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Making sense of a complex world

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Presentation on theme: "Making sense of a complex world"— Presentation transcript:

1 Making sense of a complex world
Chris Budd

2 Many natural (and human
Many natural (and human!) systems appear complex and hard to understand National Electricity Grid

3 Atmosphere and climate
Clouds El Nino

4 Turbulence Flocking Geology

5 Complex designs Aircraft undercarriage

6 Human behaviour Crowds

7 What makes a system complex ?
Many components with individual behavior Coupling between components Many different scales in space and time

8 Can scientists, mathematicians and engineers make any sense of complexity?
And can we use this knowledge to our advantage?

9 Traditional view Things are complicated because there are lots of independent things all going on at once

10 A complicated example: The tides
Bombay tides 1872 h(t) t

11 Kelvin decomposed h(t) into 37 independent components
He found these out using past data and added them up using an analogue computer

12 Kelvin’s Tidal predictor
US Tidal predictor

13 In the tides we see complicated behaviour due to a large number of independent uncoupled systems combining their effects The tides are a resultant property of this combination But many examples of complexity in nature are not like this!

14 The Double Pendulum .. An example of complex behaviour in a simple coupled system
Motion can be Periodic in phase : predictable Periodic out of phase : predictable Chaotic : unpredictable

15 Each part of the system is relatively simple, with easy to understand behavior
It is the coupling which leads to new complex emergent behavior which we understand by using maths

16 Aircraft undercarriage can be very similar

17 Emergence .. A property of a complex system which is more than the sum of its parts
Emergence arises from the way that the components interact with each other and not just from their individual properties

18 Emergent properties of complex systems can allow us to make predictions and even to new designs. They include … Coherent Patterns .. Much of science and maths involves the search for, and study of, these patterns Scaling laws

19 Coherent Patterns

20 Emergent Patterns often arise because of the way that things interact and communicate with each other Flocking Slime mould All described using mathematical equations

21 Patterns in rocks

22 Crowds at a scramble crossing

23 Scaling laws

24 Microstructure of a ceramic. Al2O3-TiO2

25 Frequency Conductivity

26 The ac conductivity of 255 2D squae networks randomly
filled with 512 components 60% 1 k resistors & 40% 1 nF capacitors Frequency PERCOLATION DETERMINED DC CONDUCTIVITY POWER LAW EMERGENT PROPERTY Random Conductivity Emergent scaling law

27 We see examples of scaling laws in many other complex systems:
Homogeneous system The Internet Epidemics Mechanical systems Rocks and water

28 A very complex example .. The H Bomb
r: Radius of fireball E: Energy of the bomb t: Time after the explosion Scaling law G I Taylor

29 Bringing this all together … forecasting the weather
The atmosphere/ocean is a very complex system with many length and time scales

30 Need to make predictions but …
System has far more degrees of freedom than data Small scale behavior is very can be chaotic Small and large scales interact Lots of random events Turbulence Computations are hard!

31 Make use of all of the previous ideas to improve predictability
Scaling laws show how energy is transferred from small to large scales and from small heights to large heights and greatly speed up computations Fit coherent patterns of weather eg. depressions to the sparse data to start and monitor computer weather forecasts (data assimilation) 1987!!

32 Complexity .. May apply to many many other problems
Where many things interact with each other Spread of disease Customer behavior Transport networks The national grid Chemical reactions Much still to be discovered!!!

33 Eg. The digestive system
Stomach Intestine Intestinal wall: Villi and Microvilli


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