Predicting traffic safety based on weather events

根据天气事件预测交通安全

基本信息

  • 批准号:
    484326-2015
  • 负责人:
  • 金额:
    $ 1.82万
  • 依托单位:
  • 依托单位国家:
    加拿大
  • 项目类别:
    Engage Grants Program
  • 财政年份:
    2015
  • 资助国家:
    加拿大
  • 起止时间:
    2015-01-01 至 2016-12-31
  • 项目状态:
    已结题

项目摘要

Weather Telematics is a company that collects weather data at small time intervals through the use of mobile sensors placed on road vehicles travelling throughout North America. This operation resulted in the creation of a massive database. The purpose of this project is to investigate the possibility to convert the collected data into information regarding traffic road conditions. The information collected by Weather Telematics complements the Road Weather Information Systems (RWIS) Systems maintained by each State in the US. It is expected that this extra information, if combined properly with RWIS information, will allow for a finer grain and more accurate assessment of traffic road conditions at specific locations. The practicality and benefit of the products that can be derived from this research makes this project particularly exciting: bus or delivery service companies could transmit real-time road safety information to their bus or truck drivers, allowing them to modify their route prior to being caught in suboptimal or even dangerous driving conditions.
Weather Telecom是一家通过使用放置在北美各地公路车辆上的移动的传感器以小时间间隔收集天气数据的公司。这一行动导致建立了一个庞大的数据库。该项目的目的是研究将收集到的数据转换为交通道路状况信息的可能性。天气遥测收集的信息补充了美国各州维护的道路天气信息系统(RWIS)系统。如果将这些额外信息与RWIS信息适当结合,预计将能够对特定位置的交通道路状况进行更精细和更准确的评估。从这项研究中获得的产品的实用性和好处使这个项目特别令人兴奋:公共汽车或送货服务公司可以向他们的公共汽车或卡车司机传输实时道路安全信息,使他们能够 在处于次优甚至危险的驾驶条件下之前修改他们的路线。

项目成果

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Japkowicz, Nathalie其他文献

Threaded ensembles of autoencoders for stream learning
  • DOI:
    10.1111/coin.12146
  • 发表时间:
    2018-02-01
  • 期刊:
  • 影响因子:
    2.8
  • 作者:
    Dong, Yue;Japkowicz, Nathalie
  • 通讯作者:
    Japkowicz, Nathalie
Anomaly Detection and Repair for Accurate Predictions in Geo-distributed Big Data
  • DOI:
    10.1016/j.bdr.2019.04.001
  • 发表时间:
    2019-07-01
  • 期刊:
  • 影响因子:
    3.3
  • 作者:
    Corizzo, Roberto;Ceci, Michelangelo;Japkowicz, Nathalie
  • 通讯作者:
    Japkowicz, Nathalie
Warning: statistical benchmarking is addictive. Kicking the habit in machine learning
The class imbalance problem in deep learning
  • DOI:
    10.1007/s10994-022-06268-8
  • 发表时间:
    2022-12-28
  • 期刊:
  • 影响因子:
    7.5
  • 作者:
    Ghosh, Kushankur;Bellinger, Colin;Japkowicz, Nathalie
  • 通讯作者:
    Japkowicz, Nathalie
Scalable auto-encoders for gravitational waves detection from time series data
  • DOI:
    10.1016/j.eswa.2020.113378
  • 发表时间:
    2020-08-01
  • 期刊:
  • 影响因子:
    8.5
  • 作者:
    Corizzo, Roberto;Ceci, Michelangelo;Japkowicz, Nathalie
  • 通讯作者:
    Japkowicz, Nathalie

Japkowicz, Nathalie的其他文献

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{{ truncateString('Japkowicz, Nathalie', 18)}}的其他基金

Dealing with Extreme Class Imbalance Learning in Defense and Security Applications
处理国防和安全应用中的极端类别不平衡学习
  • 批准号:
    RGPIN-2014-04889
  • 财政年份:
    2016
  • 资助金额:
    $ 1.82万
  • 项目类别:
    Discovery Grants Program - Individual
Dealing with Extreme Class Imbalance Learning in Defense and Security Applications
处理国防和安全应用中的极端类别不平衡学习
  • 批准号:
    RGPIN-2014-04889
  • 财政年份:
    2015
  • 资助金额:
    $ 1.82万
  • 项目类别:
    Discovery Grants Program - Individual
Predicting network failures using anomaly detection methods
使用异常检测方法预测网络故障
  • 批准号:
    485098-2015
  • 财政年份:
    2015
  • 资助金额:
    $ 1.82万
  • 项目类别:
    Engage Grants Program
Dealing with Extreme Class Imbalance Learning in Defense and Security Applications
处理国防和安全应用中的极端类别不平衡学习
  • 批准号:
    RGPIN-2014-04889
  • 财政年份:
    2014
  • 资助金额:
    $ 1.82万
  • 项目类别:
    Discovery Grants Program - Individual
A visualization framework for machine learning evaluation
机器学习评估的可视化框架
  • 批准号:
    228118-2009
  • 财政年份:
    2013
  • 资助金额:
    $ 1.82万
  • 项目类别:
    Discovery Grants Program - Individual
A visualization framework for machine learning evaluation
机器学习评估的可视化框架
  • 批准号:
    228118-2009
  • 财政年份:
    2012
  • 资助金额:
    $ 1.82万
  • 项目类别:
    Discovery Grants Program - Individual
Track correlation and association using GMTI/AIS/ARPA
使用 GMTI/AIS/ARPA 跟踪相关性和关联性
  • 批准号:
    442461-2012
  • 财政年份:
    2012
  • 资助金额:
    $ 1.82万
  • 项目类别:
    Engage Grants Program
Developing advanced techniques for sampling online social networks
开发在线社交网络采样的先进技术
  • 批准号:
    431154-2012
  • 财政年份:
    2012
  • 资助金额:
    $ 1.82万
  • 项目类别:
    Engage Grants Program
A visualization framework for machine learning evaluation
机器学习评估的可视化框架
  • 批准号:
    228118-2009
  • 财政年份:
    2011
  • 资助金额:
    $ 1.82万
  • 项目类别:
    Discovery Grants Program - Individual
A visualization framework for machine learning evaluation
机器学习评估的可视化框架
  • 批准号:
    228118-2009
  • 财政年份:
    2010
  • 资助金额:
    $ 1.82万
  • 项目类别:
    Discovery Grants Program - Individual

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