{"product_id":"advanced-neural-network-based-control-for-automotive-engines-von-yujia-zhai-und-dingli-yu","title":"Advanced Neural Network based Control for Automotive Engines","description":"\u003cp\u003eIn modern automotive industry, the state-of-art technology of fuel injection controllers utilizes feed-forward control with a mass airflow sensor located upstream of the throttle, plus a proportional and integral (PI) type feedback control. The feed-forward control is simply implemented with look-up tables, which requires a laborious process of calibration and tuning.     With the development of micro-controllers for engine control units (ECU), a variety of advanced control schemes has been introduced to automotive industry. This research work, firstly, investigated neural network based feed-forward control method to improve the performance of fuel injector. In addition, based on the air\/fuel ratio model developed, a nonlinear model predictive control scheme is implemented successfully, and the control performance and robustness are evaluated by introducing system uncertainties.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783847331858\"\u003e\u003ch3\u003ewith Feed-forward Scheme and Model Predictive Control\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783847331858","offer_id":39493575049309,"sku":"9783847331858","price":68.0,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/11fceaf9-42e2-4a0b-9ed0-4c2a7b1b37b6.jpg?v=1769237516","url":"https:\/\/shop.autorenwelt.de\/en\/products\/advanced-neural-network-based-control-for-automotive-engines-von-yujia-zhai-und-dingli-yu","provider":"Autorenwelt Shop","version":"1.0","type":"link"}