Temporal Physics-Informed AI · v1.0.0
Correcting
Correcting
Relativistic Data
with Physics-Informed AI
CHRONOS-V1 is the first framework for quantitative characterization and correction of temporal drift in high-velocity scientific monitoring systems.
92.3%
TDCI Accuracy
94.1%
Failure Detection
41d
Early Warning
r=0.917
ρ_cs × D_tau
01 · Core Framework
Seven-Parameter TDCI System
7 orthogonal physico-informational descriptors capturing temporal coherence dynamics
⏳ TDCI COMPOSITE FORMULA
TDCI = 0.22·γeff* +
0.19·Ek* +
0.17·ρcs* +
0.14·σnav*
+ 0.12·CEI* + 0.09·Dtau* + 0.07·NCI*
+ 0.12·CEI* + 0.09·Dtau* + 0.07·NCI*
γeff
Lorentz-Analog Coupling Efficiency
Rate of coherence length degradation under kinematic stress. Range: 0.24–2.9 ns·GPa⁻¹·m⁻¹.
weight: 22% · variance: 30.7%
Ek
Adaptive Kinematic Resilience
Temporal network capacity to maintain causal coherence under kinematic stress.
weight: 19% · variance: 23.4%
ρcs
Causal Signal Density
Central parameter. Measures causal communication activity via 12-sensor array.
weight: 17% · variance: 20.9%
σnav
Event-Tensor Navigation Fidelity
Directional precision of causal event rearrangement. Validated to ±7°.
weight: 14% · variance: 13.8%
CEI
Causal Event Integrity Index
Stoichiometric balance of causal information exchange.
weight: 12% · variance: 7.6%
Dtau
Temporal Drift Field Fractal Dim.
Fractal geometry of temporal drift field. Key correlation with ρ_cs: r=+0.917.
weight: 9% · variance: 2.9%
NCI
Noise-Coherence Inhibition Index
Suppression of noise-driven coherence degradation.
weight: 7% · variance: 0.7%
< 0.21
0.21–0.39
0.39–0.59
0.59–0.79
> 0.79
02 · Validation Scope
Five Extreme Kinematic Environments
3,916 TEUs · 44 platforms · 10 years (2015–2025)
Particle Accelerator
0.9999c–0.99999c · 4–300K
93.9% Accuracy
Hypersonic Telemetry
Mach 5–25 · 300–11,000K
92.8% Accuracy
Deep-Ocean Acoustic
1,480–1,520 m/s · 2–25°C
94.7% Accuracy
Quantum Relay
c · -40–80°C
90.1% Accuracy
Polar Seismic
2,000–8,000 m/s · -70–10°C
91.6% Accuracy
03 · Performance
Quantitative Results
Validated across 44 platforms with 10-year dataset
92.3%
TDCI Prediction Accuracy
✓ Target Exceeded
94.1%
Coherence Failure Detection
✓ Validated
41 days
Mean Early Warning Lead Time
vs 12d expert
r=0.917
ρ_cs × D_tau Correlation
p < 0.001