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Henrik Büsing
Challenges in simulation of geological CO_2 sequestration and supercritical geothermal reservoirs
Ph.D. thesis, RWTH Aachen University, 2021
Application Area:
Geophysics
Tools:
ADiMat, TAPENADE
Yuxuan Jing, Rami M. Younis
Cache-Aware and Roofline-Ideal Automatic Differentiation
2021
Application Area:
Reservoir Simulation
Tools:
MXCSL
Johannes Blühdorn, Nicolas R. Gauger, Matthias Kabel
AutoMat: automatic differentiation for generalized standard materials on GPUs
Article in Computational Mechanics, 2021
Application Area:
Material Science, Mechanical Engineering, Ordinary Differential Equations
Theory & Techniques:
Forward Mode, Parallelism, Performance, Reverse Mode
William S. Moses, Valentin Churavy, Ludger Paehler, Jan Hückelheim, Sri Hari Krishna Narayanan, Michel Schanen, Johannes Doerfert
Reverse-Mode Automatic Differentiation and Optimization of GPU Kernels via Enzyme
Conference proceeding, Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis, Association for Computing Machinery, 2021
Tools:
Enzyme
Theory & Techniques:
Parallelism
Jan Hückelheim, Johannes Doerfert
Spray: Sparse Reductions of Arrays in OpenMP
Conference proceeding, 2021 IEEE International Parallel and Distributed Processing Symposium (IPDPS), 2021
Theory & Techniques:
Parallelism
A. Griewank, T. Streubel, C. Tischendorf
On the abs-polynomial expansion of piecewise smooth functions
Article in Optimization Methods & Software, Taylor & Francis, 2021
Theory & Techniques:
Piecewise Linear
Saeed Azad, Michael J. Alexander-Ramos
Robust Combined Design and Control Optimization of Hybrid-Electric Vehicles Using MDSDO
Article in IEEE Transactions on Vehicular Technology, 2021
Application Area:
Electric Vehicle Powertrain
Tools:
ADiMat
Hong Zhang, Emil Constantinescu
Revolve-Based Adjoint Checkpointing for Multistage Time Integration
Conference proceeding, Computational Science -- ICCS 2021, Springer International Publishing, 2021
Theory & Techniques:
Checkpointing
Rebecca Hyen Hae Kim
Dynamic Optimization Algorithms for Baseload Power Plant Cycling under Variable Renewable Energy
Ph.D. thesis, Department of Chemical and Biomedical Engineering, West Virginia University, 2021
Application Area:
Chemistry, Dynamic Optimization
Tools:
ADiMat
N. McGreivy, S. R. Hudson, C. Zhu
Optimized finite-build stellarator coils using automatic differentiation
Article in Nuclear Fusion, IOP Publishing, 2021
Application Area:
Nuclear Fusion
Tools:
JAX
Adam S. Abbott, Boyi Z. Abbott, Justin M. Turney, Henry F. Schaefer
Arbitrary-Order Derivatives of Quantum Chemical Methods via Automatic Differentiation
Article in The Journal of Physical Chemistry Letters, American Chemical Society (ACS), 2021
Application Area:
Chemistry
Tools:
JAX
Dominik Garmatter, Andrea Maggi, Marcus Wenzel, Shaimaa Monem, Mirko Hahn, Martin Stoll, Sebastian Sager, Peter Benner, Kai Sundmacher
Power-to-Chemicals: A Superstructure Problem for Sustainable Syngas Production
Mathematical Modeling, Simulation and Optimization for Power Engineering and Management, Springer International Publishing, 2021
Application Area:
Chemistry
Tools:
ADiMat
Lu Lu, Xuhui Meng, Zhiping Mao, George Em Karniadakis
DeepXDE: A Deep Learning Library for Solving Differential Equations
Article in SIAM Review, 2021
Application Area:
Machine Learning
Tim Kaler, Tao B. Schardl, Brian Xie, Charles E. Leiserson, Jie Chen, Aldo Pareja, Georgios Kollias
PARAD: A Work-Efficient Parallel Algorithm for Reverse-Mode Automatic Differentiation
Conference proceeding, Proceedings of the Symposium on Algorithmic Principles of Computer Systems (APOCS), Society for Industrial and Applied Mathematics, 2021
Theory & Techniques:
Parallelism, Reverse Mode
Belmiro P. M. Duarte, Anthony C. Atkinson, José F. O. Granjo, Nuno M. C. Oliveira
A model-based framework assisting the design of vapor-liquid equilibrium experimental plans
Article in Computers & Chemical Engineering, 2021
Application Area:
Chemistry
Tools:
ADiMat
Jorge López, Cosmin Anitescu, Timon Rabczuk
Isogeometric structural shape optimization using automatic sensitivity analysis
Article in Applied Mathematical Modelling, 2021
Application Area:
Shape optimization
Tools:
ADiMat
Henrik Büsing
Efficient solution techniques for two-phase flow in heterogeneous porous media using exact Jacobians
Article in Computational Geosciences, Springer Science and Business Media LLC, 2020
Application Area:
Geophysics
Tools:
TAPENADE
Samuel Schoenholz, Ekin Dogus Cubuk
JAX MD: A Framework for Differentiable Physics
Conference proceeding, Advances in Neural Information Processing Systems, Curran Associates, Inc., 2020
Application Area:
Molecular Dynamics
Tools:
JAX
Sören Laue, Matthias Mitterreiter, Joachim Giesen
A Simple and Efficient Tensor Calculus
Conference proceeding, The Thirty-Fourth AAAI Conference on Artificial Intelligence, AAAI 2020, New York, NY, USA, February 7--12, 2020, AAAI Press, 2020
Theory & Techniques:
Hierarchical Approach
Jeremy Watt, Reza Borhani, Aggelos K. Katsaggelos
Derivatives and Automatic Differentiation
Machine Learning Refined: Foundations, Algorithms, and Applications, Cambridge University Press, 2020
Theory & Techniques:
Introduction

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