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Composing Modeling and Simulation with Machine Learning in Julia
In this paper we introduce JuliaSim, a high-performance programming environment designed to blend traditional modeling and simulation …
Chris Rackauckas
,
Elliot Saba
,
Utkarsh Rajput
,
Avik Pal
,
Francesco Martinuzzi
,
Yingbo Ma
,
Chris Laughman
,
Anand Jain
,
Maja Gwozdz
,
Shashi Gowda
,
Alan Edelman
,
Ranjan Anantharaman
,
Viral Shah
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DOI
Composable and Reusable Neural Surrogates to Predict System Response of Causal Model Components
Surrogate models, or machine learning based emulators of simulators, have been shown to be a powerful tool for accelerating …
Ranjan Anantharaman
,
Anas Abdel Rehim
,
Francesco Martinuzzi
,
Sharan Yalburgi
,
Keno Fischer
,
Glen Hertz
,
Pepijn De Vos
,
Chris Laughman
,
Yingbo Ma
,
Viral Shah
,
Others
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Estimating Long-Term Spatio-Temporal Variations of Urban Vegetation Using Landsat Time Series: A Case Study of Kyiv City, Ukraine
Vegetation contributes significantly to the sustainability of urban environment and the well-being of city dwellers. For this reason, …
Daria Svidzinska
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DOI
Revisiting Recommended BGP Route Flap Damping Configurations
BGP Route Flap Damping (RFD) is recommended to suppress BGP churn. Current configuration recommendations for RFD, however, are based on …
Clemens Mosig
,
Randy Bush
,
Cristel Pelsser
,
Thomas C. Schmidt
,
Matthias Wählisch
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The Analysis of the Long-Term Changes of the Growing Seasons in Kyiv, Ukraine Using Global Historical Climatology Network-Daily Database
The objective of this study was to evaluate the long-term changes in the timing of the growing season (GS) parameters for the city of …
Daria Svidzinska
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DOI
BGP Beacons, Network Tomography, and Bayesian Computation to Locate Route Flap Damping
Pinpointing autonomous systems which deploy specific inter-domain techniques such as Route Flap Damping (RFD) or Route Origin …
Caitlin Gray
,
Clemens Mosig
,
Randy Bush
,
Cristel Pelsser
,
Matthew Roughan
,
Thomas C. Schmidt
,
Matthias Wahlisch
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DOI
Discovering Differential Equations from Earth Observation Data
Modeling and understanding the Earth system is a constant and challenging scientific endeavour. When a clear mechanistic model is …
Jose E. Adsuara
,
Adrian Perez-Suay
,
Alvaro Moreno-Martinez
,
Gustau Camps-Valls
,
Guido Kraemer
,
Markus Reichstein
,
Miguel Mahecha
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DOI
Study of Spatiotemporal Variations of Summer Land Surface Temperature in Kyiv, Ukraine Using Landsat Time Series
The aim of this study was to investigate long-term changes in the summer thermal regime of surface for the city of Kyiv (Ukraine) using …
Daria Svidzinska
,
N. Korohoda
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DOI
An Adaptable Approach for Pixel-Based Compositing and Crop Type/Tree Species Mapping
We present a novel approach for detailed crop type and tree species classification exploiting high spatio-temporal resolution …
Maximilian Lange
,
Daniel Doktor
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DOI
Facade Segmentation from Oblique UAV Imagery
Building semantic segmentation is a crucial task for building information modeling (BIM). Current research generally exploits …
Xiangyu Zhuo
,
Milena Mönks
,
Thomas Esch
,
Peter Reinartz
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DOI
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