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An algorithm that recovers 3-D objects from 2-D images using neural networks is described. A method to train the network is also presented, which makes use of a novel loss function called region synthesis loss. A case study on the application of the algorithm to crack measurement using a micro-CT (µ-CT) volume shows that the network produces results with an accuracy and precision similar to those obtained using an expert in the field.
By 2028, the researchers expect that concrete pieces will be able to hold more earthquakes in the future as the building process is further streamlined. “In the future, in the US and elsewhere, there may be lots of autonomous [3D printing] machines that can fabricate concrete on the spot using a huge computer-controlled roll of the old-fashioned kind. With this development we may be able to use this type of concrete to build more quake-safe structures,” revealed Prof. Karma. “Our findings could apply to other important technological applications, such as the brittle, glassy materials that are ubiquitous in the microelectronics industry. For such materials, we expect that the insights derived from studying the scaling of brittle cracks will be particularly useful.”
Modeling conditions like the earthquake faults or the temperatures involved in the cracking of a structure may require understanding how the stress and temperature on a structure changes. Karma believes that this is a future area of research in which CRP (computational rheology and poroelasticity) could play a role.
“Understanding how the stress distribution changes due to temperature change, or change in the soil loading, is extremely important. In a recent study in which we used our computerized cracking simulation, we found that a crack propagated along an inclined plane at a different rate than on the horizontal plane. We found that in the inclined plane, the crack spread along the plane and in the direction in which the plane was tilted with respect to the horizontal plane. This would suggest that you should not use the same load with an inclined plane that you would on a horizontal plane. But this is not the case. We know that you should apply the same load in an inclined plane as you do on a horizontal plane,” revealed Prof. Karma.
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