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公开(公告)号:US20160107526A1
公开(公告)日:2016-04-21
申请号:US14788223
申请日:2015-06-30
Applicant: Johnson Controls Technology Company
Inventor: Zhihong H. Jin , Brian C. Sisk , Kem M. Obasih , Mark R. Johnson , Perry M. Wyatt , Timur L. Aliyev , Zhenli Zhang
CPC classification number: B60L11/02 , B60L7/10 , B60L11/18 , B60L11/187 , B60L11/1874 , B60L2240/36 , B60L2240/423 , B60L2240/545 , B60L2260/40 , B60L2260/44 , G01R31/36 , G01R31/3606 , G01R31/3624 , H05K7/20145 , Y02T10/642 , Y02T10/7011 , Y02T10/705
Abstract: Embodiments describe a battery system that includes a first battery module coupled to a regenerative braking system and a control module that controls operation of the battery system by: determining a predicted driving pattern over a prediction horizon using a driving pattern recognition model based in part on a battery current and a previous driving pattern; determining a predicted battery resistance of the first battery module over the prediction horizon using a recursive battery model based in part on the predicted driving pattern, the battery current, a present bus voltage, and a previous bus voltage; determining a target trajectory of a battery temperature of the first battery module over a control horizon using an objective function; and controlling magnitude and duration of electrical power supplied from the regenerative such that a predicted trajectory of the battery temperature is guided toward the target trajectory of the battery temperature during the control horizon.
Abstract translation: 实施例描述了一种电池系统,其包括耦合到再生制动系统的第一电池模块和控制电池系统的操作的控制模块,所述控制模块通过以下方式来控制电池系统的运行:使用驱动模式识别模型 电池电流和先前的驱动模式; 部分地基于预测的驱动模式,电池电流,当前总线电压和先前的总线电压,使用递归电池模型来确定预测水平线上的第一电池模块的预测电池电阻; 使用目标函数在控制范围内确定第一电池模块的电池温度的目标轨迹; 并且控制从再生供给的电力的大小和持续时间,使得电池温度的预测轨迹在控制范围内被引向电池温度的目标轨迹。
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公开(公告)号:US10183588B2
公开(公告)日:2019-01-22
申请号:US14989578
申请日:2016-01-06
Applicant: Johnson Controls Technology Company
Inventor: Zhihong Jin , Zhenli Zhang , Timur L. Aliyev , Brian C. Sisk , Miaomiao Ma
IPC: H01M6/00 , B60L11/18 , H01M10/0525 , H01M10/42 , H01M10/44 , H01M10/46 , H02J7/00 , H01M10/48 , H01M10/0587
Abstract: A battery system includes a lithium ion battery that couples to an electrical system. The battery system also includes a battery management system that electrically couples to the lithium ion battery and controls one or more recharge parameters of the lithium ion battery. Additionally, the battery management system monitors one or more parameters of the lithium ion battery. Further, the battery management system controls the recharge parameters of the lithium ion battery based on at least one lithium plating model and the monitored parameters. Furthermore, the at least one lithium plating model indicates a relationship between the one or more parameters of the lithium ion battery and a likelihood of lithium plating occurring in the lithium ion battery.
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公开(公告)号:US10099562B2
公开(公告)日:2018-10-16
申请号:US14788223
申请日:2015-06-30
Applicant: Johnson Controls Technology Company
Inventor: Zhihong H. Jin , Brian C. Sisk , Kem M. Obasih , Mark R. Johnson , Perry M. Wyatt , Timur L. Aliyev , Zhenli Zhang
Abstract: Embodiments describe a battery system that includes a first battery module coupled to a regenerative braking system and a control module that controls operation of the battery system by: determining a predicted driving pattern over a prediction horizon using a driving pattern recognition model based in part on a battery current and a previous driving pattern; determining a predicted battery resistance of the first battery module over the prediction horizon using a recursive battery model based in part on the predicted driving pattern, the battery current, a present bus voltage, and a previous bus voltage; determining a target trajectory of a battery temperature of the first battery module over a control horizon using an objective function; and controlling magnitude and duration of electrical power supplied from the regenerative such that a predicted trajectory of the battery temperature is guided toward the target trajectory of the battery temperature during the control horizon.
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公开(公告)号:US10048321B2
公开(公告)日:2018-08-14
申请号:US15048853
申请日:2016-02-19
Applicant: Johnson Controls Technology Company
Inventor: Christian Kuper , Qingzhi Guo , Timur L. Aliyev
IPC: G01R31/36
Abstract: A battery system includes a battery that couples to an electrical system. The battery system also includes a battery control module that electrically couples to the battery. The battery control module performs a parallel current integration process on an initial state of charge using an actual capacity and a candidate capacity of the battery. Additionally, the battery control module performs a directional comparison between an estimated state of charge of the battery and results of the parallel current integration process. Further, the battery control module determines validity of the estimated state of charge based at least in part on the directional comparison between the estimated state of charge of the battery and the results of the parallel current integration process.
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公开(公告)号:US20170242078A1
公开(公告)日:2017-08-24
申请号:US15048853
申请日:2016-02-19
Applicant: Johnson Controls Technology Company
Inventor: Christian Kuper , Qingzhi Guo , Timur L. Aliyev
IPC: G01R31/36
CPC classification number: G01R31/3651 , G01R31/361 , G01R31/3617 , G01R31/3679 , H01M10/425 , H01M2220/20 , H02J7/0047 , H02J2007/005
Abstract: A battery system includes a battery that couples to an electrical system. The battery system also includes a battery control module that electrically couples to the battery. The battery control module performs a parallel current integration process on an initial state of charge using an actual capacity and a candidate capacity of the battery. Additionally, the battery control module performs a directional comparison between an estimated state of charge of the battery and results of the parallel current integration process. Further, the battery control module determines validity of the estimated state of charge based at least in part on the directional comparison between the estimated state of charge of the battery and the results of the parallel current integration process
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公开(公告)号:US20190152341A1
公开(公告)日:2019-05-23
申请号:US16252967
申请日:2019-01-21
Applicant: Johnson Controls Technology Company
Inventor: Zhihong H. Jin , Zhenli Zhang , Timur L. Aliyev , Brian C. Sisk , Miaomiao Ma
IPC: B60L58/12 , H01M10/46 , H01M10/0525 , H01M10/42 , H01M10/44 , H02J7/00 , H01M10/48 , H01M10/0587
Abstract: A battery system includes a lithium ion battery that couples to an electrical system. The battery system also includes a battery management system that electrically couples to the lithium ion battery and controls one or more recharge parameters of the lithium ion battery. Additionally, the battery management system monitors one or more parameters of the lithium ion battery. Further, the battery management system controls the recharge parameters of the lithium ion battery based on at least one lithium plating model and the monitored parameters. Furthermore, the at least one lithium plating model indicates a relationship between the one or more parameters of the lithium ion battery and a likelihood of lithium plating occurring in the lithium ion battery.
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公开(公告)号:US20170190262A1
公开(公告)日:2017-07-06
申请号:US14989578
申请日:2016-01-06
Applicant: Johnson Controls Technology Company
Inventor: Zhihong Jin , Zhenli Zhang , Timur L. Aliyev , Brian C. Sisk , Miaomiao Ma
CPC classification number: B60L11/1861 , H01M10/0525 , H01M10/0587 , H01M10/425 , H01M10/44 , H01M10/46 , H01M10/48 , H01M10/482 , H01M10/486 , H01M2010/4271 , H01M2220/20 , H02J7/007 , Y02E60/122 , Y02T10/7011 , Y02T10/7044 , Y02T10/705
Abstract: A battery system includes a lithium ion battery that couples to an electrical system. The battery system also includes a battery management system that electrically couples to the lithium ion battery and controls one or more recharge parameters of the lithium ion battery. Additionally, the battery management system monitors one or more parameters of the lithium ion battery. Further, the battery management system controls the recharge parameters of the lithium ion battery based on at least one lithium plating model and the monitored parameters. Furthermore, the at least one lithium plating model indicates a relationship between the one or more parameters of the lithium ion battery and a likelihood of lithium plating occurring in the lithium ion battery.
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公开(公告)号:US20170108551A1
公开(公告)日:2017-04-20
申请号:US14884585
申请日:2015-10-15
Applicant: Johnson Controls Technology Company
Inventor: Timur L. Aliyev , Zhihong H. Jin , Diego Hernan Diaz Martinez
IPC: G01R31/36
CPC classification number: G01R31/3651 , G01R31/3627 , G01R31/3641 , G01R31/3679 , G06K9/00536 , G06K9/6269
Abstract: A method of predicting battery test results includes using a battery test computer to predict a battery test result for a battery undergoing testing. The battery test computer comprises a tangible, non-transitory computer-readable medium storing a battery test management system implemented as one or more sets of instructions. The battery test management system includes a predictive module configured to predict the battery test result using less than all data required for the battery test to be complete, a validation module configured to validate the prediction, and a training module configured to re-train the predictive module based on results generated by the validation module. The battery test computer also includes processing circuitry configured to execute the one or more sets of instructions, and outputting, via a user interface, the prediction of the result and a confidence level associated with the prediction.
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公开(公告)号:US10371754B2
公开(公告)日:2019-08-06
申请号:US15048816
申请日:2016-02-19
Applicant: Johnson Controls Technology Company
Inventor: Qingzhi Guo , Christian Kuper , Timur L. Aliyev , Zhihong H. Jin
IPC: B60L11/18 , G01R31/36 , H01M10/48 , G01R31/367 , B60L58/12 , G01R31/389
Abstract: A battery system includes a battery that couples to an electrical system. The battery system also includes a battery control module that electrically couples to the battery. The battery control module monitors at least one monitored parameter of the battery, and the battery control module recursively calculates a first capacity estimation of the battery using two linear regression models based on at least an equivalent circuit model, the at least one monitored parameter, and a Kalman filter.
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公开(公告)号:US20190047421A1
公开(公告)日:2019-02-14
申请号:US16160369
申请日:2018-10-15
Applicant: Johnson Controls Technology Company
Inventor: Zhihong H. Jin , Brian C. Sisk , Kem M. Obasih , Mark R. Johnson , Perry M. Wyatt , Timur L. Aliyev , Zhenli Zhang
Abstract: Embodiments describe a battery system that includes a first battery module coupled to a regenerative braking system and a control module that controls operation of the battery system by: determining a predicted driving pattern over a prediction horizon using a driving pattern recognition model based in part on a battery current and a previous driving pattern; determining a predicted battery resistance of the first battery module over the prediction horizon using a recursive battery model based in part on the predicted driving pattern, the battery current, a present bus voltage, and a previous bus voltage; determining a target trajectory of a battery temperature of the first battery module over a control horizon using an objective function; and controlling magnitude and duration of electrical power supplied from the regenerative such that a predicted trajectory of the battery temperature is guided toward the target trajectory of the battery temperature during the control horizon.
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