Deep learning articles
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Using deep learning to image the Earth's planetary boundary layer
Although the troposphere is often thought of as the closest layer of the atmosphere to the Earth's surface, the planetary boundary layer (PBL)—the lowest layer of the troposphere—is actually the part that most significantly influences weather near the surface. In the 2018 planetary science decadal survey, the PBL was raised as an important scientific issue that has the potential to enhance storm forecasting and improve climate projections.
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Europe taps deep learning to make industrial robots safer colleagues
Demand for industrial robots is rising in Europe, especially driven by the benefits of automation. However, there are ongoing challenges in ensuring seamless collaboration with humans while maintaining safety. To address this issue, a consortium of European universities, technology accelerators, and private research labs is launching the RoboSAPIENs project. The aim is to build the necessary safety mechanisms with a particular focus on adaptive industrial robots — a category of autonomous...
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New multi-task deep learning framework integrates large-scale single-cell proteomics and transcriptomics data
The exponential progress in single-cell multi-omics technologies has led to the accumulation of large and diverse multi-omics datasets. However, the integration of single-cell proteomics and transcriptomics (or epigenomics) data poses a significant challenge to existing methods. Several transformer-based models, such as Geneformer, have significantly changed the paradigm of single-cell transcriptome analysis. However, these methods place significant demands on computational resources.