Record statistics of bursts signals the onset of acceleration towards failure
arXiv:2010.11624 · doi:10.1038/s41598-020-59333-4
Abstract
Forecasting the imminent catastrophic failure has a high importance for a large variety of systems from the collapse of engineering constructions, through the emergence of landslides and earthquakes, to volcanic eruptions. Failure forecast methods predict the lifetime of the system based on the time-to-failure power law of observables describing the final acceleration towards failure. We show that the statistics of records of the event series of breaking bursts, accompanying the failure process, provides a powerful tool to detect the onset of acceleration, as an early warning of the impending catastrophe. We focus on the fracture of heterogeneous materials using a fiber bundle model, which exhibits transitions between perfectly brittle, quasi-brittle, and ductile behaviors as the amount of disorder is increased. Analyzing the lifetime of record size bursts, we demonstrate that the acceleration starts at a characteristic record rank, below which record breaking slows down due to the dominance of disorder in fracturing, while above it stress redistribution gives rise to an enhanced triggering of bursts and acceleration of the dynamics. The emergence of this signal depends on the degree of disorder making both highly brittle fracture of low disorder materials, and ductile fracture of strongly disordered ones, unpredictable.
arXiv comment14 pages, 9 figures
References in corpus (26)
- Predictability of catastrophic events: material rupture, earthquakes, turbulence, financial crashes and human birth
- Statistical similarity between the compression of a porous material and earthquakes
- First-Order Transition in the Breakdown of Disordered Media
- Seismic precursory patterns before a cliff collapse and critical-point phenomena
- Critical Ruptures
- Investigation of the seismicity after the initiation of a Seismic Electric Signal activity until the main shock
- Records in stochastic processes -- Theory and applications
- Creep failures in heterogeneous materials
- Crossover Behavior in Burst Avalanches of Fiber Bundles: Signature of Imminent Failure
- Record-breaking temperatures reveal a warming climate
- Scaling with respect to disorder in time-to-failure
- Networks of Recurrent Events, a Theory of Records, and an Application to Finding Causal Signatures in Seismicity
- Earthquake recurrence as a record breaking process
- Predicting Failure: Acoustic Emission of Berlinite under Compression
- Experimental evidence of accelerated seismic release without critical failure in acoustic emissions of compressed nanoporous materials
- Andrade, Omori and Time-to-failure Laws from Thermal Noise in Material Rupture
- An exactly solvable record model for rainfall
- Statistics of acoustic emission in paper fracture: precursors and criticality
- Record breaking bursts during the compressive failure of porous materials
- Record-Breaking Avalanches in Driven Threshold Systems
- Experimental study of the effect of disorder on subcritical crack growth dynamics
- Size scaling of failure strength with fat-tailed disorder in a fiber bundle model
- Predicting Failure using Conditioning on Damage History: Demonstration on Percolation and Hierarchical Fiber Bundles
- Record breaking bursts in a fiber bundle model of creep rupture
- Scaling Exponent for Incremental Records
- System-size-dependent avalanche statistics in the limit of high disorder
Cited by in corpus (6)
- Size distribution of emitted energies in local load sharing fiber bundles
- Size scaling of failure strength at high disorder
- From nucleation to percolation: the effect of system size when disorder and stress localization compete
- From nucleation to percolation: the effect of system size and system disorder
- Modeling crack propagation in heterogeneous materials: Griffith's law, intrinsic crack resistance and avalanches
- Impact induced transition from damage to perforation