Dortmund · Glaser group

Nicolai
Weitkemper

PhD candidate · astroparticle physics · differentiable detector optimization

I develop NuRadioOpt — a pipeline that makes full neutrino detectors in ice differentiable end-to-end, instead of optimizing isolated components independently. I also help maintain NuRadioReco/MC, teach statistical methods, and look after a small GPU server.

Personal projects

Projects and contributions outside my core research work.

Audio system

Interactive exhibition audio

An audio system I built for an exhibition: multichannel playback, simple UI, and stable deployment on small hardware.

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Towards a declarative OS

Contributions to nixpkgs

Packaging, small fixes, and CI improvements for packages I use and maintain in NixOS/nixpkgs.

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Helping fellow students

IMAPP wiki

A comprehensive wiki for the IMAPP program, providing practical advice for their journey across three countries.

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Projects

Tools and infrastructure around radio neutrino detection, simulations, and reproducible analyses.

NuRadioOpt

Differentiable detector layouts

An experimental optimization pipeline that improves detector geometries with gradients rather than pure grid scans.

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NuRadioReco / NuRadioMC

Maintenance and simulation

Maintaining reconstruction and Monte Carlo tooling, tests, documentation, and interfaces for new analyses.

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Teaching & infrastructure

Statistics, GPUs, and workflows

Materials for statistical methods, small server setups, and pragmatic paths toward reproducible research pipelines.

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Publications & talks

Selected theses and recent presentations. Placeholder entries.

Bachelor thesis

Ordinal Classification with Neural Networks in DSEA

Improved neutrino energy spectrum estimation using neural networks in DSEA, a framework to make estimates independent of the training data's spectrum.

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Master thesis

The Impact of Topo-Cluster Splitting on Boosted Object Identification in ATLAS

Investigates a central step in the reconstruction of jet substructure in the ATLAS calorimeters.

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Talk

Differentiable End-to-End Optimization of In-Ice Radio Neutrino Detectors

Conference contribution — see the Indico entry for abstract and session details.

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