Within Drones
One of the most important lessons from modern UAP investigations is that a video can demonstrate that something was present in the sky without demonstrating what that object was, how large it was, how far away it was, or how fast it was moving.
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Introduction
Within debates surrounding UFO disclosure, this distinction matters because many disputed cases turn not on whether an object existed, but on whether enough data exist to measure its true behaviour.
Why video alone is not enough
A camera records angles, brightness and pixels. It does not automatically record distance, size or velocity. Without range information, a small nearby drone and a much larger distant object can appear remarkably similar.
This limitation becomes especially important when observers attempt to estimate speed. An object crossing a camera frame may appear to be moving extremely fast, but the apparent motion can result from the movement of the observing platform, camera zoom, image stabilisation effects or parallax. Parallax occurs when a nearby object seems to move rapidly against a distant background because the observer is moving. Several high-profile UAP analyses have relied on geometric reconstruction and trigonometry to show that perceived extreme speeds can change substantially once distance and viewing angle are known. [PBS]pbs.org3 ways scientists use math to help debunk ufo videos3 ways scientists use math to help debunk UFO videos24 Apr 2025 — In the Congressional hearing, Kosloski also showed how data analysis…
Camera settings can create additional confusion:
- Digital zoom reduces detail and can exaggerate apparent movement.
- Infrared sensors may display heat patterns rather than visible shapes.
- Compression artefacts can distort object outlines.
- Autofocus and exposure changes can alter apparent size.
- Limited frame rates can make motion appear abrupt or discontinuous.
The All-domain Anomaly Resolution Office (AARO) has publicly noted that some reported UAP are difficult to identify because available footage is insufficient for a determination. In such cases, the object remains unidentified not because it demonstrated extraordinary performance, but because the evidence is incomplete. [DVIDS]dvidshub.netPR-017, Unresolved UAP Report, Europe 2024The video footage associated with this report is insufficient for AARO to render a determinatio…
How range and wind change the story
For balloons in particular, knowing range and atmospheric conditions often transforms an apparently anomalous event into a conventional one.
A balloon’s behaviour is controlled primarily by wind. From the ground, however, a balloon can appear stationary, suddenly accelerate, reverse direction or drift in unusual ways. These impressions often result from changing wind layers at different altitudes combined with the observer’s own motion.
Because wind speed and direction vary significantly with height, investigators compare object movement with meteorological data. If an object’s track closely matches known winds at a particular altitude, the balloon hypothesis gains strength. AARO’s publicly released balloon resolutions repeatedly cite agreement between observed motion and prevailing winds as a key reason for identifying an object as a lighter-than-air platform rather than an anomalous craft. [DVIDS]dvidshub.netPR-017, Unresolved UAP Report, Europe 2024The video footage associated with this report is insufficient for AARO to render a determinatio…
Range estimates are equally important. Consider two possibilities:
- A drone 300 metres away.
- A balloon 10 kilometres away.
If the distance is unknown, the same angular motion in a video can support radically different interpretations. Once radar, stereo imaging or triangulation establishes range, the object’s true speed can be calculated. Many dramatic speed estimates disappear when the object is shown to be much closer—or much farther—than witnesses initially assumed. [PBS]pbs.org3 ways scientists use math to help debunk ufo videos3 ways scientists use math to help debunk UFO videos24 Apr 2025 — In the Congressional hearing, Kosloski also showed how data analysis…
This is one reason why experienced investigators seek weather records, upper-air wind data and radar information before making claims about unusual flight characteristics.
What triangulation adds to UAP reporting
Triangulation is one of the most powerful tools available for distinguishing ordinary objects from genuinely unusual ones.
The basic idea is simple: observe the same object from two or more locations simultaneously. Each observer records the object’s position against the sky. By comparing the viewing angles, investigators can calculate the object’s three-dimensional location.
Once position is known, several uncertainties disappear:
- Distance can be measured rather than guessed.
- Size estimates become more reliable.
- Velocity can be calculated accurately.
- Acceleration claims can be tested.
- Wind drift can be compared against actual movement.
Scientific UAP monitoring projects have placed particular emphasis on triangulation because it converts visual impressions into measurable quantities. Proposed multimodal observatories use networks of visible-light cameras, infrared cameras and additional sensors specifically to derive three-dimensional positions and motion through triangulated observations. [arXiv]arxiv.orgSource details in endnotes.
This approach is especially useful for separating balloons from drones. A balloon may appear to hover from one viewpoint while drifting steadily when measured in three dimensions. Likewise, a drone executing deliberate manoeuvres can be distinguished from a passive wind-driven object when its trajectory is reconstructed accurately.
When radar and infrared help—and when they do not
Multi-sensor investigation does not mean every sensor is equally reliable. Radar, infrared systems and electro-optical cameras each reveal different aspects of an object.
Radar may provide:
- Range.
- Altitude.
- Direction of travel.
- Relative speed.
Infrared systems may reveal:
- Heat signatures.
- Engine exhaust.
- Temperature differences between an object and the background.
Visible-light cameras may reveal:
- Shape.
- Lighting patterns.
- Structural details.
The strongest cases occur when several sensors agree. A drone detected simultaneously by radar, infrared and visual imagery can often be characterised with much greater confidence than an object visible only in a single video clip.
At the same time, technical sensors can also be misleading. AARO has noted that airborne clutter, balloons, birds and other mundane objects can sometimes appear unusual even on sophisticated systems. Sensor artefacts, tracking errors and limited data quality can produce misleading impressions unless multiple data streams are compared. [AARO]aaro.milAARO HomeCommon objects/causes frequently reported as UAP include: Airborne clutter: Includes windborne debris like plastic bags and…
Balloon and drone resolutions show the value of sensor fusion
Recent public UAP reviews repeatedly illustrate the same pattern: cases become easier to resolve when investigators have access to multiple independent measurements.
AARO’s resolved balloon cases did not rely solely on visual resemblance. Assessments incorporated object morphology, movement patterns and consistency with wind-driven behaviour. In several released examples, confidence increased because multiple indicators pointed toward the same conclusion rather than because a single frame resembled a balloon. [DVIDS]dvidshub.netPR-017, Unresolved UAP Report, Europe 2024The video footage associated with this report is insufficient for AARO to render a determinatio…
The same logic appears in broader UAP reviews. Pentagon officials have stated that large numbers of reported objects have ultimately been identified as balloons, drones, birds, satellites or aircraft after comprehensive analysis of available data. Cases lacking sufficient supporting information frequently remain unresolved rather than being assigned a speculative explanation. [Joint Base San Antonio]jbsa.mildod examining unidentified anomalous phenomenaJoint Base San AntonioDOD examining unidentified anomalous phenomena15 Nov 2024 — "AARO has successfully resolved hundreds of cases in it… DefenseScoop This distinction is important. [defensescoop.com]defensescoop.comPentagon's UAP office reviews findings on Go Fast, Puerto…19 Nov 2024 — Pentagon's UAP office reviews findings on Go Fast…“Unresolved” often means “insufficient data”, not “confirmed anomaly”.
The practical standard for extraordinary claims
The central lesson from drone and balloon confusion is that extraordinary interpretations require measurements, not impressions.
A single blurry video may establish that an object was present. To determine whether it was fast, large, intelligently controlled or physically unusual, investigators ideally need several independent forms of evidence:
- Accurate time and location records.
- Weather and wind data.
- Radar information.
- Infrared and visible imagery. [aaro.mil]aaro.milOfficial UAP ImageryUAP Imagery… (AARO) consisting of twenty-five seconds of video footage from an infrared sensor aboard a U.S. military platform in 2023…
- Multiple observation points for triangulation.
- Information about nearby aircraft, drones and balloons.
When those data are available, many apparently impossible objects become identifiable. When those data are missing, uncertainty remains. Multi-sensor checks therefore do not merely help debunk mistakes; they provide the foundation for distinguishing ordinary drones and balloons from the much smaller number of cases that genuinely deserve further investigation. [NASA Science]science.nasa.govScience Independent Study Team ReportNASA ScienceIndependent Study Team ReportSeptember 13, 2023 — The study of Unidentified Anomalous Phenomena (UAP) presents a unique scien… 2arXiv
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Endnotes
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Source: science.nasa.gov
Title: Science Independent Study Team Report
Link: https://science.nasa.gov/wp-content/uploads/2023/09/uap-independent-study-team-final-report.pdfSource snippet
NASA ScienceIndependent Study Team ReportSeptember 13, 2023 — The study of Unidentified Anomalous Phenomena (UAP) presents a unique scien...
Published: September 13, 2023
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Source: arxiv.org
Link: https://arxiv.org/abs/2305.18566 -
Source: pbs.org
Title: 3 ways scientists use math to help debunk ufo videos
Link: https://www.pbs.org/newshour/science/3-ways-scientists-use-math-to-help-debunk-ufo-videosSource snippet
3 ways scientists use math to help debunk UFO videos24 Apr 2025 — In the Congressional hearing, Kosloski also showed how data analysis...
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Source: defensescoop.com
Link: https://defensescoop.com/2024/11/19/uap-aaro-findings-go-fast-puerto-rico-mt-etna-objects/Source snippet
Pentagon's UAP office reviews findings on Go Fast, Puerto...19 Nov 2024 — Pentagon's UAP office reviews findings on Go Fast...
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Source: dvidshub.net
Link: https://www.dvidshub.net/video/988675/pr-017-unresolved-uap-report-europe-2024Source snippet
PR-017, Unresolved UAP Report, Europe 2024The video footage associated with this report is insufficient for AARO to render a determinatio...
-
Source: aaro.mil
Link: https://www.aaro.mil/Source snippet
AARO HomeCommon objects/causes frequently reported as UAP include: Airborne clutter: Includes windborne debris like plastic bags and...
-
Source: arxiv.org
Title: arXiv A Hardware and Software Platform for Aerial Object Localization
Link: https://arxiv.org/abs/2305.18555 -
Source: defensescoop.com
Title: uap aaro chief unveils pentagon annual caseload analysis new efforts
Link: https://defensescoop.com/2024/11/14/uap-aaro-chief-unveils-pentagon-annual-caseload-analysis-new-efforts/Source snippet
'The truly anomalous': New AARO chief unveils Pentagon's...14 Nov 2024 — “AARO has successfully resolved hundreds of cases in its holdin...
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Source: aaro.mil
Title: Official UAP Imagery
Link: https://www.aaro.mil/UAP-Cases/Official-UAP-Imagery/Source snippet
UAP Imagery... (AARO) consisting of twenty-five seconds of video footage from an infrared sensor aboard a U.S. military platform in 2023...
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Source: arxiv.org
Title: Unidentified Aerial Phenomena
Link: https://arxiv.org/html/2503.05627v1Source snippet
Characterization of Dark...13 Feb 2025 — We use high-tech observations of Unidentified Aerial Phenomena (UAP) class objects to evaluate...
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Source: dvidshub.net
Title: pr 009 uap report resolved balloon europe 2022
Link: https://www.dvidshub.net/video/977840/pr-009-uap-report-resolved-balloon-europe-2022Source snippet
DVIDSPR-009, UAP Report Resolved as a Balloon, Europe 2022AARO assesses, with high confidence, that the object depicted in the video is a...
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Source: dvidshub.net
Title: pr 006 uap report resolved balloon europe 2022
Link: https://www.dvidshub.net/video/977837/pr-006-uap-report-resolved-balloon-europe-2022Source snippet
PR-006, UAP Report Resolved as a Balloon, Europe 2022AARO assesses, with high confidence, that the object depicted in the video is almost...
-
Source: jbsa.mil
Title: dod examining unidentified anomalous phenomena
Link: https://www.jbsa.mil/News/News/Article/3966080/dod-examining-unidentified-anomalous-phenomena/Source snippet
Joint Base San AntonioDOD examining unidentified anomalous phenomena15 Nov 2024 — "AARO has successfully resolved hundreds of cases in it...
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Source: abcnews.com
Link: https://abcnews.com/Politics/ufo-sleuths-fewer-secrets-trump-era-investigations/story?id=121811368Source snippet
UFO sleuths want fewer secrets in Trump-era investigations4 Jun 2025 — More than 1800 cases have been reviewed by the Pentagon so far, wi...
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Source: [media]({{ ‘media/’ | relative_url }}). defense.gov
Title: DOPSR 2024 0263 AARO HISTORICAL RECORD REPORT VOLUME 1 2024
Link: https://media.defense.gov/2024/Mar/08/2003409233/-1/-1/0/DOPSR-2024-0263-AARO-HISTORICAL-RECORD-REPORT-VOLUME-1-2024.PDFSource snippet
Historical Record Report Volume 18 Mar 2024 — AARO Investigating Unresolved Historical Nuclear-Related UAP Cases... synthetic aperture r...
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Source: dvidshub.net
Title: All Domain Anomaly Resolution Office
Link: https://www.dvidshub.net/unit/AAROSource snippet
UAP-related records allegedly held by the... More AARO Videos. DVIDS Control Center. 404-282-1450. Web Support. dvidsservicedesk@dvidshub...
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Source: dvidshub.net
Link: https://www.dvidshub.net/unit/AARO/?ref=uaplogbook.comSource snippet
01.01.2025 | Courtesy Video. The United States Africa Command submitted a report of an unidentified anomalous...Read more...
Additional References
-
Source: researchgate.net
Link: https://www.researchgate.net/publication/395858774_Toward_a_Reliability_Scale_for_Assessing_Reports_of_Unidentified_Anomalous_Phenomena_UAPSource snippet
(PDF) Toward a Reliability Scale for Assessing Reports of...18 Sept 2025 — Unidentified Anomalous Phenomena (UAP) observations have been...
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Source: reddit.com
Link: https://www.reddit.com/r/UFOs/comments/1mkuvbq/aaro_releases_two_new_unresolved_videos_of/Source snippet
AARO Releases Two New Unresolved Videos of Spherical...AARO officially released three new videos. One of them was classified as identifi...
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Source: reddit.com
Link: https://www.reddit.com/r/UFOs/comments/1gv8xak/aaro_has_resolved_the_go_fast_uap/Source snippet
AARO has resolved the "Go Fast" UAP: r/UFOsAARO: The video you boat people got is a balloon! Radar and multi [sensor data]({{ 'sensor-data/' | relative_url }})? No idea what y...
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Source: reddit.com
Link: https://www.reddit.com/r/UFOs/comments/1ke1n8m/aaros_analysis_determined_the_jellyfish_uap_is_a/Source snippet
AARO's analysis determined the "Jellyfish UAP" is a cluster...AARO assesses this was a cluster of partially and fully inflated balloons...
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Source: reddit.com
Link: https://www.reddit.com/r/UFOs/comments/166dk0u/according_to_aaros_new_website_the_flir_gimbal/Source snippet
According to AARO's new website, the FLIR, Gimbal and...AARO has posted another unresolved case (video): "This footage, captured by an i...
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Source: 7atc.army.mil
Link: https://www.7atc.army.mil/Media-News/Video/?dvpTag=UAP&dvpmoduleid=4969&videoid=885190Source snippet
Kirkpatrick, director of the All-domain Anomaly Resolution Office (AARO), shared a video depicting three unidentified objects recorded on...
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Source: youtube.com
Link: https://www.youtube.com/watch?v=mvsU4p0GsasSource snippet
Breaking Down UAP Footage with the Head of The...What's really going on with UAPs? Neil deGrasse Tyson and co-host Paul Mecurio get to t...
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Source: youtube.com
Link: https://www.youtube.com/watch?v=Q-C5hXe_nWISource snippet
DECLASSIFIED FOOTAGE of an Unresolved UAP tracked in...... infrared sensor aboard a U.S. military platform. The recording, captured in t...
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Source: youtube.com
Link: https://www.youtube.com/watch?v=diPXow8zgc8Source snippet
How scientists use math to help explain UFO videosNASA and the US government have turned to math and science publicly to help show how se...
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Source: unmannedairspace.info
Title: us defense department sees increase in reports of unidentified objects
Link: https://www.unmannedairspace.info/latest-news-and-information/us-defense-department-sees-increase-in-reports-of-unidentified-objects/Source snippet
US Defense Department sees increase in reports of...16 Nov 2024 — AARO has resolved hundreds of cases in its holdings to commonplace obj...
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