I guess this is an old one now, dating back to 2007, but I hadn't seen it before.
I-35W Mississippi River Bridge in August 2007 (pictured right, courtesy of pmarkham), Stephen Wolfram published a blog post titled "The space of all possible bridge shapes", wondering whether new developments in science could have anything to offer to bridge designers and hence help prevent future disasters. In order to come up with designs which maximise robustness while minimising economy, Wolfram speculates that designers will need to find entirely new structural forms, which may look nothing like those that have emerged from engineering history.
cellular automata. The best known of such systems is perhaps John Conway's Game of Life (pictured left, courtesy of kieff at Wikipedia), which demonstrates in a very graphic way how a wide spectrum of behaviour both random and structured can emerge from applying simple rules to the on/off state of image pixels. Genetic algorithms can be used to mutate the results, compare them against various tests, and "evolve" the system over many generations in search of some desired optimum. I have seen some experimental use of genetic algorithm techniques by architects in building design, but in structural engineering it seems to be largely confined to the academics (one of many examples here).
Wolfram's main interest is in the ability of very simple systems to be processed and combined by simple rules to create highly complex outcomes. The range of possible outcomes forms a kind of computational landscape, which can be investigated to determine whether there are useful results other than those that might have initially been predicted. Some of this is explored in Wolfram's book, A New Kind of Science.
Wolfram notes that before the 19th century, there were only a limited number of bridge forms in use (the beam, the arch etc), but with the advent of the railway age, a Cambrian explosion in bridge shapes occurred, all variations on the metal truss. As in the evolution of organisms, a certain feature had to arise before a wide array of new forms could build upon the opportunities it presented (the evolution of evolvability). This image of truss variations is taken from Wolfram's blog post:
Most of the famous truss types (Warren, Pratt, Howe, Fink etc) arose through a process not dissimilar to natural selection: inventors of truss forms were competing in terms of strength, ease of construction, and economy, and simple economics meant that only the fittest survived. It would be interesting to trace the history of the metal truss bridge through some kind of developmental tree, complete with extinctions, hybridisation etc.
As an aside, the generation of truss forms using simple rules was the subject of an interesting paper by Yoshiaki Kubota at IABSE's Venice symposium, which I discussed here before. It forms a subset of the wider systematisation of bridge types, as illustrated in one of Kubota's diagrams below:
This post is getting quite long, so I'll continue this tomorrow.