Change Point Detection of Multimode Processes Considering Both Mode Transitions and Parameter Changes

File name

Description

generate_simulation_data.py

The script for generating the simulation data.

plot_figure_2.py

The script for plotting Figure 2.

plot_figure_5.py

The script for plotting Figure 5.

plot_figure_6.py

The script for plotting Figure 6.

performance_evaluation.py

The functions used for performance evaluation.

algorithm_CPD_MMP.py

The function of the proposed CPD-MMP method.

TICC_src/admm_solver.py

TICC_src/TICC_helper.py

TICC_src/TICC_solver.py

The source codes of the TICC method (from https://github.com/davidhallac/TICC).

algorithm_TICC.py

The function of the TICC method.

algorithm_SBP.py

The function of the SBP method.

DSSL_src/functions.py

The source code of the DSSL method (from https://www.tandfonline.com/doi/suppl/10.1080/00401706.2022.2046171).

algorithm_DSSL.py

The function of the DSSL method.

algorithm_MCP.py

The function of the MCP method.

algorithm_RBM.py

The function of the RBM method.

main_simulation.py

The main function of the simulation study.

main_real_data.py

The main function of the real case study.

using_weighted_criterion.py

The main function of the numerical studies on using a weighted criterion to select the two penalty weights.

sensitivity_analysis.py

The main function of the sensitivity analysis.