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公开(公告)号：US20160307138A1
公开(公告)日：2016-10-20
申请号：US15075603
申请日：2016-03-21
发明人： Fook-Luen Heng , Zhiguo Li , Stuart A. Siegel , Amith Singhee , Haijing Wang
CPC分类号： G06N99/005 , G01W1/10 , G06N5/04 , G06N7/005 , G06Q10/06315
摘要： A method, system, and computer program product for resource management are described. The method includes selecting trouble regions within the service area, generating clustered regions, and training a trouble forecast model for the trouble regions for each type of damage, the training for each trouble region using training data from every trouble region within the clustered region associated with the trouble region. The method also includes applying the trouble forecast model for each trouble region within the service area for each type of damage, determining a trouble forecast for the service area for each type of damage based on the trouble forecast for each of the trouble regions within the service area, and determining a job forecast for the service area based on the trouble forecast for the service area, wherein the managing resources is based on the job forecast for the service area.
摘要翻译： 描述了用于资源管理的方法，系统和计算机程序产品。 该方法包括：选择服务区内的故障区域，生成群集区域，并针对每种类型的损坏对故障区域进行故障预测模型的训练;对每个故障区域进行训练，使用与该区域内相关联的群集区域内的每个故障区域的训练数据 麻烦地区。 该方法还包括针对每种类型的损伤对服务区域内的每个故障区域应用故障预测模型，基于针对服务中的每个故障区域的故障预测来确定针对每种类型的损坏的服务区域的故障预测 区域，并且基于针对服务区域的故障预测确定服务区域的作业预测，其中所述管理资源基于所述服务区域的作业预测。
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公开(公告)号：US20170017904A1
公开(公告)日：2017-01-19
申请号：US15287846
申请日：2016-10-07
发明人： Fook-Luen Heng , Zhiguo Li , Stuart A. Siegel , Amith Singhee , Haijing Wang
CPC分类号： G06N20/00 , G01W1/10 , G06N5/04 , G06N7/005 , G06Q10/06315
摘要： A method, system, and computer program product for resource management are described. The method includes selecting trouble regions within the service area, generating clustered regions, and training a trouble forecast model for the trouble regions for each type of damage, the training for each trouble region using training data from every trouble region within the clustered region associated with the trouble region. The method also includes applying the trouble forecast model for each trouble region within the service area for each type of damage, determining a trouble forecast for the service area for each type of damage based on the trouble forecast for each of the trouble regions within the service area, and determining a job forecast for the service area based on the trouble forecast for the service area, wherein the managing resources is based on the job forecast for the service area.
摘要翻译： 描述了用于资源管理的方法，系统和计算机程序产品。 该方法包括：选择服务区内的故障区域，生成群集区域，并针对每种类型的损坏对故障区域进行故障预测模型的训练;对每个故障区域进行训练，使用与该区域内相关联的群集区域内的每个故障区域的训练数据 麻烦地区。 该方法还包括针对每种类型的损伤对服务区域内的每个故障区域应用故障预测模型，基于针对服务中的每个故障区域的故障预测来确定针对每种类型的损坏的服务区域的故障预测 区域，并且基于针对服务区域的故障预测确定服务区域的作业预测，其中所述管理资源基于所述服务区域的作业预测。
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公开(公告)号：US09536214B2
公开(公告)日：2017-01-03
申请号：US15075603
申请日：2016-03-21
发明人： Fook-Luen Heng , Zhiguo Li , Stuart A. Siegel , Amith Singhee , Haijing Wang
CPC分类号： G06N99/005 , G01W1/10 , G06N5/04 , G06N7/005 , G06Q10/06315
摘要： A method, system, and computer program product for resource management are described. The method includes selecting trouble regions within the service area, generating clustered regions, and training a trouble forecast model for the trouble regions for each type of damage, the training for each trouble region using training data from every trouble region within the clustered region associated with the trouble region. The method also includes applying the trouble forecast model for each trouble region within the service area for each type of damage, determining a trouble forecast for the service area for each type of damage based on the trouble forecast for each of the trouble regions within the service area, and determining a job forecast for the service area based on the trouble forecast for the service area, wherein the managing resources is based on the job forecast for the service area.
摘要翻译： 描述了用于资源管理的方法，系统和计算机程序产品。 该方法包括：选择服务区内的故障区域，生成群集区域，并针对每种类型的损坏对故障区域进行故障预测模型的训练，对每个故障区域进行训练，使用与该区域相关联的群集区域内的每个故障区域的训练数据 麻烦地区。 该方法还包括针对每种类型的损伤对服务区域内的每个故障区域应用故障预测模型，基于针对服务中的每个故障区域的故障预测来确定针对每种类型的损坏的服务区域的故障预测 区域，并且基于针对服务区域的故障预测确定服务区域的作业预测，其中所述管理资源基于所述服务区域的作业预测。
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公开(公告)号：US20160306075A1
公开(公告)日：2016-10-20
申请号：US15002494
申请日：2016-01-21
发明人： Fook-Luen Heng , Zhiguo Li , Stuart A. Siegel , Amith Singhee , Haijing Wang
CPC分类号： G06N20/00 , G01W1/10 , G06N5/04 , G06N7/005 , G06Q10/06315
摘要： A method, system, and computer program product for resource management are described. The method includes selecting trouble regions within the service area, generating clustered regions, and training a trouble forecast model for the trouble regions for each type of damage, the training for each trouble region using training data from every trouble region within the clustered region associated with the trouble region. The method also includes applying the trouble forecast model for each trouble region within the service area for each type of damage, determining a trouble forecast for the service area for each type of damage based on the trouble forecast for each of the trouble regions within the service area, and determining a job forecast for the service area based on the trouble forecast for the service area, wherein the managing resources is based on the job forecast for the service area.
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