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References from Multiscale assessment of tritium behavior in preliminary fusion pilot plant design using surrogate models in TMAP8. Local targets link to admitted publications; unresolved targets remain external evidence.
Tritium management in a fusion reactor—safety, handling and economical issues—
2009 · External reference
Tritium supply and use: a key issue for the development of nuclear fusion energy
10.1016/j.fusengdes.2018.04.090 · 2018 · External reference
Recent advances in tritium modeling and its implications on tritium management for outer fuel cycle
10.1016/j.fusengdes.2020.111895 · 2020 · External reference
Hydrogen isotope retention and recycling in fusion reactor plasma-facing components
10.1016/s0022-3115(01)00732-2 · 2002 · External reference
Tritium retention in plasma facing materials of JET ITER-Like-Wall retrieved from the vacuum vessel in 2012 (ILW1), 2014 (ILW2) and 2016 (ILW3)
10.1016/j.nme.2021.101001 · 2021 · External reference
Evaluation of tritium retention in plasma facing components during JET tritium operations
10.1088/1402-4896/ac3b30 · 2021 · External reference
Deuterium-tritium fuel self-sufficiency in fusion reactors
10.13182/fst86-a24715 · 1986 · External reference
Physics and technology considerations for the deuterium–tritium fuel cycle and conditions for tritium fuel self sufficiency
10.1088/1741-4326/abbf35 · 2020 · External reference
Modeling and analysis of the tritium fuel cycle for ARC-and STEP-class DT fusion power plants
10.1088/1741-4326/acf3fc · 2023 · External reference
A surrogate-model-based method for constrained optimization
2000 · External reference
Managing computational complexity using surrogate models: a critical review
10.1007/s00163-020-00336-7 · 2020 · External reference
MOOSE ProbML: Parallelized probabilistic machine learning and uncertainty quantification for computational energy applications
10.1016/j.jocs.2025.102776 · 2025 · External reference
MOOSE stochastic tools: a module for performing parallel, memory-efficient in situ stochastic simulations
10.1016/j.softx.2023.101345 · 2023 · External reference
Unresolved reference
2006 · External reference
A method for stochastic optimization
2015 · External reference
Tritium production and processing systems for STE1
10.1088/1741-4326/ae773a · 2026 · External reference
Toward a high-fidelity tritium transport modeling for retention and permeation experiments
10.1016/j.fusengdes.2024.114438 · 2024 · External reference
Solution and diffusion of hydrogen in tungsten
10.1116/1.1492699 · 1969 · External reference
Diffusional behavior of tritium in V–4Cr–4Ti alloy
10.1016/j.jnucmat.2007.03.239 · 2007 · External reference
Hydrogen solubility in V–4Cr–4Ti alloy
10.1016/s0022-3115(02)01215-1 · 2002 · External reference
MOOSE-based tritium migration analysis program, version 8 (TMAP8) for advanced open-source tritium transport and fuel cycle modeling
10.1016/j.fusengdes.2025.114874 · 2025 · External reference
Subtask 12C1: Determination of thermophysical properties of V-5Cr-5Ti
10.2172/415176 · 1995 · External reference
Macroscopic rate equation modeling of trapping/detrapping of hydrogen isotopes in tungsten materials
10.1016/j.jnucmat.2015.06.041 · 2015 · External reference
Influence of interface conditions on hydrogen transport studies
10.1088/1741-4326/abd95f · 2021 · External reference
Modelling of hydrogen isotopes trapping, diffusion and permeation in divertor monoblocks under ITER-like conditions
10.1088/1741-4326/ac2abc · 2021 · External reference
Hydrogen transport and trapping in ODS-EUROFER
10.1016/j.fusengdes.2007.02.002 · 2007 · External reference
Verification and Validation of TMAP4
1992 · External reference
Verification and Validation of TMAP7
10.2172/952009 · 2008 · External reference
idaholab/tmap8
2021 · External reference
Transport of hydrogen and deuterium in 316LN stainless steel over a wide temperature range for nuclear hydrogen and nuclear fusion applications
10.1016/j.ijhydene.2020.01.130 · 2020 · External reference
Hydrogen trapping in AISI 4340 steel
10.1179/030634583790420619 · 1983 · External reference
Physics-based multiscale coupling for full core nuclear reactor simulation
10.1016/j.anucene.2014.09.060 · 2015 · External reference
A new approach for assessing the required tritium breeding ratio and startup inventory in future fusion reactors
10.13182/fst99-a84 · 1999 · External reference
Cross-validatory choice and assessment of statistical predictions
10.1111/j.2517-6161.1974.tb00994.x · 1974 · External reference
An asymptotic equivalence of choice of model by cross-validation and Akaike’s criterion
10.1111/j.2517-6161.1977.tb01603.x · 1977 · External reference
The estimation of prediction error: covariance penalties and cross-validation
10.1198/016214504000000692 · 2004 · External reference
Sparse multi-output Gaussian processes for online medical time series prediction
10.1186/s12911-020-1069-4 · 2020 · External reference
Remarks on multi-output Gaussian process regression
10.1016/j.knosys.2017.12.034 · 2018 · External reference