Concepedia

Circumventing the solution of inverse problems in mechanics through deep learning: Application to elasticity imaging

Dhruv Patel, Raghav Tibrewala, Li Dong, Nicholas Hugenberg, Assad A. Oberai

Computer Methods in Applied Mechanics and Engineering · 2019 · 52 citations · 23 references

Concepts

ComputingComputer SciencePhysicsComputational MechanicsMachine LearningSolid MechanicsDeep LearningElasticity TheoryInverse ProblemsInverse Problems In MechanicsNeural NetworksPartial Differential EquationsComputational Inverse ProblemsDeep Learning-based ReconstructionIll-posed Problem RegularizationInverse ElasticityPhysics-informed Inversion

References

23

ImageNet classification with deep convolutional neural networks

Alex Krizhevsky, Ilya Sutskever, Geoffrey E. Hinton · Communications of the ACM · 2017 · 75.7K citations · Full text

Computing, Computer Science, Computer Vision +12

Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

Shaoqing Ren, Kaiming He, Ross Girshick et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2016 · 54.2K citations

Computing, Computer Science, Computer Vision +14

A Survey on Transfer Learning

Sinno Jialin Pan, Qiang Yang · IEEE Transactions on Knowledge and Data Engineering · 2009 · 23.2K citations

Computing, Computer Science, Data Mining +12

Mastering the game of Go without human knowledge

David Silver, Julian Schrittwieser, Karen Simonyan et al. · Nature · 2017 · 9.2K citations

Engineering, Educational Psychology, Cognitive Psychology +7

Sequence to Sequence Learning with Neural Networks

Ilya Sutskever, Oriol Vinyals, Quoc V. Le · arXiv (Cornell University) · 2014 · 3.5K citations · Full text

Computing, Computer Science, French +14