Daniel Straub

Orcid: 0000-0001-7819-4261

Affiliations:
  • Technical University Munich, Germany


According to our database1, Daniel Straub authored at least 39 papers between 2006 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2024
POMDP inference and robust solution via deep reinforcement learning: an application to railway optimal maintenance.
Mach. Learn., October, 2024

A metric for assessing and optimizing data-driven prognostic algorithms for predictive maintenance.
Reliab. Eng. Syst. Saf., February, 2024

Bayesian improved cross entropy method with categorical mixture models for network reliability assessment.
Reliab. Eng. Syst. Saf., 2024

Monitoring-Supported Value Generation for Managing Structures and Infrastructure Systems.
CoRR, 2024

2023
Bridging POMDPs and Bayesian decision making for robust maintenance planning under model uncertainty: An application to railway systems.
Reliab. Eng. Syst. Saf., November, 2023

Certified Dimension Reduction for Bayesian Updating with the Cross-Entropy Method.
SIAM/ASA J. Uncertain. Quantification, March, 2023

Bayesian updating and marginal likelihood estimation by cross entropy based importance sampling.
J. Comput. Phys., 2023

An investigation of belief-free DRL and MCTS for inspection and maintenance planning.
CoRR, 2023

2022
Sequential Active Learning of Low-Dimensional Model Representations for Reliability Analysis.
SIAM J. Sci. Comput., 2022

Decision-theoretic reliability sensitivity.
Reliab. Eng. Syst. Saf., 2022

Optimal life-cycle mitigation of fatigue failure risk for structural systems.
Reliab. Eng. Syst. Saf., 2022

An adaptive subset simulation algorithm for system reliability analysis with discontinuous limit states.
Reliab. Eng. Syst. Saf., 2022

Reliability-based inspection and maintenance planning of a nuclear feeder piping system.
Reliab. Eng. Syst. Saf., 2022

Bayesian post-processing of Monte Carlo simulation in reliability analysis.
Reliab. Eng. Syst. Saf., 2022

2021
Variance-based reliability sensitivity analysis and the FORM α-factors.
Reliab. Eng. Syst. Saf., 2021

Optimal adaptive inspection and maintenance planning for deteriorating structural systems.
Reliab. Eng. Syst. Saf., 2021

Cross-Entropy-Based Importance Sampling with Failure-Informed Dimension Reduction for Rare Event Simulation.
SIAM/ASA J. Uncertain. Quantification, 2021

Rare event estimation using stochastic spectral embedding.
CoRR, 2021

Uncertainty quantification of microstructure variability and mechanical behaviour of additively manufactured lattice structures.
CoRR, 2021

Value of information from vibration-based structural health monitoring extracted via Bayesian model updating.
CoRR, 2021

Parameter tuning for a Markov-based multi-sensor system.
Proceedings of the 47th Euromicro Conference on Software Engineering and Advanced Applications, 2021

2020
Exploiting Redundancy for Reliability Analysis of Sensor Perception in Automated Driving Vehicles.
IEEE Trans. Intell. Transp. Syst., 2020

Global sensitivity analysis in high dimensions with PLS-PCE.
Reliab. Eng. Syst. Saf., 2020

A framework for global reliability sensitivity analysis in the presence of multi-uncertainty.
Reliab. Eng. Syst. Saf., 2020

Sparse Polynomial Chaos expansions using variational relevance vector machines.
J. Comput. Phys., 2020

2019
Reliability Assessment of Safety-Critical Sensor Information: Does One Need a Reference Truth?
IEEE Trans. Reliab., 2019

Evaluating component importance and reliability of power transmission networks subject to windstorms: methodology and application to the nordic grid.
Reliab. Eng. Syst. Saf., 2019

Improved cross entropy-based importance sampling with a flexible mixture model.
Reliab. Eng. Syst. Saf., 2019

Matrix-based Bayesian Network for efficient memory storage and flexible inference.
Reliab. Eng. Syst. Saf., 2019

PLS-based adaptation for efficient PCE representation in high dimensions.
J. Comput. Phys., 2019

2017
Capturing cognitive causal paths in human reliability analysis with Bayesian network models.
Reliab. Eng. Syst. Saf., 2017

2016
A discretization procedure for rare events in Bayesian networks.
Reliab. Eng. Syst. Saf., 2016

Bayesian analysis of rare events.
J. Comput. Phys., 2016

2015
Reliability and effectiveness of early warning systems for natural hazards: Concept and application to debris flow warning.
Reliab. Eng. Syst. Saf., 2015

2013
Efficient Bayesian network modeling of systems.
Reliab. Eng. Syst. Saf., 2013

Dynamic Bayesian Network for Probabilistic Modeling of Tunnel Excavation Processes.
Comput. Aided Civ. Infrastructure Eng., 2013

2012
Probabilistic Graphical Models for Flood State Detection of Roads Combining Imagery and DEM.
IEEE Geosci. Remote. Sens. Lett., 2012

2006
Computational Aspects of Risk-Based Inspection Planning.
Comput. Aided Civ. Infrastructure Eng., 2006

A Computational Framework for Risk Assessment of RC Structures Using Indicators.
Comput. Aided Civ. Infrastructure Eng., 2006


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