https://github.com/gandhasiri-rahul-mohan/neural-networks-q2-gas_turbines

The dataset contains 36733 instances of 11 sensor measures aggregated over one hour (by means of average or sum) from a gas turbine.
https://github.com/gandhasiri-rahul-mohan/neural-networks-q2-gas_turbines

data-science machine-learning neural-network nlp python-3-6

Last synced: about 1 month ago
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The dataset contains 36733 instances of 11 sensor measures aggregated over one hour (by means of average or sum) from a gas turbine.

• Host: GitHub
• URL: https://github.com/gandhasiri-rahul-mohan/neural-networks-q2-gas_turbines
• Owner: Gandhasiri-Rahul-Mohan
• Created: 2023-01-10T16:41:19.000Z (almost 2 years ago)
• Default Branch: main
• Last Pushed: 2023-01-10T16:42:25.000Z (almost 2 years ago)
• Last Synced: 2024-10-12T09:20:58.916Z (about 1 month ago)
• Topics: data-science, machine-learning, neural-network, nlp, python-3-6
• Language: Python
• Homepage:
• Size: 509 KB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Neural-Networks-Q2-Gas_Turbines

The dataset contains 36733 instances of 11 sensor measures aggregated over one hour (by means of average or sum) from a gas turbine.

The Dataset includes gas turbine parameters (such as Turbine Inlet Temperature and Compressor Discharge pressure) in addition to the ambient variables.

Problem statement: predicting turbine energy yield (TEY) using ambient variables as features.

Attribute Information:

The explanations of sensor measurements and their brief statistics are given below.

Variable (Abbr.) Unit Min Max Mean

Ambient temperature (AT) C –6.23 37.10 17.71

Ambient pressure (AP) mbar 985.85 1036.56 1013.07

Ambient humidity (AH) (%) 24.08 100.20 77.87

Air filter difference pressure (AFDP) mbar 2.09 7.61 3.93

Gas turbine exhaust pressure (GTEP) mbar 17.70 40.72 25.56

Turbine inlet temperature (TIT) C 1000.85 1100.89 1081.43

Turbine after temperature (TAT) C 511.04 550.61 546.16

Compressor discharge pressure (CDP) mbar 9.85 15.16 12.06

Turbine energy yield (TEY) MWH 100.02 179.50 133.51

Carbon monoxide (CO) mg/m3 0.00 44.10 2.37

Nitrogen oxides (NOx) mg/m3 25.90 119.91 65.29