Gesture recognition with Brownian reservoir computing using geometrically confined skyrmion dynamics.

Physical reservoir computing leverages the dynamical properties of complex physical systems to process information efficiently, significantly reducing training efforts and energy consumption. Magnetic skyrmions, topological spin textures, are promising candidates for reservoir computing systems due to their enhanced stability, non-linear interactions and low-power manipulation. Traditional spin-based reservoir computing has been limited to quasi-static detection or real-world data must be rescaled to the intrinsic timescale of the reservoir.

Brownian reservoir computing realized using geometrically confined skyrmion dynamics.

Reservoir computing (RC) has been considered as one of the key computational principles beyond von-Neumann computing. Magnetic skyrmions, topological particle-like spin textures in magnetic films are particularly promising for implementing RC, since they respond strongly nonlinearly to external stimuli and feature inherent multiscale dynamics. However, despite several theoretical proposals that exist for skyrmion reservoir computing, experimental realizations have been elusive until now.

[Distribution of haemoglobin content in human red cells, estimated by scanning cytophotometry (author's transl)].

Haemoglobin content and surface area of human red cells were estimated using a scanning cytophotometer connected to a computer for registration and analysis of the data. The measurements were carried out on fixed, unstained peripheral blood smears at a wavelength of 414 nm. The scanning can be controlled on the screen in order to detect errors and to eliminate extinctions from other sources than the cell examined.

[Studies on the number of fat cells and connective tissue cells in white adipose tissue in chronic starvation and after refeeding. II. Investigations on obese and lean C 57 BL/6 J-mice (author's transl)].

Unlabelled: Former investigations (Rakow et al., 1970, 1971a, b 1974) have demonstrated a constancy of the adipocyte number in white adipose tissue (parepididymal fat pads) of lean NMRI-albino-mice and aurothioglucose-obese NMRI-albino-mice during starvation and subsequent refeeding. In contrast the number of cells of connective tissue showed great variations under the experimental conditions mentioned above.

Proliferation of synovial lining cells and fibroblasts.

After in vitro incubation with 3H-thymidine, the proliferation of synovial lining cells and fibroblasts was investigated in surgically-removed articular tissue. Under normal conditions, in nonrheumatoid arthritis and in osteoarthrosis, low proliferation rates for both cell types were observed. In rheumatoid arthritis, the rate of proliferation of both cell types was usually increased.

[Studies on the number of fat cells and connective tissue cells in white adipose tissue in chronic starvation and after refeeding. I. Investigations on aurothioglucose-obese NMRI-albino-mice(author's transl)].

Unlabelled: Former investigations (Rakow et al., 1970, 1971 b) on epididymal fat pads of lean NMRI-Albino-mice during starvation and refeeding have shown that the number of fat cells (adipocytes) remained unchanged while the number of cells o connective tissue decreased during starvation and increased during the refeeding period. In the present paper the problem has been investigated whether these variations could be demonstrated also in NMRI-albino-mice obesified by administration of aurothioglucose.

The relationship between the latent period and animal age in the development of foreign body sarcomas.

Either porous polyester-polyurethane cylindrical sponges with a diameter of 12 mm (thickness 6 mm) or rectangular sponges (dimensions 120 times 20 times 5 mm) were implanted paravertebrally in the subcutis of a total of 118 rats of different ages (1-15 1/2 months). It was established that the rate of tumor formation increased with the size of the implant from 12.1% (cylindrical sponges) to 26.