TY - JOUR A1 - Silbernagl, Dorothee A1 - Kömmling, Anja A1 - Zaghdoudi, Maha A1 - Ghasem Zadeh Khorasani, Media A1 - Jaunich, Matthias T1 - Data-driven nanomechanical study of filled fluoroelastomer aged in air and hydrogen atmosphere N2 - Fluoroelastomer (FKM) composites are typically used as sealing materials in challenging non-ambient environments. Depending on the environment, two main aging mechanisms, chemical aging, and physical aging, can be identified. Chemical aging, the degradation of the elastomer, is present for example in thermal-oxidative conditions and can be directly observed as it affects the bulk. Physical aging, relaxation and rearrangement of the elastomers segmental conformation is commonly observed at elevated temperatures and effects predominantly the elastomer interphase. As a highly localized nanoscopic effect it is usually observed indirectly by phenomological approaches and not systematically understood. In this study, as a typical example for chemical aging, filled FKM was aged in air (150°C, 100 days). Physical aging of FKM was realized by exposure to chemically inert H2 (150°C, 50 bar, 100 days), since temperature and gas-induced swelling is known to promote physical aging. The effects of both conditions are directly compared with the initial unaged material. We use atomic force microscopy (AFM) force spectroscopy as a method to resolve nanoscopic heterogeneous FKM. With this method the effect of aging on the spatially distinguishable material phases was directly observed. In thermal oxidative aged FKM the matrix shows a decrease in van der Waals interactions and stiffness, indicating dehydrofluorination and chain scission. In H2 aged FKM, the development of an immobilized amorphous interphase (IAP) was observed, indicating physical aging. By additionally evaluating a larger data set with supervised machine learning, these observations were validated for a larger, statistically representative sample area, allowing conclusions to be drawn about the macroscopic behaviour of the material. KW - Fluoroelastomer KW - Atomic force microscopy KW - Data-driven KW - Hydrogen KW - Ageing mechanism KW - Physical aging KW - Polymer interphase PY - 2025 UR - https://nbn-resolving.org/urn:nbn:de:kobv:b43-648154 DO - https://doi.org/10.1016/j.polymdegradstab.2025.111715 SN - 0141-3910 VL - 242 SP - 1 EP - 10 PB - Elsevier Ltd. CY - Amsterdam AN - OPUS4-64815 LA - eng AD - Bundesanstalt fuer Materialforschung und -pruefung (BAM), Berlin, Germany ER -