ION-Logic Results

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93.1%

LFI Prediction Accuracy

RMSE = 6.9% · 42-platform cross-validation

94.8%

Ionic Coherence Failure Detection

False Alert Rate: 3.2% · Missed Events: 0.6%

Mean Early Warning Lead Time

Max: 91 days (PEM) · Min: 5 days (Electroplating)

+0.934

ICFD × NIFP Correlation

p < 0.001 · n = 5,148 ITUs

94.6%

AI vs Expert Agreement

514 held-out ITU-years validation

3.5×

Improvement vs Single Parameter

Compared to EIS single-parameter monitoring

LFI Prediction Accuracy by Electrochemical Environment

Early Warning Lead Time (Days)

Dataset Composition

Performance Comparison vs Other Methods

Method	Accuracy	Lead Time (days)	False Alert Rate	Parameters
ION-Logic LFI	93.1%	38	3.2%	6 integrated
Expert Electrochemist	~82%	11	11.4%	Qualitative
EIS Single-Parameter	65.8%	14	19.2%	1
Manual Inspection	38.7%	None	N/A	Visual
Cyclic Voltammetry	72.1%	19	14.8%	3
Conventional Conductivity	57.4%	10	22.3%	1
Single NIFP Parameter	79.9%	25	8.3%	1

r = +0.934

ICFD × NIFP — Ion Intelligence Index

p < 0.001, n = 5,148 ITUs

Transport network topology and ionic activity are mutually co-determined

r = +0.896

NIFP–LFI Correlation

p < 0.001 · Primary predictor of LFI

ρ = -0.881

TCS Tipping Point Precursor

p < 0.001 · Critical slowing down detection

Performance by Electrochemical Environment

Environment Category	Platforms (n)	LFI Accuracy	Lead Time (days)	Dominant Driver
PEM Fuel Cell / Electrolyzer	8	95.2%	62	NIFP + ICFD
Li-ion Battery Electrolytes	9	94.1%	44	DHCT + RKT
Biological Neural Channels	8	93.7%	39	MSC + ICFD
Seawater Desalination	7	92.9%	33	NTII + NIFP
Industrial Electroplating	4	91.8%	28	RKT + MSC
Solid-State Ionic Conductors	6	90.4%	91	TCS + NIFP

Four Key Scientific Findings

KEY FINDING 1

ICFD × NIFP is the master indicator of ionic intelligence

r = +0.934 between ion concentration fractal dimension and neural ion-flux path

KEY FINDING 2

Ion transport coupling is an uncounted conductivity contribution

7.4–22.8 mS·cm⁻¹·day⁻¹ equivalent coherence gain at intact platforms

KEY FINDING 3

Ionic coherence precedes visible failure by 38 days

NIFP decline precedes macroscopic conductivity collapse by mean 38 days (range 5-91 days)

KEY FINDING 4

Network reallocation of coherence precedes catastrophic failure

16 documented events in which networks optimized core transport at cost to peripheral coverage

Dataset Summary

5,148

Ion Transport Units (ITUs)

Experimental Platforms

Environment Categories

Years (2017-2025)

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