Tag: Differentiable Physics
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Efficient and differentiable population balance modelling with JAX
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Overview Population balance equations (PBEs) are used to model the evolution of populations of particles over time, such as in crystallisation processes, chemical reactors, and biological cell growth. Solving these equations are crucial in sectors like pharmaceuticals, where they allow us to optimise manufacturing processes involving crystallisation and shorten drug development timelines. However, traditional PBE…
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Extending quantum theories with AI
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Overview Quantum theory is incredibly powerful for predicting the probabilities of what we’ll see in experiments, but it cannot tell us the certain outcome of a single experiment. That is to say, current quantum theory states that the universe is inherently random. Whether or not this is the case, and whether it is possible for…