Data-driven automated control algorithm for floating-zone crystal growth derived by reinforcement learning.

The complete automation of materials manufacturing with high productivity is a key problem in some materials processing. In floating zone (FZ) crystal growth, which is a manufacturing process for semiconductor wafers such as silicon, an operator adaptively controls the input parameters in accordance with the state of the crystal growth process. Since the operation dynamics of FZ crystal growth are complicated, automation is often difficult, and usually the process is manually controlled. Here we demonstrate automated control of FZ crystal growth by reinforcement learning using the dynamics predicted by Gaussian mixture modeling (GMM) from small numbers of trajectories. Our proposed method of constructing the control model is completely data-driven. Using an emulator program for FZ crystal growth, we show that the control model constructed by our proposed model can more accurately follow the ideal growth trajectory than demonstration trajectories created by human operation. Furthermore, we reveal that policy optimization near the demonstration trajectories realizes accurate control following the ideal trajectory.

Molecular survey of Babesia infections in cattle from different areas of Myanmar.

Cattle babesiosis is one of the most important tick-borne diseases worldwide. The present study reports a molecular survey of Babesia infections in cattle in Myanmar. Nested PCR assays based on the Babesia bigemina apical membrane antigen-1 gene (AMA-1) and B. bovis rhoptry associated protein-1 gene (RAP-1) revealed that the overall percentage of B. bigemina and B. bovis infection were 9.8% (70/713) and 17.1% (122/713), respectively. A mixed infection was detected in 4.6% (33/713) of animals. Animals <1 year (OR=13.66, CI=5.15-36.26) and 1-5 years of age (OR=3.91, CI=1.50-10.17) were identified as potential risk factors for B. bigemina infection. For B. bovis infection, age <1 year (OR=3.06, CI=1.63-5.75) and 1-5 years (OR=2.08, CI=1.21-3.57), Friesian-Zebu crossbreeds (OR=2.04, CI=1.26-3.30) and grazing (OR=1.59, CI=1.06-2.38) were identified as potential risk factors. This is the first report on a nationwide survey of bovine Babesia infections in Myanmar, providing useful information for the management and control of the disease.

Molecular prevalence and genetic diversity of bovine Theileria orientalis in Myanmar.

Theileria orientalis is a causative agent of benign theileriosis in cattle and distributed in mainly Asian countries. In the present study, we examined the prevalence of T. orientalis infection by PCR based on the major piroplasm surface protein gene (MPSP) sequences in cattle in Myanmar, followed by phylogenetic analysis of the MPSP genes. The MPSP gene was amplified in 258 of 713 (36.2%) cattle blood DNA samples collected from five cities in different geographical regions of Myanmar. Phylogenetic analysis of MPSP sequences from 54 T. orientalis-positive DNA samples revealed the presence of six allelic genotypes, including Types 1, 3, 4, 5, 7, and N-3. Types 5 and 7 were the predominant types detected. Sequences of the MPSP genes detected in Myanmar were closely related to those from Thailand, Vietnam or Mongolia. These findings suggest that movement of animals carrying T. orientalis parasites between Southeast Asian countries could be a reason for the similar genotype distribution of the parasites in Myanmar.

Isolation of antitrypanosomal compounds from Vitis repens, a medicinal plant of Myanmar.

Bioactivity-guided fractionation of an ethanolic extract of Vitis repens led to the isolation of resveratrol (1), 11-O-acetyl bergenin (2), and stigmast-4-en-3-one (3). The compounds were examined for their in vitro antitrypanosomal activities against trypomastigotes of Trypanosoma evansi. Resveratrol showed antitrypanosomal activity with an IC50 value of 0.13 microM, whereas 11-O-acetyl bergenin and stigmast-4-en-3-one exhibited IC50 values of 0.17 and 0.15 microM, respectively.

Antitrypanosomal activities of acetylated bruceines A and C; a structure-activity relationship study.

The crude extract of Brucea javanica showed strong in vitro inhibitory activity against Trypanosoma evansi. Among the isolated quassinoids, bruceines A, C, and bruceantinol were found to be the most potent compounds against T. evansi. To gain a deeper understanding of the relationship between the free hydroxyl groups and the activity, several O-acetylated derivatives of bruceines A and C were synthesized and their in vitro antitrypanosomal activities against trypomastigotes of T. evansi were examined and compared with those of the original compounds. The following structure-activity relationships were observed: (1) the free hydroxyl groups at positions C-3, C-11, and C-12 are essential for antitrypanosomal activity; (2) the C-11 and C-12 hydroxyl groups are more important for the activity than the enolic hydroxyl group at C-3, and; (3) the free hydroxyl group at C-4' of bruceine C does not have any significant effect on the activity.