Sensor Response-Time Reduction using Long-Short Term Memory Network Forecasting

arXiv:2404.17144v1 Announce Type: new
Abstract: The response time of a biosensor is a crucial metric in safety-critical applications such as medical diagnostics where an earlier diagnosis can markedly improve patient outcomes. However, the speed at which a biosensor reaches a final equilibrium state can be limited by poor mass transport and long molecular diffusion times that increase the time it takes target molecules to reach the active sensing region of a biosensor. While optimization of system and sensor design can …

abstract applications arxiv cs.lg diagnosis diagnostics eess.sp equilibrium forecasting however medical memory network patient safety safety-critical sensor speed state transport type