Does anybody know how people come up with the metamaterial designs? Do they just try lots of aesthetically pleasing symmetries out until they find one that works?

Or do they have some forward model to predict the outcome before they build it, but given the often inexplicable results that doesn't seem possible.

Where do the ideas come from?