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Identification and classification of oil and gas pipeline intru-sion events based on 1-D CNN network.

PLoS One · 2025 · PMC12725682 · PMID 41433319

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a negative trendno p-value reported
τ_AC shows a negative trend—burstier segments decorrelate faster (shorter τ_AC); (iii) ZCR vs. τ_AC is also negatively related—more rapid sign changes coincide with faster autocorrelation decay.

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