Using context to adapt to sensor drift

arXiv:2003.07292v3 Announce Type: replace-cross
Abstract: Lifelong development allows animals and machines to adapt to changes in the environment as well as in their own systems, such as wear and tear in sensors and actuators. An important use case of such adaptation is industrial odor-sensing. Metal-oxide-based sensors can be used to detect gaseous compounds in the air; however, the gases interact with the sensors, causing their responses to change over time in a process called sensor drift. Sensor drift is irreversible …

abstract adapt animals arxiv case context cs.lg cs.ne development drift environment industrial machines metal physics.ins-det sensing sensor sensors systems the environment type