coverages and sensor counts for the different sets of possible sensor locations.

10. The method of claim 1 , wherein installing the RFID readers in the installation site comprises adjusting a pitch and/or a roll of at least one of the RFID readers to an angle of 0.0°±0.25°.

11. The method of claim 1 , wherein installing the RFID readers in the installation site comprises:

connecting each of the RFID readers to a corresponding Ethernet switch; and

connecting the corresponding Ethernet switch to the central controller.

12. The method of claim 1 , further comprising, after installing the RFID readers:

measuring angular orientations of the RFID readers,

wherein the updated configuration file further represents the angular orientations of the RFID readers.

13. The method of claim 1 , further comprising, before commissioning the central controller and the RFID readers:

testing coverage of the installation site by the RFID readers.

14. RFID tag readers deployed according to the method of claim 1 .

15. A method of deploying radio-frequency identification (RFID) readers in an installation site, the method comprising:

selecting corner locations such that coverage volumes of RFID readers at the corner locations intersect walls forming corners at or above a first predetermined height based on an expected maximum height of RFID tags on fixtures along the walls;

selecting perimeter locations such that coverage volumes of RFID readers at the perimeter locations intersect walls at the first predetermined height and intersect neighboring coverage volumes at or above a second predetermined height based on an expected maximum height of the RFID tags in the installation site;

selecting interior locations such that coverage volumes of RFID readers at the interior locations intersect adjacent coverage volumes at or above the second predetermined height;

installing the RFID readers at the corner locations, perimeter locations, and interior locations; and

commissioning the RFID readers to locate RFID tags in the installation site based on signals from the RFID tags received by the RFID readers and actual locations of the RFID readers.

16. The method of claim 15 , wherein the first predetermined height is about 2 meters and the second predetermined height is about 1 meter.

17. The method of claim 15 , further comprising, before selecting the corner locations, the perimeter locations, and the interior locations:

identifying obstructions and/or regions with ceiling heights below a predetermined threshold in the installation site.

18. The method of claim 15 , further comprising, before installing the RFID readers:

identifying gaps in coverage provided by the RFID readers at the corner locations, the perimeter locations, and the interior locations; and

iteratively adding and shifting locations of the RFID readers to reduce and/or eliminate the gaps.

19. The method of claim 15 , further comprising, after installing the RFID readers and before commissioning the RFID readers:

measuring the actual locations of the RFID readers; and

provisioning a central controller with a configuration file representing the actual locations of the RFID readers,

wherein locating the RFID tags is based on the configuration file.

20. RFID readers deployed according to the method of claim 15 .

21. A method of locating radio-frequency identification (RFID) readers in an RFID environment containing a population of RFID tags, the method comprising:

receiving floor plan information that describes an extent of physical space of the RFID environment;

determining first locations within the physical space for a plurality of RFID readers, the first locations being distributed across the physical space in a first pattern;

computing a first plurality of peak radio-frequency (RF) power levels at a plurality of locations of interest within the physical space, wherein the first plurality of peak RF power levels are based on RF fields emitted by the plurality of RFID readers and the first locations of the plurality of RFID readers and wherein each location of interest is a sub-region of the physical space that an RFID tag is expected to inhabit within the RFID environment;

determining, for at least a first location of interest of the plurality of locations of interest, that a first peak RF power level of the first plurality of peak RF power levels for the first location of interest does not satisfy a link margin criterion, wherein the link margin criterion identifies a target power level that establishes communications between at least one RFID reader of the plurality of RFID readers and an RFID tag located at the first location of interest;

in response to the first peak RF power level not satisfying the link margin criterion, determining second locations within the physical space for the plurality of RFID readers, the second locations being distributed across the physical space in a second pattern that has spacings between the RFID readers of the plurality of RFID readers that is less than spacings between the RFID readers for the first pattern;

computing a second plurality of peak RF power levels at the plurality of locations of interest within the physical space, wherein the second plurality of peak RF power levels are based on the RF fields emitted by the plurality of RFID readers and the second locations of the plurality of RFID readers;

determining, for at least the first location of interest or a second location of interest of the plurality of locations of interest, that a second peak RF power level of the second plurality of peak RF power levels for the first location of interest or the second location of interest satisfy the link margin criterion for the first location of interest or the second location of interest, wherein the first location of interest or the second location of interest is a location having a lowest peak RF power level of the second plurality of peak RF power levels; and

in response to the second peak RF power level satisfying the link margin criterion, outputting the second locations as intended locations for installing the plurality of RFID readers.

Assignments (1)
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Dec 9, 2024
From: SWATS, MELISSA; LANGE, MATTHEW; PANAGIOTOU, PROKOPIOS; STEPHENSON, DAVID; MUELLER, JOE; MARCKS, RICHARD, JR.
To: AUTOMATON, INC.
Reel/Frame 069525/0064 →
Continuity (3)
Continuation PCTUS2023068002 · Jun 6, 2023
Provisional Application 63349303 · Jun 6, 2022
Related Publication 20250094741A1 · Mar 20, 2025
References Cited (43)
US 10013860B2 · Hewett · 2018 [cited by applicant]
US 10386474B2 · Hewett · 2019 [cited by applicant]
US 10871558B2 · Hewett · 2020 [cited by applicant]
US 11043093B2 · Hewett · 2021 [cited by applicant]
US 11215691B2 · Hewett et al. · 2022 [cited by applicant]
US 11408965B2 · Hewett et al. · 2022 [cited by applicant]
US 11543512B2 · Hewett · 2023 [cited by applicant]
US 11915567B2 · Hewett · 2024 [cited by applicant]
US 11933877B2 · Hewett · 2024 [cited by applicant]
US 12013474B2 · Hewett et al. · 2024 [cited by applicant]
US 12117548B2 · Hewett et al. · 2024 [cited by applicant]
US 12164048B2 · Hewett et al. · 2024 [cited by applicant]
US 20140167918A1 · Stern et al. · 2014 [cited by applicant]
US 20140222525A1 · Heckman, III et al. · 2014 [cited by applicant]
US 20220317242A1 · Zhu · 2022 [cited by examiner]
US 20230222299A1 · Mazur · 2023 [cited by examiner]
US 20240046211A1 · Hewett et al. · 2024 [cited by applicant]
US 20240193381A1 · Brown, III et al. · 2024 [cited by applicant]
US 20240273986A1 · Hewett · 2024 [cited by applicant]
US 20240295623A1 · Hewett et al. · 2024 [cited by applicant]
US 20240302522A1 · Hewett · 2024 [cited by applicant]
US 20240328535A1 · Ball · 2024 [cited by examiner]
US 20240330614A1 · Mueller et al. · 2024 [cited by applicant]
US 20240330619A1 · Morse et al. · 2024 [cited by applicant]
US 20240386375A1 · Dhar et al. · 2024 [cited by applicant]
US 20240394668A1 · Okumura · 2024 [cited by examiner]
US 20250045409A1 · Winn · 2025 [cited by applicant]
US 20250094741A1 · Swats · 2025 [cited by examiner]
US 20250102665A1 · Dhar · 2025 [cited by examiner]
WO 2023212698A1 · 2023 [cited by applicant]
WO 2023240088A2 · 2023 [cited by applicant]
WO 2023240296A1 · 2023 [cited by applicant]
WO 2023250401A1 · 2023 [cited by applicant]
WO 2024196835A1 · 2024 [cited by applicant]
WO 2024196837A1 · 2024 [cited by applicant]
“New AR Room Scanner with LiDAR Camera I magicplan” (Magicplan) Oct. 23, 2020 [online] [retrieved on Sep. 11, 2023]. Retrieved from the Internet entire document, especially 0:44-1:40, 2 pages. [cited by applicant]
International Search Report and Written Opinion in International App. No. PCT/US2023/068002 dated Jan. 10, 2024, 19 pages. [cited by applicant]
Lee, et al. “Installation and evaluation of RFID readers on moving vehicles.” Proceedings of the sixth ACM international workshop on VehiculAr InterNETworking. 2009.VANET, Sep. 2009, (online]. (retrieved on Sep. 11, 202… [cited by applicant]
Ma, et al. “WallSense: Device-free indoor localization using wall-mounted UHF RFID tags.” Sensors 19.1 (2018): 68., Dec. 25, 2018, (online), (retrieved on Sep. 11, 2023]. Retrieved from the Internet, pp. 1 to 16, especi… [cited by applicant]
RFID Link Budget Overview. IMPINJ® Whitepaper Rev 1.0 May 7, 2015. 4 pages. [cited by applicant]
Swedberg, “Pilot Aims to Prove Passive RTLS Success for Manufacturing Site.” Sep. 24, 2019, [online], [retrieved on Sep. 11, 2023]. Retrieved from the Internet <URL: https://www.confidex.com/pilot-aims-o-prove-passive-r… [cited by applicant]
XArray and xSpan Gateways: Deployment and Best Practices. IMPINJ Deployment Guide version 2, 2017. 67 pages. [cited by applicant]
ZEBRA ATR7000 Advanced Array RFID Reader Integration Guide, ZEBRA.com, 117 pages. [cited by applicant]