main.py 15 KB

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  1. import CBMSBatDiag
  2. from SC_SamplingSafty import SamplingSafty
  3. import datetime
  4. import pandas as pd
  5. from LIB.BACKEND import DBManager, Log
  6. from sqlalchemy import create_engine
  7. import time, datetime
  8. from apscheduler.schedulers.blocking import BlockingScheduler
  9. from LIB.MIDDLE.CellStateEstimation.Common.V1_0_1 import DBDownload as DBDownload
  10. from LIB.MIDDLE.CellStateEstimation.Common.V1_0_1 import log
  11. from pandas.core.frame import DataFrame
  12. import datacompy
  13. from LIB.MIDDLE.SaftyCenter.Common import QX_BatteryParam
  14. from LIB.MIDDLE.SaftyCenter.Common import DBDownload as DBDw
  15. from DataStatistics import DataSta
  16. from DiagDataMerge import DiagDataMerge
  17. #...................................电池包电芯安全诊断函数......................................................................................................................
  18. def diag_cal():
  19. task_on=1
  20. global SNnums
  21. global df_Diag_Ram
  22. global start
  23. #..................................设置时间..........................................................
  24. start=time.time()
  25. end_time=datetime.datetime.now()
  26. start_time=end_time-datetime.timedelta(seconds=900)#10分钟跑一次,一次取10分钟数据
  27. start_time=start_time.strftime('%Y-%m-%d %H:%M:%S')
  28. end_time=end_time.strftime('%Y-%m-%d %H:%M:%S')
  29. print('起',len(df_Diag_Ram))
  30. for sn in SNnums:#SN遍历
  31. print(sn)
  32. if 'PK500' in sn:
  33. celltype=1 #6040三元电芯
  34. elif 'PK502' in sn:
  35. celltype=2 #4840三元电芯
  36. elif 'K504B' in sn:
  37. celltype=99 #60ah林磷酸铁锂电芯
  38. elif 'MGMLXN750' in sn:
  39. celltype=3 #力信50ah三元电芯
  40. elif 'MGMCLN750' or 'UD' in sn:
  41. celltype=4 #CATL 50ah三元电芯
  42. else:
  43. print('SN:{},未找到对应电池类型!!!'.format(sn))
  44. continue
  45. # sys.exit()
  46. param=QX_BatteryParam.BatteryInfo(celltype)
  47. #读取原始数据库数据........................................................................................................................................................
  48. dbManager = DBManager.DBManager()
  49. df_data = dbManager.get_data(sn=sn, start_time=start_time, end_time=end_time, data_groups=['bms'])
  50. df_bms = df_data['bms']
  51. #读取结果数据库数据........................................................................................................................................................
  52. host='rm-bp10j10qy42bzy0q77o.mysql.rds.aliyuncs.com'
  53. port=3306
  54. db='qx_cas'
  55. user='qx_read'
  56. password='Qx@123456'
  57. mode=1
  58. tablename1='cellstateestimation_soh'
  59. tablename2='cellstateestimation_uniform_socvoltdiff'
  60. DBRead=DBDownload.DBDownload(host, port, db, user, password,mode)
  61. with DBRead as DBRead:
  62. df_soh=DBRead.getdata('time_st,sn,soh,cellsoh', tablename=tablename1, sn=sn, timename='time_sp', st=start_time, sp=end_time)
  63. df_uniform=DBRead.getdata('time,sn,cellsoc_diff,cellmin_num,cellmax_num', tablename=tablename2, sn=sn, timename='time', st=start_time, sp=end_time)
  64. #读取电池当前运营状态.....................................................................................................................................................
  65. host='rm-bp10j10qy42bzy0q7.mysql.rds.aliyuncs.com'
  66. port=3306
  67. db='qixiang_manage'
  68. user='qx_query'
  69. password='@Qx_query'
  70. mode=4
  71. tablename1='py_battery'
  72. DBRead=DBDw.DBDownload(host, port, db, user, password,mode)
  73. with DBRead as DBRead:
  74. df_OprtnSta=DBRead.getdata('qrcode','status', tablename=tablename1, sn=sn, timename='', st='', sp='',factory='')#取最后一条运营状态
  75. #电池诊断.....................................................................................................................................................................
  76. CellFltInfo=DataFrame(columns=['start_time', 'end_time', 'product_id', 'code', 'level', 'info','advice'])
  77. df_Diag_Ram_sn = df_Diag_Ram.loc[df_Diag_Ram['product_id']==sn]#历史故障
  78. df_Diag_Ram_sn_else = df_Diag_Ram.loc[df_Diag_Ram['product_id']!=sn]#sn之外的故障
  79. CellFltInfo = df_Diag_Ram_sn.drop('Batpos',axis=1)
  80. #获取当前故障电池的历史故障信息↑↑↑↑↑↑↑↑↑↑↑.......................................................................................................................................
  81. if not df_bms.empty:
  82. df_Diag_Batdiag_update_xq=SamplingSafty.main(sn,param,df_bms,CellFltInfo)#学琦计算故障
  83. batDiag=CBMSBatDiag.BatDiag(sn,celltype,df_bms, df_soh, df_uniform, df_Diag_Batdiag_update_xq)#鹏飞计算
  84. df_Diag_Batdiag_update=batDiag.diag()
  85. # df_Diag_Batdiag_update=BatDiag.diag()
  86. else:
  87. df_Diag_Batdiag_update_xq=DataFrame(columns=['start_time','end_time','product_id','code','level','info','advice','Batpos'])
  88. df_Diag_Batdiag_update=DataFrame(columns=['start_time','end_time','product_id','code','level','info','advice','Batpos'])
  89. df_Diag_Ram,df_Diag_Ram_add,df_Diag_Ram_Update=DiagDataMerge.DetaMerge(df_Diag_Ram_sn,df_Diag_Batdiag_update,df_OprtnSta,df_Diag_Ram_sn_else)
  90. task_on=0
  91. print('止',len(df_Diag_Ram))
  92. #.................................统计程序...............................
  93. def DaTa_Sta_Week_Task():
  94. task_on=1
  95. all_period_fault_info=DataFrame(columns=['factory','week','level1_count','level2_count','level3_count','level4_count','level5_count','solve_rate'])
  96. #............................获取数据................................
  97. toweek='Week'+time.strftime('%W')
  98. host='rm-bp10j10qy42bzy0q77o.mysql.rds.aliyuncs.com'
  99. port=3306
  100. db='safety_platform'
  101. user='qx_read'
  102. password='Qx@123456'
  103. mode=2
  104. tablename1='all_fault_info'
  105. DBRead=DBDw.DBDownload(host, port, db, user, password,mode)
  106. with DBRead as DBRead:
  107. df_fltinfo=DBRead.getdata('product_id','level','code','start_time','end_time','batpos',tablename=tablename1,factory='骑享',sn='',timename='',st='',sp='')#dbdownload经过了改编
  108. #............................获取时间................................
  109. end_time=datetime.datetime.now()
  110. # end_time=datetime.datetime.strptime(end_time,'%Y-%m-%d')
  111. start_time_week=end_time-datetime.timedelta(days=7)
  112. start_time_week=start_time_week.strftime('%Y-%m-%d')
  113. end_time=end_time.strftime('%Y-%m-%d')
  114. FltAlarmInfo,Celltype=DataSta.SaftyWarningSta(df_fltinfo,start_time_week,end_time)
  115. FaultLvlCount=DataSta.WeekInfoSta(df_fltinfo,start_time_week,end_time)
  116. for i in range(1,6):
  117. if not FaultLvlCount[FaultLvlCount['level']==i]['product_id'].empty:
  118. all_period_fault_info.loc[0,'level'+str(i)+'_count']=int(FaultLvlCount[FaultLvlCount['level']==i]['product_id'].values)
  119. else:
  120. all_period_fault_info.loc[0,'level'+str(i)+'_count']=int(0)
  121. all_period_fault_info.loc[0,'factory']='骑享'
  122. all_period_fault_info.loc[0,'week']=toweek
  123. all_period_fault_info.loc[0,'solve_rate']=FltAlarmInfo.loc[0,'OprationManageRate']
  124. all_period_fault_info.fillna(0,inplace=False)
  125. task_on=0
  126. def DaTa_Sta_Minutes_Task():
  127. task_on=1
  128. #............................获取数据................................
  129. host='172.16.121.236'
  130. port=3306
  131. db='fastfun'
  132. user='readonly'
  133. password='Fast1234'
  134. mode=3
  135. tablename1='ff_battery_accum'
  136. tablename2='ff_location'
  137. DBRead=DBDw.DBDownload(host, port, db, user, password,mode)
  138. with DBRead as DBRead:
  139. df_last_accum=DBRead.getdata('devcode','dsg_phaccum','dsg_ahaccum',tablename=tablename1,factory='',sn='',timename='',st='',sp='')#dbdownload经过了改编
  140. df_last_pos=DBRead.getdata('devcode','latitude','longitude',tablename=tablename2,factory='',sn='',timename='',st='',sp='')#dbdownload经过了改编
  141. host='rm-bp10j10qy42bzy0q77o.mysql.rds.aliyuncs.com'
  142. port=3306
  143. db='qx_cas'
  144. user='qx_read'
  145. password='Qx@123456'
  146. mode=3
  147. tablename2='bat_first_data_time'
  148. DBRead=DBDw.DBDownload(host, port, db, user, password,mode)
  149. with DBRead as DBRead:
  150. df_FirstDataTime=DBRead.getdata('sn','first_data_time',tablename=tablename2,factory='',sn='',timename='',st='',sp='')#dbdownload经过了改编
  151. host='rm-bp10j10qy42bzy0q77o.mysql.rds.aliyuncs.com'
  152. port=3306
  153. db='safety_platform'
  154. user='qx_read'
  155. password='Qx@123456'
  156. mode=2
  157. tablename1='all_fault_info'
  158. DBRead=DBDw.DBDownload(host, port, db, user, password,mode)
  159. with DBRead as DBRead:
  160. df_fltinfo=DBRead.getdata('product_id','level','code','start_time','batpos',tablename=tablename1,factory='骑享',sn='',timename='',st='',sp='')#dbdownload经过了改编
  161. #............................获取时间................................
  162. end_time=datetime.datetime.now()
  163. # end_time=datetime.datetime.strptime(end_time,'%Y-%m-%d')
  164. start_time=end_time-datetime.timedelta(days=1)
  165. start_time=start_time.strftime('%Y-%m-%d')
  166. end_time=end_time.strftime('%Y-%m-%d')
  167. #............................执行程序................................
  168. FltAlarmInfo,Celltype=DataSta.SaftyWarningSta(df_fltinfo,start_time,end_time)
  169. SatftyCount=DataSta.SftyWrngClsfy(df_fltinfo)
  170. MaxAccumAh,TotalAccumAh,MaxCycle,MaxRunningHour,TotalRunHour=DataSta.AccumInfo(df_last_accum,df_FirstDataTime,end_time)
  171. all_location_info=DataSta.FltBatPosition(df_last_pos,df_fltinfo)
  172. all_statistic_info=DataFrame(columns=['factory','total_alarm','alarm_total_today','alarm_not_close_today','alarm_close_today','alarm_uregent_total_today','alarm_uregent_close_today','alarm_uregent_not_close_today','alarm_close_total','run_time_total','dischrg_total','odo_total','max_dischrg_one','max_runtime_one','max_cycle_one','max_odo_one','alarm_close_total','alarm_total','cell_type','cell_type_count','cell_safety_risk_count','data_safety_risk_count','status_safety_risk_count','hv_safety_risk_count','system_safety_risk_count','sample_safety_risk_count','controller_safety_risk_count','design_safety_risk_count'])
  173. all_statistic_info.loc[0,'factory']='骑享'
  174. all_statistic_info.loc[0,'total_alarm']=FltAlarmInfo.loc[0,'SftyPlt_Data_Total']
  175. all_statistic_info.loc[0,'alarm_total_today']=FltAlarmInfo.loc[0,'SftyPlt_Data_day']
  176. all_statistic_info.loc[0,'alarm_close_today']=FltAlarmInfo.loc[0,'CS_Warning_day_Finish_Count']
  177. all_statistic_info.loc[0,'alarm_not_close_today']=FltAlarmInfo.loc[0,'SftyPlt_Data_day']-FltAlarmInfo.loc[0,'CS_Warning_day_Finish_Count']
  178. all_statistic_info.loc[0,'alarm_uregent_total_today']=FltAlarmInfo.loc[0,'SftyPlt_EmgcyData_day']
  179. all_statistic_info.loc[0,'alarm_uregent_close_today']=FltAlarmInfo.loc[0,'SftyPlt_EmgcyData_day_Finish_Count']
  180. all_statistic_info.loc[0,'alarm_uregent_not_close_today']=FltAlarmInfo.loc[0,'SftyPlt_EmgcyData_day']-FltAlarmInfo.loc[0,'SftyPlt_EmgcyData_day_Finish_Count']
  181. all_statistic_info.loc[0,'run_time_total']=TotalRunHour
  182. all_statistic_info.loc[0,'dischrg_total']=TotalAccumAh
  183. all_statistic_info.loc[0,'odo_total']=0
  184. all_statistic_info.loc[0,'max_dischrg_one']=MaxAccumAh
  185. all_statistic_info.loc[0,'max_runtime_one']=MaxRunningHour
  186. all_statistic_info.loc[0,'max_cycle_one']=MaxCycle
  187. all_statistic_info.loc[0,'max_odo_one']=0
  188. all_statistic_info.loc[0,'alarm_close_total']=FltAlarmInfo.loc[0,'CS_Warning_Total_Finish_Count']
  189. all_statistic_info.loc[0,'alarm_total']=FltAlarmInfo.loc[0,'SftyPlt_Data_Total']
  190. CellType=Celltype.columns.tolist()
  191. CellType=','.join(CellType)
  192. all_statistic_info.loc[0,'cell_type']=str(CellType)
  193. CellTypeCount=Celltype.loc[0].tolist()
  194. CellTypeCount=[str(x) for x in CellTypeCount]
  195. CellTypeCount=','.join(CellTypeCount)
  196. all_statistic_info.loc[0,'cell_type_count']=str(CellTypeCount)
  197. all_statistic_info.loc[0,'cell_safety_risk_count']=SatftyCount.loc[0,'CellSaftyCount']
  198. all_statistic_info.loc[0,'data_safety_risk_count']=SatftyCount.loc[0,'DataSaftyCodeCount']
  199. all_statistic_info.loc[0,'status_safety_risk_count']=SatftyCount.loc[0,'StateSaftyCodeCount']
  200. all_statistic_info.loc[0,'hv_safety_risk_count']=SatftyCount.loc[0,'HvSaftyCodeCount']
  201. all_statistic_info.loc[0,'system_safety_risk_count']=SatftyCount.loc[0,'SysSaftyCodeCount']
  202. all_statistic_info.loc[0,'sample_safety_risk_count']=SatftyCount.loc[0,'SamplingSatyCount']
  203. all_statistic_info.loc[0,'controller_safety_risk_count']=SatftyCount.loc[0,'CtrlSaftyCodeCount']
  204. all_statistic_info.loc[0,'design_safety_risk_count']=SatftyCount.loc[0,'DsnSaftyCodeCount']
  205. end=time.time()
  206. print(end-start)
  207. task_on=0
  208. #...............................................主函数.......................................................................................................................
  209. if __name__ == "__main__":
  210. global SNnums
  211. global task_on
  212. task_on=0
  213. excelpath=r'D:\ZLWORK\code\data_analyze_platform\USER\eric\SaftyCenter_CODE_V1\sn-20210903.xlsx'
  214. SNdata_6060 = pd.read_excel(excelpath, sheet_name='科易6060')
  215. SNdata_6040 = pd.read_excel(excelpath, sheet_name='科易6040')
  216. SNdata_4840 = pd.read_excel(excelpath, sheet_name='科易4840')
  217. SNdata_L7255 = pd.read_excel(excelpath, sheet_name='格林美-力信7255')
  218. SNdata_C7255 = pd.read_excel(excelpath, sheet_name='格林美-CATL7255')
  219. SNdata_U7255 = pd.read_excel(excelpath, sheet_name='优旦7255')
  220. SNnums_6060=SNdata_6060['SN号'].tolist()
  221. SNnums_6040=SNdata_6040['SN号'].tolist()
  222. SNnums_4840=SNdata_4840['SN号'].tolist()
  223. SNnums_L7255=SNdata_L7255['SN号'].tolist()
  224. SNnums_C7255=SNdata_C7255['SN号'].tolist()
  225. SNnums_U7255=SNdata_U7255['SN号'].tolist()
  226. SNnums=SNnums_L7255 + SNnums_C7255 + SNnums_6040 + SNnums_4840 + SNnums_U7255+ SNnums_6060
  227. # SNnums=['MGMCLN750N215I005','PK504B10100004341','PK504B00100004172','MGMLXN750N2189014']
  228. #SNnums = ['MGMLXN750N218G006'] #SNnums_6040
  229. mylog=log.Mylog('log_diag.txt','error')
  230. mylog.logcfg()
  231. #............................模块运行前,先读取数据库中所有结束时间为0的数据,需要从数据库中读取................
  232. host='rm-bp10j10qy42bzy0q77o.mysql.rds.aliyuncs.com'
  233. port=3306
  234. db='safety_platform'
  235. user='qx_read'
  236. password='Qx@123456'
  237. mode=2
  238. tablename2='all_fault_info'
  239. DBRead = DBDw.DBDownload(host, port, db, user, password,mode)
  240. with DBRead as DBRead:
  241. df_Diag_Ram = DBRead.getdata('start_time','end_time','product_id','code','level','info','advice','Batpos',tablename=tablename2,factory='骑享',sn='',timename='',st='',sp='')
  242. # result=pd.read_csv(r'D:\Work\Code_write\data_analyze_platform\USER\01Screen_Problem\result.csv',encoding='gbk')
  243. #定时任务.......................................................................................................................................................................
  244. scheduler = BlockingScheduler()
  245. diag_cal()
  246. DaTa_Sta_Minutes_Task()
  247. DaTa_Sta_Week_Task()
  248. if task_on==0:
  249. scheduler.add_job(DaTa_Sta_Week_Task, 'interval', days=7, id='Week_Task')
  250. scheduler.add_job(diag_cal, 'interval', seconds=900, id='diag_job')
  251. scheduler.add_job(DaTa_Sta_Minutes_Task, 'interval', seconds=180, id='Hour_Task')
  252. try:
  253. scheduler.start()
  254. except Exception as e:
  255. scheduler.shutdown()
  256. print(repr(e))
  257. mylog.logopt(e)