In this work, we define an orthogonal graph on the set of equivalence classes of $(2ν+ δ)-$tuples over $\mathbb{Z}_{2^n}$ where $n$ and $ν$ are positive integers and $δ= 0, 1$ or $2$. We classify our graph if it is strongly regular or quasi-strongly regular and compute all parameters precisely. We show that our graph is arc transitive. The automorphisms group is given and the chromatic number of the graph except when $δ= 0$ and $ν$ is odd is determined. Moreover, we work on subconstituents of this orthogonal graph.