Search Results for author: Juliane Mueller

Found 5 papers, 1 papers with code

A Self-Supervised Approach to Reconstruction in Sparse X-Ray Computed Tomography

1 code implementation30 Oct 2022 Rey Mendoza, Minh Nguyen, Judith Weng Zhu, Vincent Dumont, Talita Perciano, Juliane Mueller, Vidya Ganapati

However, obtaining high-quality object reconstructions for the training dataset requires high x-ray dose measurements that can destroy or alter the specimen before imaging is complete.

Object Probabilistic Deep Learning

Surrogate Optimization of Deep Neural Networks for Groundwater Predictions

no code implementations28 Aug 2019 Juliane Mueller, Jangho Park, Reetik Sahu, Charuleka Varadharajan, Bhavna Arora, Boris Faybishenko, Deborah Agarwal

Sustainable management of groundwater resources under changing climatic conditions require an application of reliable and accurate predictions of groundwater levels.

Management

Cosmic Inference: Constraining Parameters With Observations and Highly Limited Number of Simulations

no code implementations17 May 2019 Timur Takhtaganov, Zarija Lukic, Juliane Mueller, Dmitriy Morozov

Cosmological probes pose an inverse problem where the measurement result is obtained through observations, and the objective is to infer values of model parameters which characterize the underlying physical system -- our Universe.

Instrumentation and Methods for Astrophysics Cosmology and Nongalactic Astrophysics

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