We develop a finite-element computational framework for modeling fractional quantum transport in semiconductor nanostructures using the fractional effective mass Schrödinger equation. The method is applied to a singly ionized double donor ( \(\textrm{D}_2^+\) ) confined in a GaAs/AlGaAs coupled quantum dot–ring structure under Aharonov–Bohm flux, Rashba spin–orbit coupling, hydrostatic pressure, and external electric fields. The fractional kinetic operator ( \(0 < \alpha \le 2\) ) is implemented via its Dirichlet integral representation within an adaptive finite-element scheme combined with shift-invert Lanczos eigensolvers. Numerical convergence is verified through mesh refinement and recovery of the classical limit as \(\alpha \rightarrow 2\) . Simulations show that decreasing \(\alpha \) enhances donor binding, increases bonding–antibonding splitting, strengthens localization, and suppresses ring-mediated tunneling. Fractional dispersion attenuates Aharonov–Bohm oscillations and modifies Rashba-induced spin splitting. Optical absorption calculated from the computed eigenstates exhibits redshifts and enhanced nonlinear response for reduced \(\alpha \) . These results demonstrate the stable integration of nonlocal fractional operators in realistic nanoelectronic geometries and provide a computational tool for analyzing generalized quantum transport in confined semiconductor systems.