IP Library › Granted Patent US 12,514,243
Granted Patent B2
US 12,514,243 · App. 18/226,152 · Granted Jan 6, 2026

Imaging array for bird or bat detection and identification

Inventors: Eric S. Wenger (Lakewood, CO); Andrew G. Oliver (Longmont, CO); Victor L. Babbitt (Superior, CO); Thomas R. Hiester (Broomfield, CO)
Assignee: IDENTIFLIGHT INTERNATIONAL, LLC
A01M29/10A01K29/005A01M29/16A01M31/002E04B1/72F03D7/042F03D7/048F03D17/00F03D80/00F03D80/10G06F18/24G06T7/20G06V10/764G06V20/13G06V40/103H04N13/243H04N13/296H04N23/698H04N23/90F03D9/007F03D9/257F05B2270/804H02S10/12Y02E10/72
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 12,514,243
App. No.
18/226,152
Granted
Jan 6, 2026
Kind
B2
Abstract

An automated system for mitigating risk from a wind farm. The automated system may include an array of a plurality of image capturing devices independently mounted in a wind farm. The array may include a plurality of low resolution cameras and at least one high resolution camera. The plurality of low resolution cameras may be interconnected and may detect a spherical field surrounding the wind farm. A server is in communication with the array of image capturing devices. The server may automatically analyze images to classify an airborne object captured by the array of image capturing devices in response to receiving the images.

Claims (33)

1 . An automated system for tracking object motion in a designated area, the automated system comprising:

an array of image capturing devices independently mounted in a designated area;

the array including:

a network of wide field of view cameras and

two or more tracking cameras;

wherein the network of wide field of view cameras are interconnected with at least one of the wide field of view cameras having a field of view pointed upward to detect a geometric field surrounding the designated area and the interconnected wide field of view cameras provide a combined field of view to monitor airspace in all approachable directions around the designated area; and

a server in communication with the array of image capturing devices;

to classify an airborne object captured by the array of image capturing devices in response to receiving the images.

2 . The automated system of claim 1 , wherein the two or more tracking cameras are arranged with overlapping fields of view to provide stereoscopic imaging of the airborne object.

3 . The automated system of claim 1 , wherein an image of the airborne object captured from at least one of the tracking cameras has more pixels on the airborne object than an image of the airborne object captured by the network of wide field of view cameras.

4 . The automated system of claim 1 , wherein the two or more tracking cameras are independently mounted to a pan and tilt system.

5 . The automated system of claim 1 , wherein the wide field of view cameras together provide substantially hemispherical coverage.

6 . The automated system of claim 1 , wherein the network of wide field of view cameras are mounted with fixed fields of view for detection of the airborne object.

7 . The automated system of claim 1 , wherein the server is in communication with a plurality of wind towers, wherein the server initiates mitigation efforts of at least one of the plurality of wind towers when a predetermined species is within a predetermined distance of the at least one of the plurality of wind towers.

8 . The automated system of claim 7 , wherein the mitigation efforts comprise an automatic curtailment of blades of the wind tower.

9 . The automated system of claim 7 , wherein the predetermined distance is measured from at or near the base of the wind tower.

10 . The automated system of claim 9 , wherein the predetermined distance is between about 600 m and about 1000 m.

11 . The automated system of claim 1 , wherein the two or more tracking cameras are arranged in pairs.

12 . A method of surveying a population of a predetermined species in a designated area, the method comprising the steps of:

mounting an array of image capturing devices in a designated area, wherein the array of image capturing devices includes an interconnected network of wide field of view cameras and two or more tracking cameras, wherein at least one of the wide field of view cameras has a field of view pointed upward to detect a geometric field surrounding the designated area and the interconnected wide field of view cameras provide a combined field of view to monitor airspace in all approachable directions around the designated area;

detecting an airborne object in the designated area with one or more of the wide field of view cameras to generate wide field of view (WFOV) images;

activating the two or more tracking cameras with a controller to track the detected airborne object from the detecting step in the designated area and to provide tracking camera images of the airborne object;

automatically providing the WFOV images, the tracking camera images, or a combination thereof to a server to determine whether the airborne object is a predetermined species of interest; and

collecting data on the predetermined species of interest;

thereby surveying the population of a predetermined species.

13 . The method of claim 12 , wherein the wide field of view cameras provide substantially hemispherical coverage.

14 . The method of claim 12 , wherein the data comprises the number of instances in which the predetermined species of interest is detected.

15 . The method of claim 12 , wherein the analyzing step comprises analyzing one or more of colors, shapes, sizes, and flight characteristics of the airborne object to determine whether the airborne object is the predetermined species of interest.

16 . The method of claim 12 , further comprising transmitting the data about the predetermined species of interest to a device for storage.

17 . The method of claim 12 , wherein the WFOV images, the tracking camera images, or a combination thereof are automatically provided to the server through a computing device.

18 . The method of claim 12 , further comprising generating a stereoscopic image with the server based on the WFOV images, the tracking camera images, or a combination thereof.

19 . The method of claim 12 , wherein the designated area is an airport, a prison, a stadium, a research facility, a wind farm, a solar farm, a developmental area, a construction site, a national monument, a national park, or any combination thereof.

20 . The method of claim 12 , further comprising evaluating whether to construct a wind turbine or a wind turbine farm in or around the designated area based at least in part on the data collected on the predetermined species of interest.

Assignments (2)
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Mar 21, 2025
From: WENGER, ERIC S.; OLIVER, ANDREW G.; BABBITT, VICTOR L.; HIESTER, THOMAS R.
To: IDENTIFLIGHT, LLC
Reel/Frame 070590/0110 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Mar 21, 2025
From: IDENTIFLIGHT, LLC
To: IDENTIFLIGHT INTERNATIONAL, LLC
Reel/Frame 070590/0115 →
Continuity (6)
Continuation 17164395 · Feb 1, 2021
Continuation 16692193 · Nov 22, 2019
Continuation 15816352 · Nov 17, 2017
Continuation 14829439 · Aug 18, 2015
Provisional Application 62040081 · Aug 21, 2014
Related Publication 20240057583A1 · Feb 22, 2024
References Cited (201)
US 5657073A · Henley · 1997 [cited by applicant]
US 5774088A · Kreithen · 1998 [cited by applicant]
US 6250255B1 · Lenhardt et al. · 2001 [cited by applicant]
US 6323858B1 · Gilbert et al. · 2001 [cited by applicant]
US 6411327B1 · Kweon et al. · 2002 [cited by applicant]
US 6623243B1 · Hodos · 2003 [cited by applicant]
US 6809887B1 · Gao et al. · 2004 [cited by applicant]
US 6947059B2 · Pierce et al. · 2005 [cited by applicant]
US 7315799B1 · Podolsky · 2008 [cited by applicant]
US 7429997B2 · Givon · 2008 [cited by applicant]
US 7463280B2 · Steuart, III · 2008 [cited by applicant]
US 7506815B2 · Spiegel · 2009 [cited by applicant]
US 7643055B2 · Uebbing · 2010 [cited by applicant]
US 7684591B2 · Tamura et al. · 2010 [cited by applicant]
US 7701362B2 · Philiben · 2010 [cited by applicant]
US 7773121B1 · Huntsberger et al. · 2010 [cited by applicant]
US 7806604B2 · Bazakos et al. · 2010 [cited by applicant]
US 7952608B2 · Thompson · 2011 [cited by applicant]
US 7971827B2 · Barrientos et al. · 2011 [cited by applicant]
US 8106936B2 · Strzempko · 2012 [cited by examiner]
US 8123476B2 · Stommel · 2012 [cited by applicant]
US 8253777B2 · Lin · 2012 [cited by applicant]
US 8284258B1 · Cetin et al. · 2012 [cited by applicant]
US 8379486B2 · Adler et al. · 2013 [cited by applicant]
US 8401225B2 · Newcombe et al. · 2013 [cited by applicant]
US 8446457B2 · Theobald · 2013 [cited by applicant]
US 8446509B2 · Jones et al. · 2013 [cited by applicant]
US 8502730B2 · Roche · 2013 [cited by applicant]
US 8553113B2 · Ansari et al. · 2013 [cited by applicant]
US 8598998B2 · Vassilev et al. · 2013 [cited by applicant]
US 8742977B1 · Piesinger · 2014 [cited by applicant]
US 8780198B2 · McClure et al. · 2014 [cited by applicant]
US 8810411B2 · Marka et al. · 2014 [cited by applicant]
US 8988230B2 · Nohara et al. · 2015 [cited by applicant]
US 9001211B1 · Spivey · 2015 [cited by applicant]
US 9046080B2 · Sliwa · 2015 [cited by applicant]
US 9124812B2 · Yoo et al. · 2015 [cited by applicant]
US 9125394B2 · Kinzie et al. · 2015 [cited by applicant]
US 9152019B2 · Kintner · 2015 [cited by examiner]
US 9402026B2 · St. Clair · 2016 [cited by applicant]
US 9413930B2 · Geerds · 2016 [cited by applicant]
US 9413954B1 · Theobald · 2016 [cited by applicant]
US 9521830B2 · Wenger et al. · 2016 [cited by applicant]
US 9583133B2 · Hirata et al. · 2017 [cited by applicant]
US 9609234B1 · Checka · 2017 [cited by applicant]
US 9775337B2 · Duncan et al. · 2017 [cited by applicant]
US 9816486B2 · Wenger et al. · 2017 [cited by applicant]
US 9856856B2 · Wenger et al. · 2018 [cited by applicant]
US 9891049B2 · Brown · 2018 [cited by applicant]
US 10026284B2 · Takiguchi et al. · 2018 [cited by applicant]
US 10275679B2 · Jorquera et al. · 2019 [cited by applicant]
US 10519932B2 · Wenger et al. · 2019 [cited by applicant]
US 10883473B2 · Wenger et al. · 2021 [cited by applicant]
US 10920748B2 · Wenger et al. · 2021 [cited by applicant]
US 11544490B2 · Jorquera et al. · 2023 [cited by applicant]
US 11555477B2 · Wenger et al. · 2023 [cited by applicant]
US 11751560B2 · Wenger et al. · 2023 [cited by applicant]
US 20010019357A1 · Ito et al. · 2001 [cited by applicant]
US 20010030280A1 · Rockinger et al. · 2001 [cited by applicant]
US 20020122113A1 · Foote · 2002 [cited by examiner]
US 20020180759A1 · Park et al. · 2002 [cited by applicant]
US 20040100443A1 · Mandelbaum et al. · 2004 [cited by applicant]
US 20040212677A1 · Uebbing · 2004 [cited by applicant]
US 20040247173A1 · Nielsen et al. · 2004 [cited by applicant]
US 20050068632A1 · Holloway et al. · 2005 [cited by applicant]
US 20050162978A1 · Lima · 2005 [cited by applicant]
US 20050207487A1 · Monroe · 2005 [cited by applicant]
US 20050275721A1 · Ishii · 2005 [cited by applicant]
US 20060012681A1 · Fujii · 2006 [cited by applicant]
US 20060028548A1 · Salivar et al. · 2006 [cited by applicant]
US 20060077262A1 · Miyamaki et al. · 2006 [cited by applicant]
US 20060125921A1 · Foote · 2006 [cited by applicant]
US 20060204035A1 · Guo et al. · 2006 [cited by applicant]
US 20060284971A1 · Wren et al. · 2006 [cited by applicant]
US 20070109407A1 · Thompson · 2007 [cited by applicant]
US 20070206945A1 · DeLorme et al. · 2007 [cited by applicant]
US 20080084787A1 · Graber · 2008 [cited by applicant]
US 20080260531A1 · Stommel · 2008 [cited by applicant]
US 20080298674A1 · Baker et al. · 2008 [cited by applicant]
US 20080298692A1 · Guo et al. · 2008 [cited by applicant]
US 20080298962A1 · Sliwa · 2008 [cited by applicant]
US 20090185900A1 · Hirakata et al. · 2009 [cited by applicant]
US 20090210109A1 · Ravenscroft · 2009 [cited by applicant]
US 20100141767A1 · Mohanty et al. · 2010 [cited by applicant]
US 20100201525A1 · Bahat et al. · 2010 [cited by applicant]
US 20100231687A1 · Amory et al. · 2010 [cited by applicant]
US 20100245539A1 · Lin · 2010 [cited by applicant]
US 20100265331A1 · Tanaka · 2010 [cited by applicant]
US 20110043630A1 · McClure et al. · 2011 [cited by applicant]
US 20110069148A1 · Jones et al. · 2011 [cited by applicant]
US 20110109491A1 · Laufer · 2011 [cited by applicant]
US 20110115969A1 · Whillock · 2011 [cited by applicant]
US 20110144829A1 · Kim et al. · 2011 [cited by applicant]
US 20110164108A1 · Bates et al. · 2011 [cited by applicant]
US 20110192212A1 · Delprat et al. · 2011 [cited by applicant]
US 20110215585A1 · Caires · 2011 [cited by applicant]
US 20110260907A1 · Roche · 2011 [cited by applicant]
US 20120003089A1 · Byreddy et al. · 2012 [cited by applicant]
US 20120147133A1 · Hadwiger et al. · 2012 [cited by applicant]
US 20120154521A1 · Townsend et al. · 2012 [cited by applicant]
US 20120242788A1 · Chuang et al. · 2012 [cited by applicant]
US 20120242837A1 · Sasagawa et al. · 2012 [cited by applicant]
US 20120257064A1 · Kim et al. · 2012 [cited by applicant]
US 20120328152A1 · Bamba · 2012 [cited by applicant]
US 20130050400A1 · Stiesdal et al. · 2013 [cited by applicant]
US 20130052010A1 · Nielsen et al. · 2013 [cited by applicant]
US 20130100255A1 · Ohba et al. · 2013 [cited by applicant]
US 20130155235A1 · Clough et al. · 2013 [cited by applicant]
US 20130188070A1 · Lee et al. · 2013 [cited by applicant]
US 20130201296A1 · Weiss et al. · 2013 [cited by applicant]
US 20130224018A1 · Kinzie et al. · 2013 [cited by applicant]
US 20130249218A1 · Vassilev et al. · 2013 [cited by applicant]
US 20130257641A1 · Ronning · 2013 [cited by applicant]
US 20130280033A1 · Babbitt et al. · 2013 [cited by applicant]
US 20130298845A1 · Blanchard · 2013 [cited by applicant]
US 20130300587A1 · Wyatt et al. · 2013 [cited by applicant]
US 20140029855A1 · Manako et al. · 2014 [cited by applicant]
US 20140144390A1 · Duncan et al. · 2014 [cited by applicant]
US 20140148978A1 · Duncan et al. · 2014 [cited by applicant]
US 20140153916A1 · Kintner · 2014 [cited by applicant]
US 20140160274A1 · Ishida et al. · 2014 [cited by applicant]
US 20140197981A1 · Hartley et al. · 2014 [cited by applicant]
US 20140201126A1 · Zadeh et al. · 2014 [cited by applicant]
US 20140241878A1 · Herrig et al. · 2014 [cited by applicant]
US 20140261151A1 · Ronning · 2014 [cited by applicant]
US 20140267596A1 · Geerds · 2014 [cited by applicant]
US 20140313345A1 · Conard et al. · 2014 [cited by applicant]
US 20140341427A1 · Kawano · 2014 [cited by applicant]
US 20140362176A1 · St. Clair · 2014 [cited by examiner]
US 20150010399A1 · Bahat et al. · 2015 [cited by applicant]
US 20150230450A1 · Norris · 2015 [cited by applicant]
US 20150341557A1 · Chapdelaine-Couture et al. · 2015 [cited by applicant]
US 20150373279A1 · Osborne et al. · 2015 [cited by applicant]
US 20160014335A1 · Chuang et al. · 2016 [cited by applicant]
US 20160042622A1 · Takiguchi et al. · 2016 [cited by applicant]
US 20160053744A1 · Wenger et al. · 2016 [cited by applicant]
US 20160055399A1 · Hiester · 2016 [cited by applicant]
US 20160063310A1 · Okamoto et al. · 2016 [cited by applicant]
US 20160078298A1 · Wu et al. · 2016 [cited by applicant]
US 20160198130A1 · Chen · 2016 [cited by applicant]
US 20160323504A1 · Ono · 2016 [cited by applicant]
US 20170026573A1 · Lee · 2017 [cited by applicant]
US 20170161563A1 · Cetin et al. · 2017 [cited by applicant]
US 20170163888A1 · Norland et al. · 2017 [cited by applicant]
US 20170234966A1 · Naguib et al. · 2017 [cited by applicant]
US 20170353658A1 · Colin · 2017 [cited by applicant]
US 20180005045A1 · Kawano · 2018 [cited by applicant]
US 20190325254A1 · Jorquera et al. · 2019 [cited by applicant]
US 20200126248A1 · Nitzan · 2020 [cited by applicant]
US 20200322585A1 · Tsunashima · 2020 [cited by examiner]
US 20210222674A1 · Wenger et al. · 2021 [cited by applicant]
US 20230287866A1 · Jorquera et al. · 2023 [cited by applicant]
US 20230292738A1 · Wenger et al. · 2023 [cited by applicant]
DE 9413712U1 · 1994 [cited by applicant]
DE 102007004027 · 2008 [cited by applicant]
DE 202010010765U1 · 2010 [cited by applicant]
DE 102008018880A1 · 2010 [cited by applicant]
DE 102009032578 · 2011 [cited by applicant]
DE 102012215451A1 · 2013 [cited by applicant]
EP 2190092A2 · 2010 [cited by applicant]
EP 1937966B1 · 2011 [cited by applicant]
GB 2470806 · 2010 [cited by applicant]
JP 2003021046A1 · 2003 [cited by applicant]
JP 2009203873 · 2009 [cited by applicant]
JP 2009229237 · 2009 [cited by applicant]
JP 2010193768 · 2010 [cited by applicant]
WO WO0108478A1 · 2001 [cited by applicant]
WO WO2009102001A1 · 2009 [cited by applicant]
WO WO2010067057A2 · 2010 [cited by applicant]
WO WO2012054313A1 · 2012 [cited by applicant]
WO WO2013114368A2 · 2013 [cited by applicant]
WO WO2015187172A1 · 2015 [cited by applicant]
WO WO2016028922A1 · 2016 [cited by applicant]
WO WO2016028924A1 · 2016 [cited by applicant]
Arnett et al. (2007) “Impacts of Wind Energy Facilities on Wildlife and Wildlife Habitat,” Technical Review 07-2. The Wildlife Society, 54 pp. Accessible on the Internet at URL: http://wildlife.org/wp-content/uploads/20… [cited by applicant]
Collier et al. (2011) “A review of methods to monitor collisions or micro-avoidance of birds with offshore wind turbines,” Bureau Waardenburg bv, 38 pages. [cited by applicant]
DeTect (2014) “Bird & Bat Radar Systems,” DeTect, Inc. Accessible on the Internet at URL: http://www.detect-inc.com/avian.html. [Last Accessed Mar. 17, 2016]. [cited by applicant]
DTBird (Aug. 2013) “Presentation: Joining energy to save birds,” DTBird, 20 pages. [cited by applicant]
DTBird (Jan. 2013) “DTBird versus Radar Technology in operating Wind Farms,” DTBird. [cited by applicant]
DTBird (Mar. 2014) “Case Studies: Shutdown on Demand,” DTBird, 4 pages. [cited by applicant]
DTBird Product Brochure (2013) “A Self-Working System to Reduce Bird and Bat Mortality at Wind Farms,” DTBird. [cited by applicant]
Eichhorn et al. (2012) “Model-Based Estimation of Collision Risks of Predatory Birds with Wind Turbines,” Ecology and Society 17(2): 12 pages. [cited by applicant]
European Office Action, dated Jan. 24, 2020, corresponding to European Patent Application No. 15763682.0, 6 pp. [cited by applicant]
European Office Action, dated Oct. 28, 2019, corresponding to European Patent Application No. 15763682.0, 3 pp. [cited by applicant]
European Office Action, dated Oct. 9, 2019, corresponding to European Patent Application No. 15763682.0, 6 pp. [cited by applicant]
Extended European Search Report corresponding to EP Patent Application 15833849.1, dated May 18, 2018, 10 pp. [cited by applicant]
Extended European Search Report corresponding to EP Patent Application No. 15834027.3, mailed Mar. 27, 2018, 10 pp. [cited by applicant]
International Search Report for corresponding PCT International Patent Application No. PCT/US2015/045945, mailed Oct. 29, 2015. [cited by applicant]
International Search Report for corresponding PCT International Patent Application No. PCT/US2015/045949, mailed Oct. 29, 2015. [cited by applicant]
International Search Report with Written Opinion corresponding to International Patent Application No. PCT/US2015/046327, mailed Nov. 9, 2015, 18 pp. [cited by applicant]
Li et al. (Apr. 2014) “Automatic Bird Species Detection From Crowd Sourced Videos,” IEEE Transactions on Automation Science and Engineering, IEEE Service Center, New York, NY 11(2): 348-358. [cited by applicant]
Mahammed et al. (Mar. 2013) “Object Distance Measurement by Stereo Vision,” International Journal of Science and Applied Information Technology. 2(2):5-8. [cited by applicant]
May et al. (Dec. 2012) “Evaluation of the DTBird video-system at the Smola wind- power plant. Detection Capabilities for Capturing Near-Turbine Avian Behavior,” Report No. 910. Norwegian Institute for Nature Research, 3… [cited by applicant]
Official Communication from the European Patent Office (EPO) Examining Division corresponding to EP Patent Application No. 15834027.3, mailed Jan. 17, 2019, 7 pages. [cited by applicant]
Opposition—Notice, dated Dec. 1, 2020, corresponding to European Patent Application No. 15834027.3, 122 pages. [cited by applicant]
Opposition—Decision revoking EP Patent No. 3183603 (EP Patent Application No. 15834027.3), dated Nov. 21, 2022, 110 pp. [cited by applicant]
Opposition—Notice, dated Apr. 5, 2022, corresponding to European Patent Application No. 15833849, 40 pp. [cited by applicant]
Opposition—Summons to attend oral proceedings, dated Dec. 15, 2022, corresponding to European Patent Application No. 15833849, 12 pp. [cited by applicant]
Opposition—Opponent Withdrawal of Opposition dated Aug. 22, 2023 in European Patent Application No. 15833849.1, 2 pp. [cited by applicant]
Opposition—Notice of Cancellation dated Sep. 26, 2023 in European Patent Application No. 15833849.1, 1 pp. [cited by applicant]
Supplementary European Search Report, Application No. EP 15834027, dated Apr. 13, 2018, 11 pages. [cited by applicant]