Computational Science – ICCS 2021 21st International Conference, Krakow, Poland, June 16–18, 2021, Proceedings, Part V

The six-volume set LNCS 12742, 12743, 12744, 12745, 12746, and 12747 constitutes the proceedings of the 21st International Conference on Computational Science, ICCS 2021, held in Krakow, Poland, in June 2021.* The total of 260 full papers and 57 short papers presented in this book set were carefully...

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Bibliographic Details
Other Authors: Paszynski, Maciej (Editor), Kranzlmüller, Dieter (Editor), Krzhizhanovskaya, Valeria V. (Editor), Dongarra, Jack J. (Editor)
Format: eBook
Language:English
Published: Cham Springer International Publishing 2021, 2021
Edition:1st ed. 2021
Series:Theoretical Computer Science and General Issues
Subjects:
Online Access:
Collection: Springer eBooks 2005- - Collection details see MPG.ReNa
Table of Contents:
  • Data Assimilation using Heteroscedastic Bayesian Neural Network Ensembles for Reduced-Order Flame Models
  • A GPU algorithm for outliers detection in TESS light curves
  • Data-driven deep learning emulators for geophysical forecasting
  • NVIDIA SimNet: An AI-Accelerated Multi-Physics Simulation Framework
  • MeshFree Methods and Radial Basis Functions in Computational Sciences
  • Analysis of vortex induced vibration of a thermowell by high fidelity FSI numerical analysis based on RBF structural modes embedding
  • Automatic Optimization Method based on mesh morphing surface sculpting driven by Biological Growth Method: an application to the Coiled Spring section shape
  • Multiscale Modelling and Simulation
  • Verification, Validation and Uncertainty Quantification of large-scale applications with QCG-PilotJob
  • Towards a coupled migration and weather simulation: South Sudan conflict
  • Supporting Driver Physical State Estimation by Means of Thermal Image Processing
  • Smart Events in Behavior of Non-player characters in Computer Games
  • Place Inference via Graph-based One-class Decisions on Deep Embeddings and Blur Detections
  • Football Players Movement Analysis in Panning Videos
  • Shape reconstruction from point clouds using closed form solution of a fourth-order partial differential equation
  • Data-Driven Computational Sciences
  • Addressing Missing Data in a Healthcare Dataset Using an Improved kNN Algorithm
  • Improving Wildfire Simulations by Estimation of Wildfire Wind Conditions from Fire Perimeter Measurements
  • Scalable Statistical Inference of Photometric Redshift via Data Subsampling
  • Timeseries based deep hybrid transfer learning framework: A case of electrical vehicle energy consumption
  • Hybrid machine learning for time-series energy data for enhancing energy efficiency in buildings
  • I-80 Closures: An Autonomous Machine Learning Approach
  • Energy Consumption Prediction for Multi-functional Buildings Using Convolutional Bidirectional Recurrent Neural Networks
  • Machine Learning and Data Assimilation for Dynamical Systems
  • Deep Learning for Solar Irradiance Nowcasting: A Comparison of a Recurrent Neural Network and Two Traditional Methods
  • Automatic-differentiated Physics-Informed Echo State Network (API-ESN)
  • A machine learning method for parameter estimation and sensitivity analysis
  • Auto-Encoded Reservoir Computing for Turbulence Learning
  • Low-dimensional Decompositions for Nonlinear Finite Impulse Response Modeling
  • Latent GAN: using a latent space-based GAN for rapid forecasting of CFD models
  • Data Assimilation in the Latent Space of a Convolutional Autoencoder
  • Higher-order hierarchical spectral clustering for multidimensional data
  • Towards data-driven simulation models for building energy management
  • Computer Graphics, Image Processing and Artificial Intelligence
  • Factors affecting the sense of scale in immersive, realistic Virtual Reality space
  • Capsule Network versus Convolutional Neural Network in Image Classification Comparative Analysis
  • State-of-the-art in 3D face reconstruction from a single RGB image
  • Towards understanding time varying triangle meshes
  • Semantic similarity metric learning for sketch-based 3D shape retrieval
  • ScatterPlotAnalyzer: Digitizing Images of Charts Using Tensor-based Computational Model
  • EEG-Based Emotion Recognition Using Convolutional Neural Networks
  • Improving Deep Object Detection Backbone with Feature Layers
  • Procedural Level Generation with Difficulty Level Estimation for Puzzle Games
  • ELSA: Euler-Lagrange Skeletal Animations - novel and fast motion model applicable to VR/AR devices
  • Composite generalized elliptic curve-based surface reconstruction
  • Evaluating WRF-BEP/BEM performance: on the way to analyze urban air quality at high resolution using WRF-Chem+BEP/BEM
  • Pathology dynamics in healthy-toxic protein interaction and the multiscale analysis of neurodegenerative diseases.-A Semi-implicit Backward Differentiation ADI Method for Solving Monodomain Model
  • A Deep Learning Approach for Polycrystalline Microstructure-Statistical Property Prediction
  • MsFEM upscaling for the coupled thermo-mechanical problem
  • MaMiCo: Non-Local Means Filtering with Flexible Data-Flow for Coupling MD and CFD.