Skip to main content

Datasets

Standard Dataset

Tennessee Eastman simulation dataset

Dataset image
Citation Author(s):
Xiaolu Chen
Submitted by:
xiaolu chen
Last updated:
DOI:
10.21227/4519-z502
11847 views
Categories:
Keywords:
Tennessee Eastman
Fault detection
Fault diagnosis
No Ratings Yet
ACCESS DATASET CITE SHARE/EMBED

Abstract

Tenessee Eastman (TE) process simulates actual chemical processes and is widely used as a benchmark in test fault diagnosis and process control. The overall process consists of five operating units: reactor, condenser, vapor-liquid separator, recycle compressor and product stripper. It has standard training and test data sets for fault detection and diagnosis, classification, etc. Each data set is under different operating conditions。

Instructions:

Based on the actual chemical reaction process, Eastman Chemical Company of the United States developed the open and challenging chemical model simulation platform - Tennessee Eastman (TE) simulation platform, which produces data with time-varying, strong coupling and nonlinear characteristics, widely used in Test control and fault diagnosis models for complex industrial processes. The entire TE data set consists of a training set and a test set. The data in the TE set consists of 22 different simulation run data, and each sample in the TE set has 52 observed variables. d00.dat to d21.dat are training set samples, and d00_te.dat to d21_te.dat are test set samples.

Dear Xiaolu Chen,


I am Morteza Soleimani, a Ph.D. student from the University of Bradford, UK.
I am interested in Tennessee Eastman chemical process data. Could you please share this data with me? Thanks
m.soleimani@bradford.ac.uk

Regards
Morteza

Morteza Soleimani Mon, 03/09/2020 - 21:18 Permalink
Dear Xiaolu Chen, I am Mostafa Ammar, a Ph.D. student from the University of Cairo, Egypt.I am interested in Tennessee Eastman chemical process data. Could you please share this data with me? mostaphaammar@hotmail.com Thanks in advance Best Regards Mostafa Ammar
mostafa Ammar Fri, 11/26/2021 - 09:12 Permalink

Hi,

Could you please supply the PFD with stream labels and match these to the columns in the data sets?

Thanks,

Joanne

Joanne Tanner Thu, 04/30/2020 - 02:07 Permalink
Dear Xiaolu Chen, I am Fabian Hartung, a Ph.D. student from the Technische Universität in Kaiserslautern (Germany) and doing researches in Time-series anomaly detection for chemical processes. I wanted to ask if there is an option, to get access to the dataset, could you share it with me, please? My mail is: fhartung@rhrk.uni-kl.de Thanks in advance Fabian
Fabian Hartung Tue, 08/02/2022 - 08:28 Permalink
Dear Xiaolu Chen, I am Zhang Zhiyan, a Ph.D. student from the University of Science and Technology Beijing and doing researches in Time-series for chemical processes. I wanted to ask if there is an option, to get access to the dataset, could you share it with me, please? My mail is:b20200569@xs.ustb.edu.cn Thanks in advance Fabian
zhang zy Sat, 02/25/2023 - 16:31 Permalink
Dear Xiaolu Chen, I am Mohammad Qalaji, a master student from the University of Freiburg (Germany) and doing researches in Time-series failure detection and Root Causes Analysis. I wanted to ask if there is an option, to get access to the dataset, could you share it with me, please? My mail is: mohammad.qalaji@gmail.com Thanks in advance Mohammad
Mohammad Qalaji Fri, 07/07/2023 - 16:33 Permalink
Dear Xiaolu Chen, I am Hamza Gorgulu, a master student from the Koc University (Turkey) and doing researches in predictive process monitoring. I wanted to ask if there is an option, to get access to the dataset, could you share it with me, please? My mail is: hamzagorgulu7@gmail.com Thanks in advance Hamza
Hamza Gorgulu Wed, 01/10/2024 - 11:54 Permalink
Dear Chen, I am a doctor student from the Tongji University and doing researches in Time-series failure detection based on zero-shot learning. Could you share this dataset with me, please? My mail is: 2011604@tongji.edu.cn Thanks Yunm Zhao
Yunming Zhao Tue, 04/30/2024 - 08:53 Permalink

Dear Xiaolu Chen,

This is Viswajit Kumar, a master student from the Memorial University of Newfoundland (MUN), Canada and doing researches in fault diagnosis and process monitoring methods on the benchmark Tennessee Eastman process. I wanted to ask if there is an option, to get access to the dataset Tenessee Eastman (TE), could you share it with me, please? My email id is vkdutta@mun.ca

Thank you,

Viswajit Kumar Dutta

Viswajit Kumar Dutta Fri, 07/26/2024 - 12:19 Permalink

Dear Xiaolu Chen,

I am an undergraduate student from Indian Institute of Technology, Tirupati. I am interested in Tennessee Eastman chemical process data and would like to use it for optimization problems. Could you please share this data with me? 

Thank you

Prince Kumar

Email: ch21b028@iittp.ac.in

Prince Kumar Mon, 09/16/2024 - 17:40 Permalink

Dataset Files

LOGIN TO ACCESS DATASET FILES

QUESTIONS?