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North American Modelling Futures Rick Donnelly Modelling Tomorrow’s World | 23 November 2016

North American Modelling Futures - Amazon S3 · Complex trip chaining Intra-household interactions Explicit visitors Crossover Multi-scale models Macroeconomic models Agent-based

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Page 1: North American Modelling Futures - Amazon S3 · Complex trip chaining Intra-household interactions Explicit visitors Crossover Multi-scale models Macroeconomic models Agent-based

North American Modelling Futures

Rick Donnelly

Modelling Tomorrow’s World | 23 November 2016

Page 2: North American Modelling Futures - Amazon S3 · Complex trip chaining Intra-household interactions Explicit visitors Crossover Multi-scale models Macroeconomic models Agent-based

Mo

del

ing

par

adig

ms

Page 3: North American Modelling Futures - Amazon S3 · Complex trip chaining Intra-household interactions Explicit visitors Crossover Multi-scale models Macroeconomic models Agent-based

2G

act

ivit

y-b

ased

mo

del

Page 4: North American Modelling Futures - Amazon S3 · Complex trip chaining Intra-household interactions Explicit visitors Crossover Multi-scale models Macroeconomic models Agent-based

3G activity-based models

Page 5: North American Modelling Futures - Amazon S3 · Complex trip chaining Intra-household interactions Explicit visitors Crossover Multi-scale models Macroeconomic models Agent-based

Imp

lem

enta

tio

ns

Page 6: North American Modelling Futures - Amazon S3 · Complex trip chaining Intra-household interactions Explicit visitors Crossover Multi-scale models Macroeconomic models Agent-based

Evolution of practice

Page 7: North American Modelling Futures - Amazon S3 · Complex trip chaining Intra-household interactions Explicit visitors Crossover Multi-scale models Macroeconomic models Agent-based

Incr

easi

ng

det

ail

Page 8: North American Modelling Futures - Amazon S3 · Complex trip chaining Intra-household interactions Explicit visitors Crossover Multi-scale models Macroeconomic models Agent-based

(Changing) Oregon analytical requirements

Page 9: North American Modelling Futures - Amazon S3 · Complex trip chaining Intra-household interactions Explicit visitors Crossover Multi-scale models Macroeconomic models Agent-based

Maj

or

infl

uen

ces

Page 10: North American Modelling Futures - Amazon S3 · Complex trip chaining Intra-household interactions Explicit visitors Crossover Multi-scale models Macroeconomic models Agent-based

Convergence?

Page 11: North American Modelling Futures - Amazon S3 · Complex trip chaining Intra-household interactions Explicit visitors Crossover Multi-scale models Macroeconomic models Agent-based

Context first

Page 12: North American Modelling Futures - Amazon S3 · Complex trip chaining Intra-household interactions Explicit visitors Crossover Multi-scale models Macroeconomic models Agent-based

Forecasting versus replication

Page 13: North American Modelling Futures - Amazon S3 · Complex trip chaining Intra-household interactions Explicit visitors Crossover Multi-scale models Macroeconomic models Agent-based

Beh

avio

ura

ld

ata

Page 14: North American Modelling Futures - Amazon S3 · Complex trip chaining Intra-household interactions Explicit visitors Crossover Multi-scale models Macroeconomic models Agent-based

Dat

a-d

rive

n m

od

el

Page 15: North American Modelling Futures - Amazon S3 · Complex trip chaining Intra-household interactions Explicit visitors Crossover Multi-scale models Macroeconomic models Agent-based

New forecasting approach

Page 16: North American Modelling Futures - Amazon S3 · Complex trip chaining Intra-household interactions Explicit visitors Crossover Multi-scale models Macroeconomic models Agent-based

Next?

• Invest in wetware

• Transparent big data

• Drop reductionist mindset

• Model less, forecast more

• Multi-scale and hybrid solutions

• Embrace uncertainty

Page 17: North American Modelling Futures - Amazon S3 · Complex trip chaining Intra-household interactions Explicit visitors Crossover Multi-scale models Macroeconomic models Agent-based

Worth reading

• C04 Traveler response to pricing and congestion

http://onlinepubs.trb.org/onlinepubs/shrp2/SHRP2prepubC04.pdf

• Activity-based modelling primer

http://www.trb.org/Publications/Blurbs/170963.aspx

• Zürich meets New York

http://bit.ly/2f1zvKQ

• Josie Kressner’s ITM16 presentation

https://transportfoundry.com/blog/

Rick Donnelly ([email protected])