Keywords: Diffusion Modeling, Microstructure, relaxometry; multi-dimensional; stroke; ischaemia; pre-clinical
Motivation: The applicability of NODDI and its spinoffs, e.g. multi-echo (MTE) NODDI, is limited to those tissue conditions where the intrinsic diffusivity is known a priori.
Goal(s): We propose an estimation approach for MTE-NODDI parameters in which the intrinsic diffusivity is released whilst ensuring fitting stability by adding an l2-norm regularisation term to the cost function.
Approach: The regularisation parameter was optimised via the generalised cross-validation approach. The MTE-NODDI with released intrinsic diffusivity was tested in a healthy rat at 3 T.
Results: The estimation of MTE-NODDI with released intrinsic diffusivity is well-conditioned if an l2-norm regularisation term is used.
Impact: The proposed estimation approach for MTE-NODDI parameters with released intrinsic diffusivity was shown to be stable. Thus, a new range of tissue conditions in which the intrinsic diffusivity is known to be affected, e.g. stroke, can be accurately characterised.
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