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Field
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of the training data. Hardware vendors have begun to design specialised hardware accelerators that can perform very efficiently a limited range of operations using low-precision formats such as FP8, binary16
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of laboratories for synthesis, electrochemistry and battery scale-up, which boast cutting-edge facilities for accelerating material developments at laboratory scale into pilot line validation. School
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from both natural and anthropogenic sources. Given methane’s role as a potent greenhouse gas, and its recent acceleration in concentration, improving constraints on its chemical removal through oxidation
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. Increased additions of impurities like iron or deliberate additions like copper and nickel can be detrimental to corrosion resistance particularly in the accelerated tests used for qualification with
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-mechanical phase-field model incorporating hydrogen diffusion, mechanical degradation, and fracture evolution. - Employ physics-informed neural networks (PINNs) to infer hidden fields and accelerate
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research will contribute to the accelerated discovery and optimisation of next-generation materials, with the flexibility to focus on applications such as advanced battery cathodes, nuclear waste
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formulation. These models will enable rapid scenario testing, predictive analysis, and early decision-making, thereby reducing experimental workload and accelerating development timelines. Life cycle assessment
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; EPSRC Centre for Doctoral Training in Green Industrial Futures | Edinburgh, Scotland | United Kingdom | 3 months ago
, conducted in collaboration with BASF and Heriot-Watt University. The initial study utilised advanced flow chemistry techniques to accelerate the biodegradation of BASF-supplied polymers, employing size
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deep generative models, e.g., diffusion, energy based, normalizing flow or transformer-based models. With a focus on the particular domain of molecules. The project will contribute to accelerate the drug
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, for example, PM10 which is generally caused by acceleration and deceleration of road vehicles and is proportional to vehicle weight may increase due to the transition to electric cars, which are typically