Generate Electricity for Automobiles using Piezoelectric Sensors – using IoT

This research introduces new electric energy usage in electric automobiles using piezoelectric sensors and IoT technology, in which the sensors convert any produced mechanical energy from such causes as vibration and variations in pressure that result in vehicle movements to electrical energy. This modernity supports energy-efficient use systems in new vehicles to translate stresses such as deforming tires into usable power rather than using conventional fossil fuels. We study real-time monitoring, data collection, and optimization of energy production through the IoT framework. The important elements of this research are an in-depth analysis of a complete vehicle operation database, rigorous data preprocessing to remove noise and inconsistencies, and efficient segmentation to identify key features. The identified features enable us to estimate energy generation potential through different vehicle components. Advanced machine learning algorithms are applied to distinguish patterns and optimize energy output. The results showed significant potential for piezoelectric sensors in sustainable energy production in automotive contexts, which will be a greener alternative for energy harvesting in the transportation sector.