Heat transfer in multiscale materials is ubiquitous in natural and engineered systems. These materials
are often modeled at a macroscopic scale, where microscopic details are filtered out to reduce numerical and
physical complexity. Here, we use the method of volume averaging to upscale heat transfer equations for a
saturated porous medium with non-linear bulk and surface sources. This approach leads to the development of a
variety of macroscopic models, including a two-temperature model with a second order closure that extends
previous results from Quintard and Whitaker [2000]. Effective properties are calculated for model unit-cells (1D,
2D and 3D) and also for a realistic pore-scale geometry obtained using X-ray tomography. The model further
features a distribution coefficient that indicates the distribution of the surface heat between the two phases at the
macroscale. By comparing computational results for the two-temperature model against direct numerical
simulations, we show that this effective distribution coefficient captures well the partitioning of heat, even in the
transient regime