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Puͣkiͧte̍

@pukite.com

Earth Sciences 🌏 Mathematical Geoenergy (Wiley/AGU, 2019) 🌊 I think in reciprocal space https://GeoEnergyMath.com https://github.com/orgs/azimuth-project/discussions

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Latest posts by Puͣkiͧte̍ @pukite.com

Spectral details in Chandler Wobble andΒ QBO Using LLMs as peer-review devil's advocates for research findings can't hurt and can only help strengthen an argument. One of the common criticisms an LLM makes is that it will claim that a factor is "too weak" or insignificant to serve as a mechanism for some observed behavior. This has almost turned into a cliche since it caters to the consensus bias of "

Spectral details in Chandler Wobble andΒ QBO

Using LLMs as peer-review devil's advocates for research findings can't hurt and can only help strengthen an argument. One of the common criticisms an LLM makes is that it will claim that a factor is "too weak" or insignificant to serve as a mechanism…

06.03.2026 00:07 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Peer review of peerΒ review Prompted Claude with this: This is a submitted contribution to ESD Ideas, a journal committed to presenting innovative ideas in geophysics, relayed in short form of a couple of pages. Provide a peer-review based on what value it may provide for future research. (note that short form demanded citation to fuller derivation found in Mathematical Geoenergy (2019)) Now let me fetch the actual PDF preprint and the referee comments to give a thorough review.

Peer review of peerΒ review

Prompted Claude with this: This is a submitted contribution to ESD Ideas, a journal committed to presenting innovative ideas in geophysics, relayed in short form of a couple of pages. Provide a peer-review based on what value it may provide for future research. (note…

05.03.2026 17:36 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Some say it's like ASMR

05.03.2026 15:45 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
Wind Distribution I prompted the Gemini LLM with the following to see how well it would summarize with so little context: Familiar with the BesselK wind distribution model pioneered by Pukite et al in Mathematical GeoEnergy? The BesselK Wind Model: A Maximum Entropy Derivation In the study of wind energy, the Weibull distribution is the industry standard. However, as Pukite et al. argue in…

Wind Distribution

I prompted the Gemini LLM with the following to see how well it would summarize with so little context: Familiar with the BesselK wind distribution model pioneered by Pukite et al in Mathematical GeoEnergy? The BesselK Wind Model: A Maximum Entropy Derivation In the study of wind…

04.03.2026 05:28 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

When are #LLM, #ChatGPT, #Claude, #OpenAI, #Anthropic, #DeepSeek, #Grok, #Gemini, #Perplexity, #ML, #AI, #CoPilot, #Antigravity , #GammaAI, #Llama, #Mistral, #xAI, #Google, #Kimi, #Meta going to take this challenge on?
It will be a breakthrough in science discovery.

github.com/pukpr/Chandl...

03.03.2026 18:50 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

All they do on TikTok is open tiny kiln ovens, inspect the pottery, and then break and toss it into the garbage bin.

03.03.2026 16:50 πŸ‘ 4 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
GitHub - pukpr/ChandlerWobble: Mathematical Geoenergy treatment of Chandler wobble mechanism Mathematical Geoenergy treatment of Chandler wobble mechanism - pukpr/ChandlerWobble

Not going to make that much of a difference. All that does is change the frequency response. The forced response is likely the primary signal and the rest is an amplitude/phase filter.

Play around with differential equations here:

github.com/pukpr/Chandl...

03.03.2026 16:18 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Pairing of solar and lunarΒ factors A number of the Earth's geophysical behaviors characterized by cycles have both a solar and lunar basis. For the ubiquitous ocean tides, the magnitude of each factor are roughly the same -- rationalized by the fact that even though the sun is much more massive than the moon, it's much further away. However, there are several behaviors that even though they have a clear solar forcing, lack a lunar counterpart.

Pairing of solar and lunarΒ factors

A number of the Earth's geophysical behaviors characterized by cycles have both a solar and lunar basis. For the ubiquitous ocean tides, the magnitude of each factor are roughly the same -- rationalized by the fact that even though the sun is much more massive…

03.03.2026 04:39 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
The perplexing ChandlerΒ wobble I had heard that Perplexity was an LLM geared to scientific research, so I gave it this prompt: Explain the Chandler wobble as due to a stroboscopic driving force emerging from the nonlinear modulation of an impulsed annual signal with the periodic declination torque of the lunar draconic cycle operating as a wavenumber=0 group symmetry. The Chandler wobble can be viewed as a stroboscopically forced precession mode of Earth’s rotation, driven by a nonlinear interaction between an annually pulsed excitation and the lunar draconic (nodal) tide, with the effective forcing emerging in the band of the 433‑day free wobble.

The perplexing ChandlerΒ wobble

I had heard that Perplexity was an LLM geared to scientific research, so I gave it this prompt: Explain the Chandler wobble as due to a stroboscopic driving force emerging from the nonlinear modulation of an impulsed annual signal with the periodic declination torque…

02.03.2026 06:23 πŸ‘ 2 πŸ” 2 πŸ’¬ 1 πŸ“Œ 0

Geophysics is very interesting IMO but doesn't generate discussion on social media

01.03.2026 05:27 πŸ‘ 3 πŸ” 0 πŸ’¬ 3 πŸ“Œ 0

Shale oil has tuned out to be a transient, pretty much meeting expectations of those who evaluated the reserve potential.

13.02.2026 06:03 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

10y ago JS Wettlaufer wrote in a PRL editorial : β€œClimate Science: An Invitation for Physicists”

β€œNew ideas will emerge from perspectives that come from the range of approaches used across all areas of physics. β€œ
journals.aps.org/prl/abstract...

AI can create an open world from which to draw from

06.02.2026 03:28 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Certain things don't work for many people, such as loading a pic. Here I will try linking to my blog geoenergymath.com

It will give an error message:
Failed to load blob

So I delete the image, leaving just a link

04.02.2026 05:12 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Every time series featuring a measure related to sea-level or thermocline level has a striking relationship to long-period tidal cycles. Shouldn't be a surprise as no other equivalent forces available, yet the difficulty on doing nonlinear analysis has thwarted progress
pukpr.github.io/examples/mlr/

03.02.2026 21:58 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Converting to LNG for high-energy-density applications, not this

03.02.2026 20:44 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Sites such as PSMSL keep track of monthly mean sea levels for 100s of coastal monitoring stations around the world. Even though there is an obvious tidal factor to these erratically varying levels, no one has been able to predict the levels in advance. The trend is easier modeled than variability.

31.01.2026 17:34 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Post image

I'm from Minnesota so lakes should be more my thing
geoenergymath.com/2026/01/27/m...

31.01.2026 17:20 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

The linkage between tidal patterns & climate is tricky. The daily tides are nearly linear. But the same tidal forces acting on the thermocline and operating in the long-period tidal regime are nonlinear. Don't have a chance of predicting this unless apply the right math
pukpr.github.io/examples/mlr/

31.01.2026 16:34 πŸ‘ 0 πŸ” 0 πŸ’¬ 2 πŸ“Œ 0

Crappy oil there in terms of extraction of oil/tar sands. What's worse, Canada or Venezuela?

30.01.2026 07:10 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Preview
GeoEnergy Math Mathematics of the earth, peak oil, climate science, geophysics, fluid dynamics

ICE OUT Minnesota charts at:
geoenergymath.com

30.01.2026 01:38 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Minnesota ICE-OUT update This is an update to analyzing the dates of Minnesota lakes ice-out events, as described on this blog years ago: Ice Out The trend has been that dates have been creeping earlier, corresponding to warmer winters. This is all automated, pulled from JSON data residing on a Minnesota DNR server. I hadn't looked at it for a while, as the original client query assumed that the JSON was in strict order, but the response changed to random and only recently have I updated.

Minnesota ICE-OUT update

This is an update to analyzing the dates of Minnesota lakes ice-out events, as described on this blog years ago: Ice Out The trend has been that dates have been creeping earlier, corresponding to warmer winters. This is all automated, pulled from JSON data residing on a…

27.01.2026 21:54 πŸ‘ 4 πŸ” 1 πŸ’¬ 0 πŸ“Œ 2

And the Trump admin is deathly afraid of the Minnesota judicial system, as they were able to get a conviction of Derek Chauvin in the George Floyd case.

11.01.2026 23:09 πŸ‘ 4 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Climate change was sold as less an existential crisis because they said we can mitigate the impact. However Peak Oil is a real existential crisis to a way of life, which is why TPTB marginalize it.

11.01.2026 18:12 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

The sequel to the more recent "Don't Look Up" should be "Don't Look Down" ... and note that Venezuela is but a tar pit buried under 1 km of rock.

11.01.2026 18:07 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Venezuela is a clear admission of peak oil. Consider the yellow jacket riots in France, which was a response to increase in energy taxation.

The problem is now all in the open.

11.01.2026 18:03 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Even an LLM can figure out the metaphor of the Venezuela "tar-baby"

g.co/gemini/share...

04.01.2026 08:28 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

The USA just got themselves involved with a tar-baby in Venezuela, both metaphorically and literally.

04.01.2026 08:23 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Weekend Update: John Belushi on March Weather - SNL
Weekend Update: John Belushi on March Weather - SNL YouTube video by Saturday Night Live

Salt marsh harvest mouse
youtu.be/znFY7PYomEA

03.01.2026 06:30 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Can always buy an eBike

02.01.2026 16:04 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Less of a scientific challenge in that as it doesn't explain decades worth of collected data at hundreds of coastal sites maintained at PSMSL.org (the excursions not the trends)

02.01.2026 15:56 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0