Vehicle Fuel Consumption Prediction Workshop using Machine Learning

Workshop Information:

Instructors: Eng. Hamidreza Rezaei - Advanced Automotive Systems & ADAS Project (SAIPA Research Center), Eng. Setia Kheirandish - Advanced Automotive Systems & ADAS Project (SAIPA Research Center)

Date & Time: October 15 - 10:30

Location: Iran University of Science & Technology - Automotive Engineering Research Center

Registration Deadline: October 15

Fee: 0 IRR

Technical Agenda and Main Content:

1. Introduction to basic concepts and key data affecting fuel consumption (introduction to standard datasets)
2. Practical implementation of regression algorithms (e.g., Random Forest, XGBoost for model building)
3. Presenting methods to convert the model into a real-time service usable in applications
4. Collection and processing of vehicle sensor data (e.g., speed, acceleration, and engine RPM)
5. Model performance evaluation and optimization of fuel consumption prediction
6. Practical applications and future development