Design of Experiment
01Generate samples for model exploration, sensitivity analysis, inference, and surrogate model training.
LHSSobolSaltelli
ViewProblem and Workflow
UQPyL starts from a reusable problem definition, then connects sampling, analysis, inference, surrogate modelling, calibration, and optimization around the same interface.
Problem First
- 01
Define a Problem
Wrap variables, bounds, objectives, constraints, or simulations into one shared entry point.
Problem/ModelProblem - 02
Run a Method
Pass the same problem into DOE, analysis, optimization, inference, calibration, or surrogate modules.
DOE/Analysis/Optimization/Inference/Calibration/Surrogate - 03
Inspect Results
Read standard result objects or inspect saved runtime records.
verbose/log/save
Module Map
Six Functional Modules
Each module covers one part of the uncertainty quantification, calibration, and optimization workflow.
Surrogate Model
02Approximate expensive models and accelerate analysis or optimization workflows.
KrigingGPRBF
ViewSensitivity Analysis
03Quantify how input uncertainties influence outputs and identify important variables.
SobolFASTMorris
ViewInference
04Estimate uncertain parameters and posterior distributions with Bayesian sampling methods.
MHDEMCDREAM-ZS
ViewCalibration
05Calibrate model parameters and support hydrological or external-model workflows.
GLUESUFI2IES
ViewOptimization
06Search for optimal decisions with single-objective, multi-objective, and surrogate-assisted algorithms.
SCE-UANSGA-IIASMO
ViewApplication Cases
Representative studies across hydrological calibration, surrogate-assisted optimization, and connected uncertainty workflows.
Dongjiang River Basin
Hydrological model calibration with sensitivity analysis and uncertainty evaluation.
Surrogate-Assisted Optimization
Optimization under expensive simulation settings with adaptive surrogate modelling.
Workflow Overview
A compact end-to-end view of how problems, modules, and workflows connect in practice.
Start Here
Use the homepage as the main documentation gateway.