technological prediction with models ... - mwcoe
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A Technological Appoach to Avalanche Risk ManagementTechnological Prediction with Models:Understanding Mechanisms of Dry Slab Avalanches
2nd Mountain Warfare Congress, 2019NATO Mountain Warfare Centre of Excellence
P.L. Rosendahl · P. Weißgraeber
April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia
The authors
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2φ MODELINGAPPROACHES
Research campus University Stuttgart
Philipp L. Rosendahl Philipp Weissgraeber
Co-founders of
April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia
Why do we need models? – Easter Sunday
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Easter Sundaymust always
follow the firstfull moon after
the spring equinox.
https://www.statista.com/chart/8959/frequency-of-easter-sunday-by-date-from-1600-to-2099/
Year
April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia
Why do we need avalanche models?
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What are critical conditions for dry-snow slab avalanche release?
▸▸ Dependent and independent input parameters
April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia
How do models help?
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whumpf size ofrelease
critical load
Real-time tool
Our vision
Physically sound
For experts and practitioners
Models can improve ourunderstanding of physics
hcn.org
April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia
Models of slab avalanche release
Local stability index (Perla, 1977)
● Stress exceeding strength● A probe could trigger
Shear crack (McClung, 1981)
● No remote triggering● Whumpf only as a
consequence● Assumption of super
weak zones
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Anticrack – “house of cards” (Heierli, 2008)
● Whumpf and remote triggering explained● Normal displacement within rigid weak layer● Assumption of super weak zones
Finite anticrack initiation (Rosendahl & Weißgraeber, 2018)
● Modern mixed-mode model● No assumptions on defect size● Combination of previous models
April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia
Slab avalanche release: from weak layer collapse to crown fracture
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Failure model Model of system response Failure criterion
crack initiation crack propagation slab fracture slidingundamaged
April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia
Finding a suitable failure model
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linear elastic
visco elastic
...
multi-scale
...
Model of system response
Appropriate failure
criterion
Reality
Prediction
Observations
April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia
System of differential equations
Modeling the snowpack: it’s all about the weak layer
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Schweizer et al. (2003)
April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia
Skier-induced stresses in the weak layer
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FEA: numerical reference solution
April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia
Bridging effect
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FEA: numerical reference solution
h
April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia
Propagation saw test
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Montana avalanche Center (2018)Gauthier et al. (2008)
● Introduction of artificial crack in weak layer● Crack propagation at critical cut length● Resembles fracture mechanical lab test● Determination of fracture mechanical
properties of weak layer● Quantitative field experiment
April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia
Energy release rate of anticracks
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Model results vs. FEA results
FEA: numerical reference solution
Propagation saw test
● Model allows for linking cut length and energy release rate of anticracks
April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia
Model validation: comparison to field data
● 93 propagation saw tests (PSTs)● Critical crack length → fracture toughness
Energy release rate of anticracks
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Model results vs. FEA results
FEA: numerical reference solution
April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia
Finding a suitable failure model
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linear elastic
visco elastic
...
multi-scale
...
Model of system response
Appropriate failure
criterion
Reality
Prediction
Observations
April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia
Modeling slab avalanche release
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present snowpack model
unified failure criterion
critical load and avalanche size
crack initiation crack propagation slab fracture slidingundamaged
April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia
Structural integrity: strength
Stress
● Force per unit area● Expresses the internal forces in the material● Tensile, compressive and shear stresses
Strength
● Critical stress a material can sustain● Different strengths in pure tension, pure
compression and pure shear● Failure often caused by mixed loading
(e.g. cornice fracture)
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Tension
Compression
Shear
April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia
Structural integrity: fracture mechanics
Energy release rate (ERR)
● Infinite stresses at crack tip● Change of stored energy because of crack
growth is called energy release rate● ERR determines stability of existing cracks ● Only considers existing cracks
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Mode I Mode II Mode III
Opening or collapse In-plane shear Out-of-plane shear
= +
Skier loading Compression Shear= +
Fracture toughness
● Critical energy release rate● Different fracture toughnesses for crack
opening, collapse and shear● Crack growth often caused by mixed loading
(e.g. weak layer)
April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia
Importance of fracture mechanics: “Liberty” cargo vessels in WW2
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U.S. WWII Liberty class naval cargo ship
● Low-cost construction● Mass-produced● 2,710 Liberty ships between
1941 and 1945
Embrittlement at cold temperatures
● Colder temperatures led to brittle fracture● Hull and deck cracks● Cracks could propagate in complete hull● 1,200 ships showed fracture● Over 200 ships lost
Failure of moored SS Schenechtady, Jan 17th 1943
April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia
Two independent material properties: strength and toughness
Homogeneous stressesStrength-of-materials
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Carter et al. (2014)
Crack propagationFracture mechanics Crack initiation
strength and fracture toughness
“brutal” crack incrementsEnergy release > toughness
Stress > strength
April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia
Coupled stress and energy criterion
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mechanical model
strengthoverloaded weak layer
fracture mechanicsenergy balance of anticrack
satisfied simultaneouslycrack initiation
1 Leguillon (2002) Eur. J. Mech. A/Sol. 21(1), pp. 61–72.2 Hashin (1996) J. Mech. Phys. Sol. 44(7), pp. 1129–1145.3 Weißgraeber, Leguillon & Becker (2016) Arch. Appl. Mech. 86(1–2), pp. 375–401.
critical loadskier, slab weight
April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia 22
energy release suffices
energy which can be released by a crack
local weak layer loading
overload
weak layer does not collapse despite locally overloaded
critical level
April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia 23
energy release suffices
energy which can be released by a crackoverload
critical level
local weak layer loading
zone of weak layer collapse
weak layer
April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia
Evaluation of coupled criterion
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Physical effects
● Maximum extra load(e.g. skier)
● Effect of slab weight(self-release)
● Slope angle dependence
F
April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia
Evaluation of coupled criterion
● Increasing slope angles reduces critical load
● Shear stress in the weak layer increases
● Initial crack lengths increases with transition from normal to shear load
● Longer initial cracks propagate more readily
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April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia
Hazard map
Model chain
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Geo data
Snowpack data Computational model
Local assessment
Slab avalanche model
April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia
Example of hazard mapping
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April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia
Conclusions
What do we have?
● Accurate mechanical model of slab on weak layer
● Physical explanationfor crack initiation
● Unified failure criterion for initiation and growth of cracks in weak layer
● Real-time evaluation
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What’s to come?
● Layered slab
April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia
Vision
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● Interpret measurements
● Model based hazard mapping for data sparse areas
● Assist experience-based nonformal decision making
● Reduce risk of stability tests in field
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