Before revision:  Using well-developed and understood concepts from simplicial geometry we are able to define a distance based on the persistent homology applied to the simplicial complexes that captures the model structure .
After revision:  Using well-developed and understood concepts from simplicial algebraic topology, we are able to define a distance based on the persistent homology applied to the simplicial complexes that captures the model structure .