Scalable adaptive batch sampling in simulation-based design with heteroscedastic noise

INIS

• sampling 100%
• simulation 54%
• design 27%
• optimization 27%
• noise 27%
• cost 18%
• performance 18%
• allocations 18%
• approximations 18%
• processing 9%
• resources 9%
• space 9%
• engineering 9%
• comparative evaluations 9%
• prediction 9%
• molecular dynamics method 9%
• exploration 9%
• stochastic processes 9%
• randomness 9%
• minimization 9%
• interpolation 9%
• photovoltaic cells 9%

Mathematics

• Sampling Scheme 54%
• Optimization 18%
• test function φ 18%
• Adaptive Sampling 18%
• Functions 18%
• Samples 18%
• Forecasting 9%
• Computational Cost 9%
• Engineering Problem 9%
• Random Process 9%
• Global Optimum 9%
• Optimal Design 9%
• Approximation Order 9%
• Simulation Model 9%
• Minimizes 9%
• Approximates 9%
• Order 9%
• Number 9%
• Variance 9%
• Interpolation 9%

Computer Science

• Sampling Scheme 54%
• Simulation 27%
• Scalability 18%
• Optimization 18%
• Design 18%
• Functions 18%
• Superior Performance 9%
• Interpolation 9%
• Computational Cost 9%
• Engineering Problem 9%
• Computational Resource 9%
• Simulation Mode 9%
• Molecular Dynamics Simulation 9%
• Spatial Location 9%
• Relationships 9%