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Data-based speed-limit-respecting eco-driving system

机译:基于数据的限速环保驾驶系统

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摘要

The paper describes application of data-based Bayesian approach to model identification and control problems in the field of fuel consumption optimization for conventional vehicles. The main contributions of the presented approach are: (ⅰ) analysis of data measured on a driven vehicle; (ⅱ) data-based model construction, its real-time estimation and adaptation; (ⅲ) control criterion using simultaneously setpoints for fuel consumption and speed; and (ⅳ) universal recursive Bayesian algorithms of estimation and control implemented as semi-automatic eco-driving system. Experiments with real data report reduction in fuel consumption.
机译:本文介绍了基于数据的贝叶斯方法在模型识别和控制问题中的应用,这些模型在常规车辆的油耗优化领域中得到了应用。提出的方法的主要贡献是:(ⅰ)分析在驾驶车辆上测得的数据; (ⅱ)基于数据的模型构建,其实时估计和适应; (ⅲ)使用同时设定油耗和速度的控制标准; (ⅳ)作为半自动生态驾驶系统实现的通用递归贝叶斯估计和控制贝叶斯算法。使用真实数据进行的实验报告了燃油消耗的减少。

著录项

  • 来源
    《Transportation research》 |2014年第7期|253-264|共12页
  • 作者

    Evgenia Suzdaleva; Ivan Nagy;

  • 作者单位

    Department of Adaptive Systems, Institute of Information Theory and Automation of the ASCR, Pod vodarenskou vezi 4, 18208 Prague, Czech Republic;

    Department of Adaptive Systems, Institute of Information Theory and Automation of the ASCR, Pod vodarenskou vezi 4, 18208 Prague, Czech Republic,FacuIty of Transportation Sciences, Czech Technical University, Na Florenci 25, 11000 Prague, Czech Republic;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Eco-driving; Fuel consumption; Recommended speed; Recursive estimation; Quadratic optimal control; Dynamic programming;

    机译:环保驾驶;燃油消耗;推荐速度;递归估计;二次最优控制;动态编程;

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