轨道电池全生命周期数据产品检查质量数据集

一、数据加工处理流程：从前端接收涵盖电池基本信息（品牌、型号、组号等）、线路与站点信息、时间与环境参数（环境温度、开始与结束时间等），以及电压与容量等关键性能指标的数据。将接收到的原始数据解析成Java对象，转换成计算机可识别的格式，并经严格数据校验，纠正数据中的错误和异常，同时根据检测到的错误，依据既定规则自动进行补全，并进一步验证数据的真实性和合理性，再通过交叉验证、异常检测等方法确保数据的准确性和可靠性。经过加工处理的数据保存到数据库中，确保数据的可访问性。
二、为保障数据质量，制定了数据输入校验规则，当输入不符合规范信息时，数据自动校正。
对应的规则
（1）蓄电池组放电
放电电流（A）：允许输入范围0-150A，。
放电累计容量（AH）：允许输入范围0-3000AH。
电池组端电压值（V）：允许输入范围0-600V。
最低电压单体编号：允许输入范围00000001-99999999。
最低单体电压值（V）：允许输入范围0-15V。
次低电压单体编号：允许输入范围00000001-99999999。
次低单体电压值（V）：允许输入范围0-15V。
（2）蓄电池组充电
充电电流（A）：允许输入范围0-150A。
充电累计容量（AH）：允许输入范围0-4500AH。
电池组端电压值（V）：允许输入范围0-600V。
最低电压单体编号：允许输入范围00000001-99999999。
最低单体电压值（V）：允许输入范围0-20V。
次低电压单体编号：允许输入范围00000001-99999999。
次低单体电压值（V）：允许输入范围0-20V。

I. Data Processing Workflow:
Raw data is received from the front-end, covering basic battery information (brand, model, group number, etc.), line and station information, time and environmental parameters (ambient temperature, start and end time, etc.), and key performance indicators such as voltage and capacity. The received raw data is first parsed into Java objects and converted into a computer-recognizable format. Strict data validation is then performed to correct errors and anomalies in the data. Additionally, automatic data completion is carried out based on detected errors following predefined rules, followed by further verification of data authenticity and rationality. Cross-validation, anomaly detection and other methods are adopted to ensure the accuracy and reliability of the processed data. The processed data is finally stored in a database to ensure data accessibility.

II. To ensure data quality, data input validation rules are formulated, and automatic data correction is triggered when the input information does not meet the specifications. The corresponding rules are as follows:
(1) Battery Pack Discharge
- Discharge current (A): allowed input range is 0-150 A.
- Cumulative discharge capacity (AH): allowed input range is 0-3000 AH.
- Terminal voltage of battery pack (V): allowed input range is 0-600 V.
- ID of the cell with the lowest voltage: allowed input range is 00000001-99999999.
- Voltage of the cell with the lowest voltage (V): allowed input range is 0-15 V.
- ID of the cell with the second lowest voltage: allowed input range is 00000001-99999999.
- Voltage of the cell with the second lowest voltage (V): allowed input range is 0-15 V.
(2) Battery Pack Charging
- Charging current (A): allowed input range is 0-150 A.
- Cumulative charging capacity (AH): allowed input range is 0-4500 AH.
- Terminal voltage of battery pack (V): allowed input range is 0-600 V.
- ID of the cell with the lowest voltage: allowed input range is 00000001-99999999.
- Voltage of the cell with the lowest voltage (V): allowed input range is 0-20 V.
- ID of the cell with the second lowest voltage: allowed input range is 00000001-99999999.
- Voltage of the cell with the second lowest voltage (V): allowed input range is 0-20 V.