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