Applying Fluid Dynamics to Crisis Mapping

The Economist just published a fascinating article on fluid dynamics called “The Skeleton of Water” which may have important implications for Crisis Mapping Analytics. We often speak of conflict in terms of waves, e.g., “preventing the next wave of conflict,” but there may be more to the analogy than meets the eye.

Source: The Economist

One of the main challenges that Crisis Mapping Analytics faces is the complexity involved in modeling conflict dynamics over space and time. But we’re hardly the first to face this challenge. Take the field of fluid dynamics, which is the subject of the article in question. Breakthrough research now reveals that hidden structures within liquids and gasses guide the movement of everything from pollution to airplanes.

The atmosphere and the ocean are, it seems, dominated by invisible barriers that have come to be known as Lagrangian Coherent Structures.

To understand what a Lagrangian Coherent Structure [LCS] is, it helps to imagine a crowd at a railway terminus […]. Some people will be arriving. Some will be leaving. And, whichever they are doing, they will be going to and from numerous different platforms.

The result is chaos, but structured chaos. What emerges is a shifting pattern of borders between groups of people with different goals. These borders are Lagrangian coherent structures. They are intangible, immaterial and would be undetectable if the passengers stopped moving. But they are also real enough to be treated mathematically.

And it turns out to be easier to study the behaviour of such fluids by looking at the barriers than at the bodies of fluid which those barriers separate.

Scientists across numerous fields are now jumping on the Lagrangian bandwagon to explore the applicability of LCS to their work.

For example, a professor at CalTech recently “used the technique to study the hunting behaviour of jellyfish. He has shown how parts of the ocean are temporarily protected from the depredations of these creatures because they cannot cross the invisible barriers imposed by Lagrange.” Meanwhile, another professor notes that “the coherent-structure approach might also be used to help predictions of the passage of hurricanes; they, too, are constrained by the invisible barriers that Lagrange’s theory describes.”

There is also reason to believe that conflict follows a power law (like earthquakes, forest fires, etc.). In other words, conflict may be scale invariant. This may imply that there is no “average size” of conflict regardless of scale, i.e., from interpersonal to international conflict. As it turns out,  “Lagrangian coherent structures can appear at all sorts of scales. What goes for an airport or a bay can be scaled up to an ocean, or the air above it, and down to the flow off an aircraft’s wingtip, or a ship’s hull.”

One of the exciting conclusions from this latest research in fluid dynamics is that “boundaries between things are often as important as the things themselves.” In other words, we need to think more about what artists call negative space, which is “ the space around and between the subject(s) of an image. Negative space may be most evident when the space around a subject, and not the subject itself, forms an interesting or artistically relevant shape, and such space is occasionally used to artistic effect as the “real” subject of an image.”

Take the following picture, for example.

Source: Wikipedia

There is an intimate relationship between the object and the space around it. Negative spaces are important because they may reveal otherwise hidden patterns. In crisis mapping, like fluid dynamics, we need to delineate this negative space over time to identify patterns in three dimensional space. This is what the mathematics of Lagrangian Coherent Structures may allow us to do.

And so, it is very tempting to start thinking about conflict (and peace) in terms of fluid dynamics given the context of crisis mapping. Have we been too preoccupied with crisis data instead of modeling the boundaries and event trajectories? Perhaps conflict flows like a river, with turbulent eddies producing violent pathways while other areas are clear, still pools of peace. So why not collaborate with mathematicians to find out whether LCS’s can shed light on why “islands of peace” sometimes exist in a sea of conflict?

Patrick Philippe Meier with Guest Blogger Jen Ziemke

7 responses to “Applying Fluid Dynamics to Crisis Mapping

  1. OK, as a former physicist and modeller of complex dynamical systems I can’t resist – I like the thought that some folks are looking af new ways to reduce the dimensionality of the problem. With fluid dynamics the Lagrangian boundaries are rarely, if ever, analytically determined except in the simplest cases – they’re most often descriptive phenomena describing the voundsries between different flow conditions. The standard finite element models for fluid mechanics simulations will reveal them.

    In the conflict mapping context I do think that the issue if focussing on boundaries as the point where we see phase changes, or rapid shifts in the dynamics is worthwhile. But isn’t this boundary analysis something we’ve been doing for a while? Ah, but including the DYNAMICS is critical. There’s a whole field called statistical dynamics that probably has a lot to contribute here.

    And a word if caution on the scale invariance bit – it’s a pretty common outcome of lots of non-Gaussian systems interacting. It doesn’t necesarily signify anything very deep about the underlying dynamics. And it’s easy to assume it really does apply across many orders of magnitude – log scales are deceptive that way.

    That said – any and all of this means it’s worth getting the complex systems math geeks involved. Lots of fun and usefully appliable stuff.

  2. Hmm fascinating
    looking at Mandelbrot fractals (I think that’s what they were…I’m no expert) it seemed to me that the fundamental thing is that space can be either side of the pattern..so if the universe was a fractal everything would be either one side or the other…either in or out..either holes or matrix

    so in your house either in or out of something like conflict, a town either in or out, city, world, universe and finally either in or out of the universe

    Hagerstand’s space time cube is interesting see Menno Kraak’s stuff
    cartography.tuwien.ac.at/…/Time%20Visualization%20for%20Epidemiological%20Research.doc

    when you map why something is in or out in the real world it comes down to the terrain, walls
    the conclusions about the Black Death similar to recent article I read somewhere? which found the hole in the space time cube of conflict in where I forget maybe Dafur showed it was safest to live away from the roads…..somewhat similar conclusion to the Black Death

    fascinating stuff

  3. Hi Brian,
    Thanks for the insight. The space time cube reminds me of some of the functionalities now available through GeoTime, so you may like this video: http://www.crisismappers.net/video/african-conflicts.

  4. Thanks Jen for that video link seems to be the data set I alluded to and Geotime maybe the application. Video didn’t mention people safer away from the roads though so still looking for that

    The crisismappers concept is wonderful

    Congratulations

    Brian

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