公开(公告)号：WO2017142586A1

公开(公告)日：2017-08-24

申请号：PCT/US2016/045084

申请日：2016-08-02

Applicant: JOHNSON CONTROLS TECHNOLOGY COMPANY

Inventor： GUO, Quingzhi ,  KUPER, Christian ,  ALIYEV, Timur L.

IPC: G01R31/36

CPC classification number: G01R31/3651 ,  B60L11/1861 ,  G01R31/3662 ,  H01M10/48

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.

Abstract translation: 电池系统包括耦合到电气系统的电池。 电池系统还包括电连接到电池的电池控制模块。 电池控制模块监测电池的至少一个监测参数，并且电池控制模块使用基于至少等效电路模型的至少一个监测参数的两个线性回归模型递归地计算电池的第一容量估计，以及 卡尔曼滤波器。

公开(公告)号：WO2016061034A1

公开(公告)日：2016-04-21

申请号：PCT/US2015/055219

申请日：2015-10-13

Applicant: JOHNSON CONTROLS TECHNOLOGY COMPANY

Inventor： JIN, Zhihong ,  SISK, Brian C. ,  OBASIH, Kem M. ,  JOHNSON, Mark R. ,  WYATT, Perry M. ,  ALIYEV, Timur L. ,  ZHANG, Zhenli

IPC: B60L11/18 ,  B60L7/10 ,  G01R31/36 ,  H02J7/00

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。

公开(公告)号：WO2017065821A1

公开(公告)日：2017-04-20

申请号：PCT/US2016/018462

申请日：2016-02-18

Applicant: JOHNSON CONTROLS TECHNOLOGY COMPANY

Inventor： ALIYEV, Timur L. ,  JIN, Zhihong H. ,  MARTINEZ, Diego H.D.

IPC: G01R31/36 ,  G06K9/00

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.

Abstract translation: 预测电池测试结果的方法包括使用电池测试计算机预测正在进行测试的电池的电池测试结果。 电池测试计算机包括存储被实现为一组或多组指令的电池测试管理系统的有形的非暂时性计算机可读介质。 电池测试管理系统包括：预测模块，其被配置为使用少于完成电池测试所需的所有数据来预测电池测试结果;验证模块，其被配置为验证预测;以及训练模块，其被配置为重新训练预测 模块基于由验证模块生成的结果。 电池测试计算机还包括处理电路，该处理电路被配置为执行一个或多个指令集合，并且经由用户界面输出结果的预测和与预测相关联的置信水平。

公开(公告)号：WO2017142585A1

公开(公告)日：2017-08-24

申请号：PCT/US2016/045044

申请日：2016-08-01

Applicant: JOHNSON CONTROLS TECHNOLOGY COMPANY

Inventor： ALIYEV, Timur L. ,  KUPER, Christian ,  GUO, Quingzhi

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

Abstract translation: 电池系统包括耦合到电气系统的电池。 电池系统还包括电连接到电池的电池控制模块。 电池控制模块使用电池的实际容量和候选容量对初始充电状态执行并行电流积分处理。 此外，电池控制模块执行电池的估计充电状态与并行电流积分过程的结果之间的定向比较。 此外，电池控制模块至少部分地基于电池的估计的充电状态与并联电流积分过程的结果之间的方向性比较来确定估计的充电状态的有效性。

公开(公告)号：WO2017119926A1

公开(公告)日：2017-07-13

申请号：PCT/US2016/045026

申请日：2016-08-01

Applicant: JOHNSON CONTROLS TECHNOLOGY COMPANY

Inventor： JIN, Zhihong H. ,  ZHANG, Zhenli ,  ALIYEV, Timur L. ,  SISK, Brian C. ,  MA, Miaomia

IPC: H01M10/48 ,  B60L11/18 ,  H01M10/42 ,  H01M10/0587 ,  H01M10/0525

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

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.

Abstract translation: 电池系统包括耦合到电气系统的锂离子电池。 电池系统还包括电连接到锂离子电池并控制锂离子电池的一个或多个再充电参数的电池管理系统。 另外，电池管理系统监视锂离子电池的一个或多个参数。 此外，电池管理系统基于至少一个锂电镀模型和监视的参数来控制锂离子电池的再充电参数。 此外，至少一个锂电镀模型指示锂离子电池的一个或多个参数与在锂离子电池中发生锂电镀的可能性之间的关系。

公开(公告)号：EP3362809A1

公开(公告)日：2018-08-22

申请号：EP16713149.9

申请日：2016-02-18

Applicant: Johnson Controls Technology Company

Inventor： ALIYEV, Timur L. ,  JIN, Zhihong H. ,  MARTINEZ, Diego H.D.

IPC: G01R31/36 ,  G06K9/00

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.

公开(公告)号：EP3417302A1

公开(公告)日：2018-12-26

申请号：EP16763118.3

申请日：2016-08-01

Applicant: Johnson Controls Technology Company ,  Johnson Controls Advanced Power Solutions GmbH

Inventor： ALIYEV, Timur L. ,  KUPER, Christian ,  GUO, Qingzhi

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.

公开(公告)号：EP3417303A1

公开(公告)日：2018-12-26

申请号：EP16763605.9

申请日：2016-08-02

Applicant: Johnson Controls Technology Company ,  Johnson Controls Advanced Power Solutions GmbH

Inventor： GUO, Qingzhi ,  KUPER, Christian ,  ALIYEV, Timur L. ,  JIN, Zhihong H.

IPC: G01R31/36

CPC classification number: G01R31/3651 ,  B60L11/1861 ,  G01R31/3662 ,  H01M10/48

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.

公开(公告)号：EP3206905A1

公开(公告)日：2017-08-23

申请号：EP15794669.0

申请日：2015-10-13

Applicant: Johnson Controls Technology Company

Inventor： JIN, Zhihong ,  SISK, Brian C. ,  OBASIH, Kem M. ,  JOHNSON, Mark R. ,  WYATT, Perry M. ,  ALIYEV, Timur L. ,  ZHANG, Zhenli

IPC: B60L11/18 ,  B60L7/10 ,  G01R31/36 ,  H02J7/00

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模块，所述控制模块通过以下步骤控制电池系统的操作：使用驾驶模式识别模型部分地基于 电池电流和之前的驾驶模式; 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总线电压，使用递归电池模型确定第一电池模块在预测范围内的预测电池电阻; 使用目标函数确定在控制时域上的第一电池模块的电池温度的目标轨迹; 以及控制从所述再生装置供应的电力的大小和持续时间，使得在所述控制范围期间将所述电池温度的预测轨迹引导朝向所述电池温度的所述目标轨道。