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Symbolic dynamics and model-based control of autonomous vehicles

Symbolic dynamics and model-based control of autonomous vehicles
自动驾驶车辆的符号动力学和基于模型的控制
批准号:
506419-2016
负责人:
McPhee, John
金额:
$3.64万
依托单位:
依托单位国家:
加拿大
项目类别:
Collaborative Research and Development Grants
财政年份:
2018
资助国家:
加拿大
项目状态:
已结题
起止时间:
2018-01-01 至 2019-12-31

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英文摘要
Autonomous driving technologies will transform the automotive sector, greatly increasing vehicle safety and transportation efficiency, and providing low-cost mobility to thousands unable to handle the task of driving on their own. Private and public sector investment is ramping up in the expectation of significant progress over the next few years. Google's ambitious program promises fully automated vehicles by 2020, but Google's very expensive state-of-the-art vehicles are achieving only 2000 km between forced disengagements of the driverless system.**A promising technology to control autonomous vehicles so that they avoid static objects and moving cars or pedestrians is known as "model-predictive control". Essentially, a dynamic model of the car predicts a short time into the future; the controller uses this prediction to control the steering, brakes, and throttle. The better the model, the better the control. However, the model-predictive controller must run very quickly on a car's computers, especially when emergency maneuvers are required.**Symbolic computing is a technology pioneered and commercialized by Maplesoft. It allows the direct manipulation of the mathematical equations within the model and controller. Not only can the equations can be simplified symbolically, they can be used to generate extremely fast simulation code - such as that needed by an autonomous vehicle.**The goal of this research is to develop new theories and symbolic computing software that automatically generates very fast model-predictive controllers; the target application is the University of Waterloo's AutonoMoose, the first autonomous vehicle approved for Ontario's roads. The proposed new theories and Maplesoft-based algorithms will improve the performance of vehicle controllers, and accelerate the development of autonomous vehicles in Canada and abroad. In turn, this will increase the adoption of Maplesoft software by automotive manufacturers and researchers around the world.****
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Biomechatronic System Dynamics
  • 批准号:
    CRC-2020-00241
  • 项目类别:
    Canada Research Chairs
  • 资助金额:
    $14.57万
  • 财政年份:
    2022
  • 负责人:
    McPhee, John
  • 依托单位:
Multibody Dynamics and Predictive Simulation of Human Movements
  • 批准号:
    RGPIN-2022-03676
  • 项目类别:
    Discovery Grants Program - Individual
  • 资助金额:
    $5.54万
  • 财政年份:
    2022
  • 负责人:
    McPhee, John
  • 依托单位:
Biomechatronic System Dynamics
  • 批准号:
    CRC-2020-00241
  • 项目类别:
    Canada Research Chairs
  • 资助金额:
    $14.57万
  • 财政年份:
    2021
  • 负责人:
    McPhee, John
  • 依托单位:
Predictive dynamic simulation of human movement following hip replacement
  • 批准号:
    530654-2018
  • 项目类别:
    Collaborative Research and Development Grants
  • 资助金额:
    $4.37万
  • 财政年份:
    2021
  • 负责人:
    McPhee, John
  • 依托单位:
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  • 项目类别:
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  • 资助金额:
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  • 批准年份:
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  • 负责人:
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  • 批准号:
    LY21E080004
  • 项目类别:
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  • 资助金额:
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  • 批准年份:
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  • 负责人:
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