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A Lightweight Transformer Model for Defect Detection in Electroluminescence Images of Photovoltaic Cells
Published 2024-01-01“…To improve the real-time performance of the DEtection TRansformer (DETR) model on these edge devices, a novel Lightweight Decoder-only DETR (LD-DETR) is proposed for defect detection of PV modules, which achieves high performance and low computational cost with an easy architecture. We remove the resource-intensive Transformer Encoder structure from the DETR baseline so that the Decoder can directly utilize the finely fused features produced by a specialized lightweight convolution module that includes an upsample operation to preprocess the features. …”
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1722
Application of 5G + edge computing technology in intelligent monitoring construction of electricity business office
Published 2025-05-01“…This paper proposes a heterogeneous node deployment algorithm based on regional density, which divides the network regionally by raster and heterogeneous node communication range, and determines the optimal location of heterogeneous nodes by regional density, realizing the reasonable allocation and utilization of network resources. This paper also proposes an edge scheduling algorithm based on game theory, which enables each edge device to choose the optimal data processing task according to its own utility function through a non-cooperative game model, realizing the optimization of the efficacy and accuracy of data processing. …”
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1723
Genetic Differentiation for Gene Diversity among Pearl Millet (Pennisetum glaucum (L.) R. Br.) Landraces As Revealed by SSR Markers
Published 2021-01-01“…Our study will provide a scientific basis for the effective management and utilization of germplasm resources of pearl millet populations.…”
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Evaluation of China's maritime power construction index and policy textual analysis
Published 2023-11-01“…This research dynamically quantifies the trajectory of China's maritime power construction, synthetic reflecting the country's macroeconomic policy guiding function. Guiding the transformation of the marine resources utilization, marine economy development, marine scientific research and marine rights and interests maintenance and effectively serving the decision-making needs of the government.…”
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The heat shock transcription factors regulate response mechanisms to abiotic stresses in plants
Published 2025-08-01Get full text
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1730
Utilisation of mucin glycans by the human gut symbiont Ruminococcus gnavus is strain-dependent.
Published 2013-01-01“…Commensal bacteria often have an especially rich source of glycan-degrading enzymes which allow them to utilize undigested carbohydrates from the food or the host. …”
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Urging bioactive peptide exploration in African fermented legumes: insights from microbial proteolysis to gastrointestinal stability
Published 2024-12-01“…African fermented legume products could be utilized in various food systems such as condiments, meat binders and components of high-protein snacks, as sources of bioactive compounds in the production of functional foods and nutraceuticals. …”
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Radial growth and climate responses of healthy versus decayed subalpine conifer trees in the southeastern Qinghai-Tibetan Plateau
Published 2024-12-01“…The forest loss and degradation caused by tree heart rot presents an increasingly challenging issue for the protection and utilization of forest resources. Yet, it is questionable whether heartwood-decayed trees can still function on par with healthy trees. …”
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1735
Taurine Attenuates Disuse Muscle Atrophy Through Modulation of the xCT-GSH-GPX4 and AMPK-ACC-ACSL4 Pathways
Published 2025-07-01Get full text
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1736
IndoHerb: Indonesia medicinal plants recognition using transfer learning and deep learning
Published 2024-12-01“…This study's outcomes offer valuable insights and practical implications for the automated identification of Indonesian medicinal plants, contributing not only to the preservation of ethnobotanical knowledge but also to the enhancement of agricultural practices through the cultivation of these valuable resources. The Indonesia Medicinal Plant Dataset utilized in this research is openly accessible at the following link: https://github.com/Salmanim20/indomedicinalplant.…”
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Research on SDN based tactical communication network architecture
Published 2022-10-01“…Tactical communication networks has high dynamic, weak connection, low bandwidth, multi-link backup, SDN (software defined network) technology decouples from hardware and software through traditional network control devices, software the core control functions, get a global view through centralized control policies, so as to realize the flexible scheduling of resources and the efficient utilization of channel resources, promote the development of tactical communication networks more intelligent and flexible adaptive.The development status and advantages of software defined network were firstly introduced, the problems of traditional architecture of tactical communication networks were analyzed, including the application of SDN in the field of foreign military tactical communication.Then, the feasible idea of the application of SDN in the field of military communication was put forward, as well as the application scenarios were conceived.Finally, the feasibility of the application of SDN in military communication was summarized.…”
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