https://github.com/igopalakrishna/ann-for-regression
https://github.com/igopalakrishna/ann-for-regression
Last synced: 11 months ago
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- Host: GitHub
- URL: https://github.com/igopalakrishna/ann-for-regression
- Owner: igopalakrishna
- Created: 2024-02-15T16:29:30.000Z (over 2 years ago)
- Default Branch: main
- Last Pushed: 2024-02-15T16:32:48.000Z (over 2 years ago)
- Last Synced: 2025-04-05T05:31:18.448Z (about 1 year ago)
- Language: Jupyter Notebook
- Size: 1.88 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
# ANN-for-Regression
The objective is to create a data model that predicts the net hourly electrical energy output (EP) of the plant using available hourly average ambient variables.
This complex, real-world Deep Learning challenge that covers everything from data preprocessing to building and training an ANN, while utilizing the Machine Learning library, Tensorflow 2.0, and Google Colab, the free, browser-based notebook environment that runs completely in the cloud.
Steps:
Part 1: Data Preprocessing
Importing the dataset
Splitting the dataset into the training set and test set
Part 2: Building an ANN
Initializing the ANN
Adding the input layer and the first hidden layer
Adding the output layer
Compiling the ANN
Part 3: Training the ANN
Training the ANN model on the training set
Predicting the results of the test set
More about Combined-Cycle Power Plants
A combined-cycle power plant is an electrical power plant in which a Gas Turbine (GT) and a Steam Turbine (ST) are used in combination to produce more electrical energy from the same fuel than that would be possible from a single cycle power plant.
The gas turbine compresses air and mixes it with a fuel heated to a very high temperature. The hot air-fuel mixture moves through the blades, making them spin. The fast-spinning gas turbine drives a generator to generate electricity. The exhaust (waste) heat escaped through the exhaust stack of the gas turbine is utilized by a Heat Recovery Steam Generator (HSRG) system to produce steam that spins a steam turbine. This steam turbine drives a generator to produce additional electricity. CCCP is assumed to produce 50% more energy than a single power plant.