/Vehicular_Emission_Model

Machine learning framework to optimize emissions of a Volvo diesel engine

Primary LanguagePython

Vehicular_Emission_Model

This project is an artificial neural network framework used to map vehicular parameters and emissions, over which a genetic optimization algorithm is run to optimize these input parameters corresponding to least emissions while maintaining vehicle performance.

Vehicular_Input_Parameters

  1. Diesel-biodiesel blend
  2. Air Fuel Ratio
  3. Exhaust Gas recirculation
  4. Injection Pressure
  5. Indicated Mean Effective Pressure (Maximized in fitness function to maintain performance - throttle position)

Emissions modeled

  1. NOx
  2. THC
  3. soot

Contributors

  1. R Jayasurya
  2. Venkat
  3. Rajkumar T
  4. Kausik Sivakumar