We adapt and integrate end-to-end neural audio codecs for soundscape and infrasoundscape research, optimizing performance across diverse frequency bands through hybrid architectures. A key part of our setup includes the Geophone developed by Interharmonics Instruments (Elektroakustisches Musiklab, Wien).