So we've seen that mathematical models of reaction-diffusion systems are capable of forming stable spatial patterns. In varying these parameters a and b, the different diffusion rates of u and v or chemical species a and b, gives different sorts of stripes and dots, sometimes fixed patterns, sometimes periodic oscillation. So they're capable of doing a wide range of things. And this is surprising, I think, because these are models based on diffusion, based on a process through which particles should spread out and reach some sort of uniformity. So, this is a pretty amazing mathematical result and it is, people think it's a mechanism behind, certainly not all patterns, of course, but many patterns that are observed in the natural world, particularly in biological systems. But what's maybe even more amazing than this mathematical result is that one can actually do experiments with reaction- diffusion systems and see the same sorts of general patterns forming. There are lots of experiments one can do but I want to describe one just very, very briefly. It's a reaction-diffusion type of system known as a Belousov–Zhabotinsky reaction. If one carries out this chemical reaction just in a beaker, one sees colors that oscillate. It's a couple of different chemicals that interact with each other, not too dissimilar from how the a and b interacted with each other in the system we just studied. So, if we take this chemical system and we put it not in a well mixed beaker, but on a surface, usually it's in some sort of a Petri dish, and one starts with a more or less uniform distribution of the two reactants, one can see patterns emerging just like we did on the computer screen. So what I want to do is show you a quick video of one of those experiments, just to give you a flavor of what these things look like, and that this is a real phenomenon, not just a mathematical phenomenon. And then, I'll show you this video, talk about it a little bit, and then in the next subunit I'll draw a few conclusions. Alright, so let's check out the Belousov–Zhabotinsky reaction. So there are quite a few videos of Belousov–Zhabotinsky pattern forming reactions on YouTube and elsewhere, in the ones I'd like to show you today are posted by Stephen Morris, he's a professor of geophysics at University of Toronto. And I think these videos are particularly nice and his entire YouTube channel has all sorts of interesting pattern forming systems. And we're lucky enough that we'll get to talk to him next week. So in Unit 10 I'll have some recorded conversations, interviews, with some researchers and teachers in dynamical systems, and Stephen Morris will be one of them. Alright, the Belousov–Zhabotinsky reaction. This is an example of reaction-diffusion. What you'll see is two different chemicals are poured into this Petri dish and, presumably they are liquid and poured right in and should be uniform but because of this instability where they are a little bit of an increase just at random in one of these activators, you'll see this reaction that leads to an expanding wave front. You'll see patterns appear seemingly out of nowhere. So, let's run this. There he's pouring in one liquid. There's another. It is well mixed. But patterns form spontaneously. And they grow outward. Looks a little different from the Turing patterns we saw in the program, but it's the same general phenomenon. Let's look at that once more. And I should mention that links to these videos are in the additional resources section of this unit. So liquids are poured in, mixed together, and out of nowhere, it's as if they sort of, or not quite separate out, but these reactions form these spatial structures that persist and grow in time. Alright, let me show you one more of these. So this is a similar sort of thing. Let me go back to the beginning. This one has a soundtrack, I'll mute it. Don't be alarmed if you watch it on your own and suddenly the soundtrack jumps out at you. So this is a Belousov–Zhabotinsky reaction. Same thing. The video is sped up a little bit so one can see what happens. And you'll notice that a hand will come in with a paperclip and it'll break some of the circles that are expanding outward and that has the effect of turning these circles into spirals. So let's watch that. So 8x normal speed. So there they are. They're growing outwards. And there, breaking some of those circles and you can see spirals forming in the middle, a little bit to the right. And those spirals expand and then one will end up with these interesting spiral shapes that sort of merge into each other. So I definitely recommend that you watch these videos if you want on your own. And there are lots of others on YouTube or elsewhere if you search for "Belousov– Zhabotinsky reaction" or "reaction-diffusion pattern" or "Turing pattern" there are lots of nice demonstrations of these. But the main point of this is that this isn't just a mathematical phenomenon, it's a real, physical phenomenon as well. One can get these different chemicals to interact this way. And this is believed to be, not this exact equation, but this general phenomena may be behind some biological development, how structures form out of initially homogeneous tissues or some sort of substrate. So, again, dynamical systems, now we're looking at spatial dynamical systems, so a different mathematical entity but again, simple, deterministic, local dynamical systems can produce a certain type of, it can produce chaotic behavior, it can produce a certain form of the butterfly effect if one ran this experiment again exactly where these spirals would be would vary from run to run. But also, in addition to producing chaotic behavior we see patterns, structures forming out of nowhere. Nobody is designing these spirals. Nobody from above is making these spirals. They are literally from the ground up. A local rule with no global knowledge of what is going on is able to produce these large scale, and fairly intricate structures.