“…This fundamental approach, while vital, has not fully addressed the challenge of accurately predicting hydrogen concentrations across a broad range, a task complicated by the PHSs’ nonlinear response and hysteresis effects. ,, Recognizing these complexities, it is acknowledged that while standard calibration curves provide a basis for prediction, their accuracy can be limited by these sensor characteristics. Efforts aimed at mitigating these effects are mainly focusing on optimizing material and structural designs, such as the use of palladium-based alloys, increase of surface-to-volume ratio through special nanostructures, and application of polymer coatings. − These strategies have brought notable improvements in sensitivity, response time, hysteresis, and selectivity. Despite intensive efforts invested in optimizing the materials and structures, the returns in performance enhancements are often incremental and it could be envisioned that unless there will be a major breakthrough, additional alterations to material and structure designs might offer minimal to no further improvements in the sensor’s performance.…”