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A Technological Appoach to Avalanche Risk Management Technological Prediction with Models: Understanding Mechanisms of Dry Slab Avalanches 2nd Mountain Warfare Congress, 2019 NATO Mountain Warfare Centre of Excellence P.L. Rosendahl · P. Weißgraeber

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Page 1: Technological Prediction with Models ... - MWCOE

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

Page 2: Technological Prediction with Models ... - MWCOE

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

Page 3: Technological Prediction with Models ... - MWCOE

April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia

Why do we need models? – Easter Sunday

3

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

Page 4: Technological Prediction with Models ... - MWCOE

April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia

Why do we need avalanche models?

4

What are critical conditions for dry-snow slab avalanche release?

▸▸ Dependent and independent input parameters

Page 5: Technological Prediction with Models ... - MWCOE

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

Page 6: Technological Prediction with Models ... - MWCOE

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

Page 7: Technological Prediction with Models ... - MWCOE

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

Page 8: Technological Prediction with Models ... - MWCOE

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

Page 9: Technological Prediction with Models ... - MWCOE

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)

Page 10: Technological Prediction with Models ... - MWCOE

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

Page 11: Technological Prediction with Models ... - MWCOE

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

Page 12: Technological Prediction with Models ... - MWCOE

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

Page 13: Technological Prediction with Models ... - MWCOE

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

Page 14: Technological Prediction with Models ... - MWCOE

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

Page 15: Technological Prediction with Models ... - MWCOE

April 10th, 2019 | Speaker: Dr.-Ing. Weissgraeber | www.2phi.de | 2nd Mountain Warfare Congress, 2019 | MWCOE, Slovenia

Finding a suitable failure model

15

linear elastic

visco elastic

...

multi-scale

...

Model of system response

Appropriate failure

criterion

Reality

Prediction

Observations

Page 16: Technological Prediction with Models ... - MWCOE

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

Page 17: Technological Prediction with Models ... - MWCOE

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

Page 18: Technological Prediction with Models ... - MWCOE

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)

Page 19: Technological Prediction with Models ... - MWCOE

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

Page 20: Technological Prediction with Models ... - MWCOE

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

Page 21: Technological Prediction with Models ... - MWCOE

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

Page 22: Technological Prediction with Models ... - MWCOE

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

Page 23: Technological Prediction with Models ... - MWCOE

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

Page 24: Technological Prediction with Models ... - MWCOE

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

Page 25: Technological Prediction with Models ... - MWCOE

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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Page 26: Technological Prediction with Models ... - MWCOE

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

Page 27: Technological Prediction with Models ... - MWCOE

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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Page 28: Technological Prediction with Models ... - MWCOE

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

Page 29: Technological Prediction with Models ... - MWCOE

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

Page 30: Technological Prediction with Models ... - MWCOE

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