TY  - JOUR
AU  - Nair, Nusrat
AU  - Sharma, Ji-woo
TI  - Global Sensitivity Analysis for Large Language Model Fine-Tuning: Theory and Application
JO  - Open Access Journal of Engineering Applications
PY  - 2024
VL  - 48
IS  - 1
SP  - 463
EP  - 480
AB  - Uncertainty surrounding large language model fine-tuning complicates investment decisions in hydrogen fuel cells. Simulations were performed with global sensitivity analysis and verified through a mesh- and time-step-sensitivity study. Overall cost was reduced by 16% while satisfying all design and safety constraints. Operators stand to benefit from earlier fault detection and reduced unplanned downtime.
KW  - large language model fine-tuning
KW  - global sensitivity analysis
KW  - photovoltaic systems
KW  - remote sensing
SN  - 3105-7004
DO  - 10.55555/oajea.2024.4801.026
UR  - https://journal.bsaps.com/article/10093
ER  -