Derek Jones is a physicist at Cardiff University whose research develops quantitative magnetic resonance imaging, especially diffusion tensor imaging. He trained in physics at Nottingham, medical physics at Leeds and completed a Leicester doctorate on diffusion tensor imaging. His work asks how acquisition design changes what can be inferred from a measured signal.[ref]
Figure 1.
Derek Jones, from his labeled Cardiff University staff-profile portrait
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Jones investigated how diffusion MRI gradient sampling affects the measurement uncertainty of inferred diffusion tensors. In 2004, Jones used Monte Carlo simulations to compare sampling schemes at a diffusion weighting b-value of , tracking tensor orientation, trace and fractional anisotropy. It showed why a minimal set of directions need not give robust estimates; its numerical findings belong to the tested models and noise conditions.[ref]
An earlier conference report made the comparison with a fixed observation budget: one baseline and 60 diffusion-weighted observations. Six unique orientations repeated 10 times and 30 orientations repeated twice therefore used the same number of diffusion-weighted observations. Varying angular coverage while controlling that budget separates a direction-design question from simply acquiring more data.[ref]
A noise-free calculation illustrates diffusion tensor identifiability. With separately known baseline , fixed and a unit direction , the Gaussian diffusion tensor model gives
The symmetric matrix has six independent coefficients. Its quadratic form produces a row in a linear least squares design. Directions give six observations but only matrix rank three: opposite directions repeat a row and the off-diagonal coefficients remain undetermined.
Adding the normalized mixed directions , and to the three positive coordinate axes instead gives matrix rank six. For example,
This establishes uniqueness in the stated noise-free model. It does not establish small measurement uncertainty or an optimal experimental design.
Figure 2.
Original noise-free diffusion-tensor design matrices: six antipodal directions give rank three, while axes plus three mixed directions give rank six
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Jones also interviewed John E. Tanner about the physical origins of pulsed field gradient NMR. The interview preserved concrete details of the apparatus, including Tanner's carefully spaced mica stack and the practical difficulties of rapidly switching magnetic field gradients.[ref]