Dyson (United Kingdom)

Machine Intelligence on the Edge: Interpretable Cardiac Pattern Localization Using Reinforcement Learning

Abstract Matched filters are widely used to localize signal patterns due to their high efficiency and interpretability. However, their effectiveness deteriorates for low signal-to-noise ratio (SNR) signals, such as those recorded on edge devices, where prominent noise patterns ca...

Direct air capture portfolio analysis: technology allocation and modular deployment strategies under demand and cost uncertainty

Meeting national or corporate net zero targets requires addressing residual emissions that persist after wide-scale electrification, efficiency increases and point-source carbon capture. Direct air capture (DAC) has emerged as a leading option, offering permanent, verifiable remo...