Pi. Saparin et al., QUANTIFICATION OF CANCELLOUS BONE-STRUCTURE USING SYMBOLIC DYNAMICS AND MEASURES OF COMPLEXITY, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics, 58(5), 1998, pp. 6449-6459
In this study we generalize symbolic dynamics to analyze two-dimension
al objects and utilize measures of complexity to quantify the structur
e of symbol-encoded images. This technique is applied to study quantit
atively the structure of human cancellous bone by analyzing computed t
omography images. First, the preprocessed images are transformed into
symbols, applying a mixture of static and dynamic encoding. Next, the
spatial distribution of cancellous bone is evaluated using measures of
complexity. New parameters are introduced to quantify the cancellous
bone architecture as a whole. The results exhibit that the complexity
of the structure declines more rapidly than density during the loss of
bone in osteoporosis, strongly suggesting an exponential relationship
between bone mass and architecture. It is found that normal bone has
complex ordered structure, while the structure during the initial stag
e of bone loss is characterized by lower complexity and a significantl
y higher level of disorder, which is maximal there. A strong grade of
the bone loss leads again to ordered structure, however its complexity
is minimal. In addition, this method is significantly sensitive to ch
anges in structure of natural composite materials. [S1063-651X(98)0891
1-9].