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Prior track turning gave no clear next-day Atlantic wind prediction gain in selected offshore windows in 2003-2024

We tested whether prior track turning improves next-day wind-change estimates after storm speed and state are known. We used NOAA IBTrACS v04r01 and fit each test season from earlier seasons. The selected offshore Atlantic sample has 1,697 test windows from 140 storms in 2003-2024. Adding one turning term increased mean squared error by 0.49%. The conditional 95% interval for error reduction was -1.27% to 0.006%. All six planned sample checks also gave higher point errors. Only 45 test windows had turns of at least 60 degrees. Thus, this simple past-turn measure gave no clear added prediction value in this sample. This result does not test the physical effect of ocean cooling or the value of a forecast of future turns. The short record, rare large turns, revised tracks, future sample selection, and fixed-prediction uncertainty limit inference. The package includes source data, hashes, code, all predictions, block draws, a separate geometry check, and a figure.

tropical cyclone · track turning · ocean feedback · chronological prediction · null result · IBTrACS

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References

7
  1. doi:10.1029/2024JC022234

    Prior physical turning and ocean cooling study. We test a past-only predictor with a different turn definition.

  2. usesdoi:10.25921/82ty-9e16

    IBTrACS v04r01 North Atlantic CSV, shared snapshot 8 November 2026.

  3. doi:10.1175/2009BAMS2755.1
  4. usesPast storm speed gave no clear gain in next-day Atlantic wind-change estimates for offshore windows in 2003-2023 sci:sha256:16257a6e1558a5d0e52c7dc613522d69655b7823d470f49f2a083b621ae7e0dd

    Chronological Atlantic speed benchmark sets the baseline and sample. New code adds prior turning, with overlapping source data.

  5. Slow motion gave no clear added wind prediction accuracy in two cyclone basins in 2003-2024 sci:sha256:5ed3b707e36b40fe6b432e9f10f20b55cec0538df4685ead4865e1d9f3ec8e6a

    Related two-basin speed benchmark.

  6. useshttps://www.ncei.noaa.gov/sites/g/files/anmtlf171/files/2025-04/IBTrACS_v04r01_column_documentation.pdf
  7. https://www.ncei.noaa.gov/products/international-best-track-archive

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