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4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson Open University UK
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4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

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Page 1: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

From Networks to Hypernetworks for a

Science of Complex Systems

Jeffrey Johnson

Open University

UK

Page 2: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

3 binary relations one 3-ary relation

Binary relations are not rich enough

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 3: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Relational Structure

Binary relation 3-ary relation 4-ary relation

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 4: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Relational Structure

Page 5: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

From networks to simplicial complexes

An abstract p-simplex is an ordered set of vertices,

p = v0, v1, v2, … , vp.

v1

v0

v2

v3

3 = v0, v1, v2, v3.

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 6: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

From networks to simplicial complexes

An abstract p-simplex is an ordered set of vertices,

p = v0, v1, v2, … , vp.

e.g. the tetrahedron

A face is a sub-simplex.

e.g. a trianglev1

v0

v2

v3

3 = v0, v1, v2, v3.3 = v0, v1, v3.

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 7: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

From networks to simplicial complexes

An abstract p-simplex is an ordered set of vertices,

p = v0, v1, v2, … , vp.

e.g. the tetrahedron

A face is a sub-simplex.

e.g. a triangle

A simplicial complex is a set of

simplices with all their faces

v1

v0

v2

v3

3 = v0, v1, v2, v3.

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 8: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

From networks to simplicial complexes

Every network is a simplicial complex whose simplices have dimension q = 0 or q = 1.

Simplicial complexes are a multidimensional generalisation of networks.

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 9: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Gestalt Psychologist Katz:

Vanilla Ice Cream cold + yellow + soft + sweet + vanilla

it is a Gestalt – experienced as a whole

From Networks to Hypernetworks

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 10: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Gestalt Psychologist Katz:

Vanilla Ice Cream cold + yellow + soft + sweet + vanilla

it is a Gestalt. It is a relational simplex

From Networks to Hypernetworks

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

cold + yellow + soft + sweet + vanilla; RVanilla_Ice_Cream

Page 11: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Definition

A hypernetwork is a set of relational simplices

From Networks to Hypernetworks

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

cold + yellow + soft + sweet + vanilla; RVanilla_Ice_Cream

Page 12: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Example: Road Accidents

upset

rain

speed

tired

The accident is a whole

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 13: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Example: Road Accidents

upset

rain

speed

tired

The accident is a whole

the individual parts may not cause an accident

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 14: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

From networks to simplicial complexes

Interesting structures

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

polyhedron representation Euler Polygon Representation

Page 15: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

From networks to simplicial complexes

Interesting structures

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

q-near

Page 16: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

From networks to simplicial complexes

Interesting structures

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

q-near

eccentricity() = | | - | ’|

| |

high eccentricity low eccentricity

Page 17: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

From networks to simplicial complexes

Interesting structures

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

q-near

q-neighbourhood of

Page 18: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Polyhedral Connectivity

0- near polyhedra

The intersection of two simplices is called their shared face.

They are q-near if their shared face has dimension q

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 19: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Polyhedral Connectivity

1- near polyhedra

0- near polyhedra

The intersection of two simplices is called their shared face.

They are q-near if their shared face has dimension q

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 20: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Polyhedral Connectivity

0- near polyhedra

The intersection of two simplices is called their shared face.

They are q-near if their shared face has dimension q

1- near polyhedra

(and also 0-near)

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 21: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Polyhedral Connectivity

1- near polyhedra

2- near polyhedra

0- near polyhedra

Page 22: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Polyhedral Connectivity

Polyhedra can be q-connected

through shared faces

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 23: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Polyhedral Connectivity

Polyhedra can be q-connected

through shared faces

1-connected components

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 24: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Polyhedral Connectivity

Polyhedra can be q-connected

through shared faces

1-connected components

Q-analysis: listing q-components

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 25: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Polyhedral Connectivity & q-transmission

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

change on some

part of the

system

Page 26: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Polyhedral Connectivity & q-transmission

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 27: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Polyhedral Connectivity & q-transmission

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 28: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Polyhedral Connectivity & q-transmission

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

change is not transmitted

across the low dimensional face

Page 29: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Polyhedral Connectivity & q-transmission

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 30: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Intersections of simplices and dynamics

Shared faces are sites of interaction for pairs of simplices

What about the intersection of more than two simplices?

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 31: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Intersections of simplices and dynamics

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 32: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Intersections of simplices and dynamics

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 33: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Intersections of simplices and dynamics

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 34: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Intersections of simplices and dynamics

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 35: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Intersections of simplices and dynamics

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 36: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Intersections of simplices and dynamics

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 37: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Intersections of simplices and dynamics

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 38: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Intersections of simplices and dynamics

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 39: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Intersections of simplices and dynamics

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 40: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Intersections of simplices and dynamics

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 41: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Intersections of simplices and dynamics

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 42: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Intersections of simplices and dynamics

star

hub

star-hub relationship is a Galois connection

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

relational simplices have rich connectivity structures

Page 43: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Intersections of simplices and dynamics

star-hub relationship is a Galois connection

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

(a1) (a2) (a3) (a4) (b1) (b2) (b3) (b4) (b5)

(a1)

(a2)

(a3)

(a4)

(b1)(b2)

(b3)

(b4)(b5)

a1

a2

a3

a4

a5

b1

b2

b3

b4

Page 44: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Intersections of simplices and dynamics

star-hub relationship is a Galois connection

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

. . . . . . . . . . .

. . . 1 1 1 1 1 . . .

. . . 1 1 1 1 1 . . .

. . . 1 1 1 1 1 . . .

. . . 1 1 1 1 1 . . .

. . . . . . . . . . .

a1

a2

a3

a4

. . . b1 b2 b3 b4 b5 . . .

Page 45: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

e.g. take a set of 3 blocks

Formation of simplices hierarchical structure

{ } 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 46: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

{ }R

R

Formation of simplices hierarchical structure

e.g. take a set of 3 blocks assembled by a 3-ary relation

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 47: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

{ }R

Formation of simplices hierarchical structure

e.g. take a set of 3 blocks assembled by a 3-ary relation R

The structure has an emergent property

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 48: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

{ }R

Formation of simplices hierarchical structure

Level N+1

Level N

n-ary relation

assembles elements

into named

structures at a higher

level

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 49: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

{ }R

Formation of simplices hierarchical structure

Archn-ary relation

assembles elements

into named

structures at a higher

level

R

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 50: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

AND and OR aggregations in multilevel systems

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 51: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Multilevel patterns of numbers on the structure

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Emergentcapability

Capabilities

Page 52: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Multilevel patterns of numbers on the structure

Page 53: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

System dynamics as traffic on a fixed multilevel backcloth

Dynamics on the hypernetwork backcloth

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 54: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Dynamics

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 55: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

System time and System Events

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 56: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

System time and System Events

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 57: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

System time and System Events

Planning involves changing relations

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 58: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

System time and System Events

System dynamics involves changing relations

… trajectories of multidimensional events

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 59: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Representing Complex Systems & Dynamics

Backcloth, Traffic & Type-1 Dynamics

Traffic on the multi-level backcloth - coherence

Cannot look at just one level

Traffic must aggregate coherently over the structure

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Page 60: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

E.g. Cooperation – Making a Project

Page 61: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Multilevel Systems

Macro-level “The System”

Meso-levels

Micro-Level “The Atoms”

Page 62: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Multilevel Systems

Macro-level “The Project”

Meso-levels

Micro-Level “The Atoms”

Stuff ?

Lo

ts of In

termed

iate S

tuff

Page 63: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Multilevel Systems

Macro-level “The Project”

Meso-levels

Micro-Level

Lo

ts of In

termed

iate S

tuff

team-A task-B

Page 64: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Multilevel Systems

Macro-level “The Project”

Meso-levels

Micro-Level

team-A task-B

€ n m

€ 200 k

€ 200 k

XXX

Page 65: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

Multilevel Systems

Macro-level “The Project”

Meso-levels

Micro-Level

team-A task-B

€ n m

€ 200 k

€ 213 k

XXX WP1 WP2 …

€ 30 k

Page 66: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

System time and System Events

… trajectories of multidimensional events

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

We agree to make a project

Page 67: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

System time and System Events

… trajectories of multidimensional events

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

We agree to make a project

The proposal is ready – submit !

Page 68: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

System time and System Events

… trajectories of multidimensional events

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

We agree to make a project

The proposal is ready – submit !

The proposal is accepted – hooray !

Page 69: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

System time and System Events

… trajectories of multidimensional events

4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010

We agree to make a project

The proposal is ready – submit !

The proposal is accepted – hooray !

Big research breakthrough !

Page 70: 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010 From Networks to Hypernetworks for a Science of Complex Systems Jeffrey Johnson.

Conclusions

Relations can be multidimensional

need polyhedral hypernetworks

Multilevel systems

need polyhedral hypernetworks

Dynamics involves structures & numbers

need polyhedral hypernetworks

Hypernetworks are necessary if not sufficient to model complex

systems 4th China-Europe Summer School on Complexity Science. Shanghai 12-Aug-2010