BF-design-with-DL This is the simulation code for the paper "Beamforming Design for Large-Scale Antenna Arrays Using Deep Learning". This paper is published on IEEE Wireless Communication Letters. IEEE link:https://ieeexplore.ieee.org/document/8847377/ ...
Sub-pixel inaccuracies may cause blurring of the network output, for example. Finally, with fewer than 50 synchrotron facilities worldwide, beamtime is a scarce resource16, and acquiring additional measurements may simply be too expensive. To sidestep the issue of obtaining training data, CNN-...
Emission along the beam path was collected and recorded as a single pixel in the projection image (Supplementary Fig. S3). In this study, the combined power of multiple laser lines was typically between 0.1 to 0.5 mW. Because of the loose focus of the beam, the excitation intensity was...
This similarity term was needed to prevent the optimiser from finding non-feasible engineering solutions, and ensure the optimum design was as close as possible to an initial design. For example, if a Battery Box geometry with tight corners is required in practice, the optimiser may otherwise ...
The system has been trained using a sequence-to-sequence Recurrent Neural Network and used a simple beam search and some heuristics to improve a more detailed description. The proposed approach has basic differences and novelties from the analysed ones. Our storytelling process dynamically generates ...
Beam, PhD; Isaac S. Kohane, MD, PhD JAMA Editorial Artificial Intelligence Looks Into Diabetic Retinopathy Screening Tien Yin Wong, MD, PhD; Neil M. Bressler, MD JAMA Key Points Question How does the performance of an automated deep learning algorithm compare with manual grading by ...
[32,94]. The design of the attention mechanism comes from domain knowledge and is most suited for capturing the dynamic relationship of the processes. For example, in the sequential printing process of additive manufacturing (AM), the layer-wise influence on the final part property induced by ...
The SVR-AVOA can be used as a soft computing technique to estimate the shear strength of the RC deep beam with a maximum error of ±3.39%. Furthermore, the sensitivity analysis shows that the deep beam’s key parameters (shear span to depth ratio, web reinforcement’s yield strength, ...
SEM uses a focused electron beam to scan the material and generate an image of the grains. The interaction of the electrons with atoms on the grain surface provides additional information captured by the various sensors (e.g., X-ray fluorescence) to determine the chemical composition of the ...
Reward: The reward (R) is the feedback that the agent receives for taking a specific action in a specific state. These rewards are a way of evaluating the action taken by the agent in the given state. A good example of a reward would be the optical properties of the specific design, ...