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Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and beyond
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Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Dec 21, 2015

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Page 1: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Complexity Science & Transport Systems

Jeffrey Johnson & Joan SerrasDesign, Development, Environment & Materials

The Open University

to infinity … and beyond

Page 2: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

The Complex Systems Perspective:

Road systems - interconnected systems of dynamic systems.

Many subsystems: Populations, roads, railways, land uses, regulations. All have multilevel structure, e.g. people, families, neighbourhoods, cities. All have dynamics => emergent dynamics of whole

Subsystems have thousands or millions of partscan only be modelled on computers.

How to represent and modelling huge heterogeneous multilevel road systems such as the whole of the UK or Europe ?

Page 3: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

You are here You came in here

or hereor here

Page 4: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

You are here

Page 5: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.
Page 6: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.
Page 7: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.
Page 8: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.
Page 9: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

… and you’re still in England Wales !

There’s a lot of stuff

Page 10: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

… how can we represent so much stuff ?

There’s a lot of stuff

Page 11: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

… how can we represent so much stuff ?

There’s a lot of stuff

Page 12: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

from micro to macro ?

There’s a lot of stuff

Page 13: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Everything is becoming more & more connected

Milton Keynes

Bedford

Page 14: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Everything is becoming more & more connected

Milton Keynes

Bedford

Page 15: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Everything is becoming more & more connected

Milton Keynes

Bedford

Page 16: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Everything is becoming more & more connected

Milton Keynes

Bedford

Cannot divide & rule

- the are connected !

Page 17: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Objectives of the research

To model road system in an holistic way such that:

• captures the dynamics of road traffic:

microdynamics: e.g. shock wavesmacrodynamics: e.g. transmission of congestion

Page 18: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Objectives of the research

To model road system in an holistic way such that:

• captures the dynamics of road traffic:

microdynamics: e.g. shock wavesmacrodynamics: e.g. transmission of congestion

• includes all the smallest level links – nothing left out!

• aggregates bottom-up dynamics – no information loss!

Page 19: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Objectives of the research

To model road system in an holistic way such that:

• captures the dynamics of road traffic:

microdynamics: e.g. shock wavesmacrodynamics: e.g. transmission of congestion

• includes all the smallest level links – nothing left out!

• aggregates bottom-up dynamics – no information loss!

• distributes computation and data naturally across administrative levels

Page 20: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Objectives of the research

To model road system in an holistic way such that:

• captures the dynamics of road traffic:

microdynamics: e.g. shock wavesmacrodynamics: e.g. transmission of congestion

• includes all the smallest level links – nothing left out!

• aggregates bottom-up dynamics – no information loss!

• distributes computation and data naturally across administrative levels

• illustrate by huge road systems, e.g. London, Europe

Page 21: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Starting point: it is like this

Page 22: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Starting point: it is like this

Plots of land – ‘zones’

Page 23: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Starting point: it is like this

Plots of land – ‘zones’

Activity Land Uses

Page 24: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Starting point: it is like this

Plots of land – ‘zones’

Activity Land Uses

Page 25: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Starting point: it is like this

origin

destination

Trips are made between located activities

Page 26: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Starting point: it is like this

origin

destination

Page 27: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Starting point: it is like this

origin

destination

Page 28: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Starting point: it is like this

origin

destination

Page 29: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Starting point: it is like this

origin

destination

Page 30: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Starting point: it is like this

origin

destination

Page 31: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Starting point: it is like this

origin

destination

A route traverses a set of zones at different ‘levels’

Page 32: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Starting point: it is like this

Plots aggregate into larger areas – zones

Page 33: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Zones aggregate into larger zones

Page 34: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Zones aggregate into larger zones

Page 35: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Zones aggregate into larger zones

Page 36: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Larger zones aggregate into even larger zones

Page 37: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Larger zones aggregate into even larger zones

Page 38: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Larger zones aggregate into even larger zones

Page 39: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Even larger zones aggregate into even larger zones

Page 40: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Even larger zones aggregate into even larger zones

Page 41: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

… and so on to zones for London, England, Europe, …

Page 42: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

We assume there is a hierarchical set of zones

ZN-3 … ZN-1 ZN ZN+2 … ZN+k-1 ZN+k

Page 43: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

We assume there is a hierarchical set of zones

link between junction nodes

kitchen

house plot, road segment

ZN-3 … ZN-1 ZN ZN+2 … ZN+k-1 ZN+k

Page 44: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

We assume there is a hierarchical set of zones

link between junction nodes

kitchen

house plot, road segment

ZN-3 … ZN-1 ZN ZN+2 … ZN+k-1 ZN+k

Abstract higher level lines (to be explained)

Page 45: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Define a set of nodes -

where a vehicle can cross a road zone boundary

Page 46: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Define a set of nodes -

where a vehicle can cross a road zone boundary

A link is defined by a pair of nodes

Page 47: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Define a set of nodes -

where a vehicle can cross a road zone boundary

A link is defined by a pair of nodes

‘conventional’ links exist at Level N

Page 48: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

A

B

A Level-N route is a set of Level N links

Page 49: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

A

B

There are many N-Level routes between A and B

Page 50: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

A

B

There are many N-Level routes between A and B

Page 51: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

A

B

There are many N-Level routes between A and B

Page 52: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

A

B

Let this set of routes be a Level N+2 Link

Page 53: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

There are ~8000 Level-N routes between A and B

AB

~ 20 routes ~ 20 routes ~ 20 routes

Page 54: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Put a N+2-level nodes on the boundaries

AB

Page 55: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Make Level N+2 links and a Level N+2 route

AB

Page 56: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Make Level N+2 links and a Level N+2 route

AB

Page 57: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Make Level N+2 links and a Level N+2 route

AB

Page 58: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

We now have 20 + 20 + 20 + 1 = 61 << 8000 routes !

AB

~ 20 routes ~ 20 routes ~ 20 routes

Page 59: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

We now have ~ 100,000 possible routes !

AB

~ 50 routes ~ 50 routes ~ 50 routes

Page 60: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

We now have ~150 + 9 = ~159 <<< 100,000 routes!

AB

~ 50 routes ~ 50 routes ~ 50 routes

Page 61: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

If the routes cross a Level N+3 Zone ..

AB

Page 62: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

AB

… make a Level N+3 link as the set of N+2 routes

Page 63: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

AB

Hierarchical routes used for routing trips

Level N+2 links

Level N+1 linksLevel N+1

Level N links

Level N links

Within hierarchical zones, always use the highest level links available

Page 64: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

AB

Higher level links have lower variance !

Level N+2 links

Level N+1 linksLevel N+1

Level N links

Level N links

rela

tive

fr

equ

ency

travel time, minutes travel time travel time, hours

100%

rela

tive

fr

equ

ency

rela

tive

fr

equ

ency

Page 65: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

AB

Hierarchical routes used for routing trips

Level N+2 links

Level N+1 linksLevel N+1

Level N links

Level N links

Note: higher level links have more stable flow and travel time statistics than lower level links initialisation heuristics ?

Page 66: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

TRANSIMS – from Micro simulation to Macro dynamics

Page 67: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

TRANSIMS – from Micro simulation to Macro dynamics

Page 68: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

TRANSIMS – from Micro simulation to Macro dynamics

Page 69: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

TRANSIMS – from Micro simulation to Macro dynamics

Page 70: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

TRANSIMS – from Micro simulation to Macro dynamics

Page 71: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Level N+7

Level N+6

Level N+5

Level N+4

Level N+3

Level N+2

Level N+1

Level N

Level N-1

Level N-2

Level N-3

The World !

Region (e.g. the Americas, Asia )

Nation (e.g. USA, UK )

State (e.g. Virginia, Buckinghamshire)

City, rural region (e.g. New River Valley)

Small town (e.g. Blacksburg, Milton Keynes)

Neighbourhood (e.g. VT Campus)

Conventional Links and zones

Road segment, plot of land

House, garden, garage

Rooms

Page 72: Complexity Science & Transport Systems Jeffrey Johnson & Joan Serras Design, Development, Environment & Materials The Open University to infinity … and.

Traffic Modelling Conference 31-March-2009 Open University

Research in Progress

1.Devise new microlevel simulation

2. Implement at microlevel for Milton Keynes

3. Implement hierarchical routing schemes

4.New synthetic micropopulation – all properties

5. Run the system for Milton Keynes

6. … extend to UK

7. … extend to Europe

8. … extend to infinity, and beyond !