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Inês Ochoa

As seen in: Wiley Online Library, Physical Review B
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Articles by Inês Ochoa

Flux Reconstruction With Machine Learning Techniques for the ESA JUICE Mission Radiation Monitor, RADEM

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By Rafael Parente, Marco Pinto, Inês Ochoa
| Wiley Online Library Verified
1 Introduction Modern society is highly dependent on space-based technology for various applications such as navigation, communication and earth observation. At the same time, interplanetary missions remain essential for advancing space exploration and scientific knowledge. Ionizing radiation is a major constraint for spacecraft design and operation. It can cause single-event effects in electronics, ranging from bit upsets to destructive failures such as latch-ups.
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Differentiable vertex fitting for jet flavor tagging

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By Jonathan Shoemaker, Inês Ochoa, Rúben Inácio
| Physical Review B
This work explores the use of differentiable programming to integrate domain knowledge, in the form of domain specific software, into neural networks to develop scientific machine learning systems. We propose a differentiable vertex fitting algorithm that estimates the crossing point of multiple curves. In the high energy physics setting, these curves are defined by particle equations of motion and the crossing point represents the origin of particle production.
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