A neural network-based shape prediction model for membrane mirrors in space telescopes

Physics & Astronomy

• telescopes 53%
• membranes 51%
• mirrors 50%
• predictions 37%
• membrane structures 21%
• photogrammetry 11%
• boundary conditions 11%
• wrinkling 10%
• structural design 10%
• optimization 10%
• radiation pressure 9%
• solar radiation 8%
• vibration mode 7%
• spatial resolution 6%
• plastics 6%
• apertures 6%
• simulation 5%
• gradients 5%
• physics 4%
• high resolution 4%
• output 4%
• geometry 4%
• curves 4%
• configurations 4%

Engineering & Materials Science

• Space telescopes 100%
• Membranes 59%
• Neural networks 42%
• Membrane structures 21%
• Deep neural networks 15%
• Boundary conditions 11%
• Photogrammetry 9%
• Computer simulation 8%
• Solar radiation 8%
• Thermal gradients 7%
• Structural design 7%
• Physics 6%
• Imaging techniques 5%
• Plastics 5%
• Geometry 4%

Earth & Environmental Sciences

• membrane 47%
• prediction 35%
• train 18%
• boundary condition 10%
• experimental apparatus 8%
• photogrammetry 6%
• vibration 6%
• solar radiation 5%
• simulation 5%
• physics 5%
• spatial resolution 4%
• plastic 4%
• geometry 4%
• effect 1%
• method 1%