“…For example, Lichtner and Kang (2007b) proposed a method to upscale reactive transport equations from lattice Boltzman simulations, while Kim et al (2011) and Nogues et al (2013) used pore network models to calculate upscaled properties. Pore-scale experiments and models have been shown to be able to provide insights into the behaviour of reactive flow in porous media (Szymczak and Ladd, 2009;Ovaysi and Piri, 2014;Pereira Nunes et al, 2016), the source of the scale dependency of mineral reaction rates (Kang et al, 2010;Molins et al, 2012), and have been used to compute upscaled properties -such as overall reaction rate -for use in larger-scale models (Porta et al, 2012;Noiriel et al, 2012;Varloteaux et al, 2013).…”