isa-phm Help

Supplementary materials

This section contains supplementary materials.

Dataset 1 - NLN-EMP

This is the dataset from:

Bruinsma, S., Geertsma, R. D., Loendersloot, R., & Tinga, T. (2024). Motor Current and Vibration Monitoring Dataset for various Faults in an E-motor-driven Centrifugal Pump. Data in Brief, 52, 1-16, Article 109987. https://doi.org/https://doi.org/10.1016/j.dib.2023.109987

Link to the data: https://doi.org/10.4121/2b61183e-c14f-4131-829b-cc4822c369d0.v4

The following files are provided and can be downloaded:

File name

Description

Input_template_NLN_EMP.xlsx

The completed input file that generates the ISA-PHM files

ISA_Output_isatab_NLN_EMP.xlsx

The resulting ISA-PHM file in ISAtab format

ISA_output_isajson_NLN_EMP.json

The resulting ISA-PHM file in ISA json format

Note that the associated raw / processed data files are (still) missing.

Dataset 2 - NASA CMAPSS

This is the dataset from:

Saxena, A., Goebel, K., Simon, D., & Eklund, N. (2008). Damage propagation modeling for aircraft engine prognostics. International Conference on Prognostics and Health Management

Link to the data: https://www.kaggle.com/datasets/palbha/cmapss-jet-engine-simulated-data

The following files are provided and can be downloaded:

File name

Description

Input_template_CMAPSS.xlsx

The completed input file that generates the ISA-PHM files

ISA_Output_isatab_CMAPSS.xlsx

The resulting ISA-PHM file in ISAtab format

ISA_output_isajson_CMAPSS.json

The resulting ISA-PHM file in ISA json format

Note that the associated raw / processed data files are (still) missing.

Dataset 3 - NASA Milling data

This is the dataset from:

A. Agogino and K. Goebel (2007). BEST lab, UC Berkeley. "Milling Data Set", NASA Ames Prognostics Data Repository http://ti.arc.nasa.gov/project/prognostic-data-repository, NASA Ames Research Center, Moffett Field, CA

Link to the daya: https://www.kaggle.com/datasets/vinayak123tyagi/milling-data-set-prognostic-data

The following files are provided and can be downloaded:

File name

Description

Input_template_multiple_samples_Milling.xlsx

The completed input file that generates the ISA-PHM files

ISA_Output_isatab_Milling.xlsx

The resulting ISA-PHM file in ISAtab format

ISA_output_isajson_Milling.json

The resulting ISA-PHM file in ISA json format

Note that the associated raw / processed data files are (still) missing.

Last modified: 18 March 2026