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Radiocarbon age-modelling I – introduction to age- models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queen’s University Belfast Northern Ireland

Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

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Page 1: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Radiocarbon age-modellingI – introduction to age-models

Dr. Maarten BlaauwSchool of Geography, Archaeology and Palaeoecology

Queen’s University BelfastNorthern Ireland

Page 2: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

My background

Born 1974 in Hardenberg (nl) ‘92-’98 Msc Biology, Groningen (nl) ‘98-‘03 PhD Palaeoecology, Amsterdam (nl) ‘03-’04 Postdoc Trinity College Dublin (ie) ‘04-’06 Postdoc CIMAT (mx) ‘07-... Postdoc Queen’s Univ Belfast (uk)

Page 3: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Today

Lectures

Introduction to age-depth modelling

Bayesian age-depth modelling

PracticalsCalibratingBasic age-depth modellingBayesian age-depth modelling

Page 4: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

4

Pollen-diagram

Blaauw et al. in press, The Holocene

Page 5: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

5

Poisson random walk

Blaauw et al. in press, The Holocene

Page 6: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

6

Blaauw et al. in press, The Holocene

Page 7: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

7

Blaauw et al. in press, The Holocene

Page 8: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Types of chronologies

No uncertainties

Yearly resolution

Decadal / centennial – (multi-) millennial resolution

Page 9: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast
Page 10: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Annually layered ice cores

Page 11: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

History peat dating

Pre 14C dating (relative dating) Peat stratigraphy (Sernander 1866-1944) & pollen Link pollen with archaeology (bronze age etc.) Link with Swedish varve chronology (de Geer) (Sub) millennial precision

Von Post 1946

Page 12: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

History peat dating

Carbon dating → 'absolute', independent dates Smith & Pilcher 1973: 14C dating vs. pollen zones 'Wishful thinking obscures reality' (von Post 1946)

14C date depths along peat core At levels with major proxy changes At regular intervals

Assume linear accumulation between dated levels e.g.: Aaby 1976, van Geel 1978

Page 13: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

History peat dating

High-resolution 14C dating wiggle-match dating (van Geel&Mook 1989) Bayesian (e.g., Blaauw&Christen 2005) post-bomb dating (e.g., van der Linden et al. 2008)

Tephra (e.g., Pilcher et al. 1995, Davies et al. 2003) 210Pb dating (e.g., Turetsky et al. 2004) All form age estimates for age-depth models

The estimates and models are uncertain

Page 14: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Carbon dating

Page 15: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

14C dating

14C unstable, half-life 5568 yr Ratio 14C/C gives age fossil

Page 16: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Tree-ring coverage for IntCal04: until 12.4 kcal BP

Belfast

Groningen

Pretoria

Heidelberg

Waikato

Seattle

PNW/CA German Oak

German Oak

German Oak

German Pine

German Pine

Swiss Pine

Irish Oak

Irish Oak

German Oak

German Oak

Page 17: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Tree-ring coverage for IntCal04

Page 18: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Tree-ring coverage for IntCal04

Page 19: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast
Page 20: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

http:///www.chrono.qub.ac.uk/blaauw/

Page 21: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Age-depth modelling

So now we have dates... what's next? Estimate ages of non-dated levels Use available information

all dates together environmental settings site other comparable archives

Page 22: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Age-depth modelling

14C and other dates Basic age-modelling techniques

interpolation, regression, spline, ...

Bayesian approaches chron. ordering, wiggle-match dating

Compare multiple archives tuning, eye-balling, Bayesian

Page 23: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Age-depth modelling

Page 24: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Age-depth modelling

Page 25: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Uncertainty accumulation

Page 26: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Many date$

Page 27: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Few dates

Page 28: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast
Page 29: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Which age-depth model?

800 cm core 9 14C dates surface = recent

Page 30: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Which age-depth model?

800 cm core 9 14C dates surface = recent Linear interpol.

Too much weight on individual dates?

Page 31: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Which age-depth model?

800 cm core 9 14C dates surface = recent Linear interpol.

date 6 = outlier

Page 32: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Which age-depth model?

800 cm core 9 14C dates surface = recent Linear interpol.

470 cm = hiatus

Page 33: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Which age-depth model?

800 cm core 9 14C dates surface = recent Linear interpol. Linear regression

470 cm = hiatus

Too narrow error ranges?

Page 34: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Which age-depth model?

800 cm core 9 14C dates surface = recent Linear interpol. Linear regression Polyn. regression

470 cm = hiatus

second degreewide uncertainties when extrapolating!

Page 35: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Which age-depth model?

800 cm core 9 14C dates surface = recent Linear interpol. Linear regression Polyn. regression Smooth spline

Page 36: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Which age-depth model?

800 cm core 9 14C dates surface = recent Linear interpol. Linear regression Polyn. regression Smooth spline

date 6 = outlier

Page 37: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Which age-depth model?

800 cm core 9 14C dates surface = recent Linear interpol. Linear regression Polyn. regression Smooth spline

470 cm = hiatus

Page 38: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Age-depth modelling

How did our sediment accumulate over time? Constant? Varying? Pulses? Hiatuses? Site settings Should we try to fit a curve through all dates?

Balance belief in dates and belief in model Use stratigraphic information

How many dates do I need? The more, the better? The more problems? Depends on your questions

“is my sediment of glacial age?” “early 8.2 k event?”

Page 39: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Dating uncertainties

Page 40: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

14C dating

Page 41: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

14C dating

Page 42: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Uncertainties dates

5 calibrated dates surface = recent simulate yr every date draw age-model

linear interpolation

repeat

Page 43: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Uncertainties dates

5 calibrated dates surface = recent simulate yr every date draw age-model

polynomial regression does not cross all dots weighted by error sizes

repeat

Page 44: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Uncertainties dates

Page 45: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Basic age-modelling

Choose which one looks nicest... How treat point estimates? (mid/max, multimodal)

Why just one line?

Not much literature Bennett 1994, Bennett and Fuller 2002, The Holocene,

Telford et al. 2004, QSR Software

Calib + Excel clam, Blaauw in press (Quaternary Geochronology)

Page 46: Radiocarbon age-modelling I – introduction to age-models Dr. Maarten Blaauw School of Geography, Archaeology and Palaeoecology Queens University Belfast

Today

Lectures

Introduction to age-depth modelling

Bayesian age-depth modelling

PracticalsCalibratingBasic age-depth modellingBayesian age-depth modelling