Abstract: Highlights•Tensor-product space-time proper orthogonal decomposition based reduced-order modeling (POD-ROM).•Error controlled POD-ROM by means of adaptive basis enrichment utilizing dual-weighted residual (DWR) estimates.•Incremental on-the-fly basis generation by means of incremental POD (iPOD).