Regime B · spectral analysis, 0–2000 ka
Real orbital periodicities, or artefacts of tuning and smoothing?
The records on their own chronologies
Signed so up = warmer / less ice / stronger monsoon; each in its own units
LR04 benthic stack (tuned)
EPICA Dome C (partly tuned)
Cheng 2016 speleothems (U-Th, untuned)
Age (ka BP)
Spectra against a red-noise background
Multitaper power (log scale) and the 95% level of a fitted AR(1)
LR04 benthic stack (tuned)
- spectrum
- AR(1) 95%
EPICA Dome C (partly tuned)
- spectrum
- AR(1) 95%
Cheng 2016 speleothems (U-Th, untuned)
- spectrum
- AR(1) 95%
Frequency (cycles per kyr); labels give the period in kyr
Coherence with the forcing, tested against the record's own surrogates
Filled: significant after Benjamini–Hochberg · tick: 95th percentile of 500 record surrogates
- LR04 benthic stack (tuned)
- EPICA Dome C (partly tuned)
- Cheng 2016 speleothems (U-Th, untuned)
- hollow = not significant
How much coherence does tuning manufacture?
Red noise with LR04's spectrum, aligned to a 65°N-insolation target by slope-limited dynamic time warping
23 kyr, against precession
- tuned noise, median
- tuned noise, 95th pct.
- Cheng 2016 re-tuned
41 kyr, against obliquity
- tuned noise, median
- tuned noise, 95th pct.
- Cheng 2016 re-tuned
LR04 through the mid-Pleistocene transition
Morlet wavelet power; outlined cells exceed AR(1) 95%; faded cells lie in the edge-effect zone
Linear responses to orbital forcing
τ is chosen by blocked cross-validation (5 blocks, 10 ka embargo). The surrogate p re-fits every τ for each of 500 phase-randomised copies of the record, so the freedom to pick τ is paid for.
| Record | Model | τ (ka) | R² | CV R² | Null R² p95 | p | 100-kyr fit / obs |
|---|---|---|---|---|---|---|---|
| LR04 benthic stack (tuned) | one_pole_Q65N | 13 | 0.232 | 0.218 | 0.115 | 0.002 | 0.001 / 0.271 |
| LR04 benthic stack (tuned) | one_pole_local | 13 | 0.232 | 0.218 | 0.115 | 0.002 | 0.001 / 0.271 |
| LR04 benthic stack (tuned) | orbital_regression | 7 | 0.348 | 0.224 | 0.242 | 0.004 | 0.026 / 0.271 |
| EPICA Dome C (partly tuned) | one_pole_Q65N | 10 | 0.201 | 0.167 | 0.117 | 0.002 | 0.000 / 0.218 |
| EPICA Dome C (partly tuned) | one_pole_local | 16 | 0.020 | -0.005 | 0.118 | 0.854 | 0.000 / 0.218 |
| EPICA Dome C (partly tuned) | orbital_regression | 7 | 0.277 | 0.107 | 0.237 | 0.014 | 0.009 / 0.218 |
| Cheng 2016 speleothems (U-Th, untuned) | one_pole_Q65N | 3 | 0.520 | 0.517 | 0.270 | 0.002 | 0.000 / 0.027 |
| Cheng 2016 speleothems (U-Th, untuned) | one_pole_local | 5 | 0.542 | 0.539 | 0.301 | 0.002 | 0.001 / 0.027 |
| Cheng 2016 speleothems (U-Th, untuned) | orbital_regression | 3 | 0.572 | 0.552 | 0.381 | 0.002 | 0.001 / 0.027 |