Integrated Sensor-Optics Communication System Using Bidirectional Fiber and FSO Channels and Hybrid Deep Learning Techniques.

This paper introduces a new bidirectional integration approach that combines fiber sensor/free space optics (FSO) communication using an intensity and wavelength division multiplexer (IWDM) techniques-based long-distance fiber Bragg grating (FBG) sensor strain-sensing system. By implementing coarse wavelength division multiplexing (CWDM), the system achieves the simultaneous transmission of optical communication and fiber optical sensor (FOS) sensing signals, resulting in a highly capable, flexible, and cost-effective solution. The proposed FSO transmission technique addresses complex fiber cable installation concerns with topographical limitations. This bidirectional structure ensures the reliability and stability of the long-distance FBG sensor system, supported by extensive research and experimentation. A hybrid stacked gated recurrent units and long short-term memory (SGRU-LSTM) model is proposed to enhance strain measurement accuracy by predicting and measuring the central wavelength of overlapped strain-sensing FBG sensor signals. The results demonstrate the superiority of the proposed model in peak wavelength detection accuracy. The primary benefit of integrating communication and sensing is the significant reduction in construction costs by eliminating the requirement for two individual fiber optic systems, as the integration allows for a single system to fulfill both functions, resulting in more efficient and cost-effective implementation. Overall, this paper contributes to advancing long-distance FBG sensor systems by integrating fiber sensor/FSO communication and deep learning techniques, improving transmission distance, multiplexing capacity, measurement accuracy, system survivability, and cost-effectiveness.

[Genetic Polymorphism of HPA 1-17 Alloantigen System in Heilongjiang Menggu Population].

OBJECTIVE: To explore the polymorphisms of the human platelet antigen (HPA) gene of Han and Menggu population of Heilongjiang province in China, to determine platelet antigen system with clinical significance by judging the rate of incompatibility of HPA, as well as to establish a database of donors HPA including the Han nationality and the minority nationality. METHODS: The samples of unrelated healthy Menggu population (100 cases) people were selected from Heilongjiang province in China, and 123 cases in healthy Han population in Heilongjiang as control were collected. The technique of PCR-sequence specific primers (PCR-SSP) was used for genotyping of 34 alleles in HPA1-17 gene. The gene frequency and genotype frequency were separately calculated, and the allele frequency distribution in Menggu population was compared with the results from Han population. RESULTS: In the Han population, monomorphic HPA-4,HPA-7-14,HPA-16, 17 were found in the samples, none of HPA-b was found in these samples. For HPA-1, 2, 4, 5 and 6, aa homozygosity was predominant. In the Menggu population, monomorphic HPA 1, HPA 5, 6, HPA 7-14, HPA 16,17 were found in the samples, none of HPA-b was found in these samples. For HPA 2, 4 aa homozygosity was predominant. HPA-3, 15 had the greatest heterozygosity in 2 population. HPA-1a and HPA-3a frequency of Menggu population were significantly different from that of Han population in Heilongjiang. CONCLUSION: Distribution of the allele polymorphism of HPA 1-17 in Heilongjiang Han population is similar to that in Menggu population, and it shows its own characteristics. When the local HPA genotyped database of platelet donors in Heilongjiang is established, the count of Menggu donor should be increased.

[Applications of platelet antigen gene typing and matching in the platelet transfusion].

The aim of this study was to establishment of known HPA genotype platelet donor data base and carry out the platelet antigen gene typing and matching in the platelet transfusion so as to prevent the production of the antibody and to avoid the platelet transfusion refractoriness. HPA of the donors and the patients were genotyped by PCR-SSP. The platelet transfusion with the same ABO type and HPA genotypes as the patient was selected and infused if the solid-phase agglutination matching was consistent. The results showed that the distribution of HPA types in Chinese Mudanjiang area had its own characteristics. HPA-15 had the greatest heterozygosity, and then HPA-3. The effective rate was 94.4% if both the HPA types and the ABO types were coincident while the effective rate was 77.8% when only ABO types were coincident. It is concluded that the distribution of HPA types in Chinese Mudanjiang area presents genetic polymorphism. The platelet transfusion with genetic typing and matching of both HPA and ABO types is an effective way to avoid production of the antibody and platelet transfusion refractoriness.

[HPA distribution characteristics of platelet donor population in Mudanjiang area of China and establishment of its database].

This study was aimed to explore the distribution characteristics of the human platelet antigen (HPA) gene of human platelet donors and its polymorphism in Mudanjiang area of Heilongjiang Province in China, to determine platelet antigen system with clinical significance by judging the rate of incompatibility of HPA, as well as to establish a database of donors' HPA. The genotyping of 154 unrelated platelet donors was performed by means of PCR-SSP. The frequencies of gene and genotype were calculated and compared with that in other areas. The results showed that the genes 1a-17a of HPA-a were all expressed in the 154 healthy and unrelated platelet donors. Only genes 1b, 2b, 3b, 5b, 6b and 15b of HPA-b were expressed while genes 4b, 7b-14b, 16b were not expressed. Among the genotypes, aa homozygosity was predominant and HPA15 had the greatest heterozygosity, while HPA3 had lower heterozygosity. There were 23 combined types of HPA, 5 of them had a rate higher than 10%, and the frequencies of the other 18 were lower than 8%. HPA genotype frequencies showed a good consistency to Hardy-Weinberg equilibrium. It is concluded that the distribution of the allele polymorphism of HPA1-HPA17 in Mudanjiang area has its own characteristics, compared with other areas and some countries, the local HPA genotype database of platelet donors is established in Mudanjiang area, which can provide the matching donors for clinical use with immunological significance.