import CBMSBatDiag import QX_BatteryParam from SC_SamplingSafty import SamplingSafty import datetime import pandas as pd from LIB.BACKEND import DBManager, Log from sqlalchemy import create_engine import time, datetime from apscheduler.schedulers.blocking import BlockingScheduler from LIB.MIDDLE.CellStateEstimation.Common import DBDownload from LIB.MIDDLE.CellStateEstimation.Common import log from pandas.core.frame import DataFrame import datacompy #...................................电池包电芯安全诊断函数...................................................................................................................... def diag_cal(): global SNnums global df_Diag_Ram start=time.time() end_time=datetime.datetime.now() start_time=end_time-datetime.timedelta(seconds=120) start_time=start_time.strftime('%Y-%m-%d %H:%M:%S') end_time=end_time.strftime('%Y-%m-%d %H:%M:%S') for sn in SNnums: if 'PK500' in sn: celltype=1 #6040三元电芯 elif 'PK502' in sn: celltype=2 #4840三元电芯 elif 'K504B' in sn: celltype=99 #60ah林磷酸铁锂电芯 elif 'MGMLXN750' in sn: celltype=3 #力信50ah三元电芯 elif 'MGMCLN750' or 'UD' in sn: celltype=4 #CATL 50ah三元电芯 else: print('SN：{}，未找到对应电池类型！！！'.format(sn)) continue # sys.exit() param=QX_BatteryParam.BatteryInfo(celltype) # sn='PK50201A000002039' # celltype=2 # start_time='2021-05-02 09:12:26' # end_time='2021-06-03 19:12:26' # # df_bms= pd.read_csv(r'D:\Platform\platform_python\data_analyze_platform\USER\01qixiang\98Download\\'+'BMS_'+sn+'.csv',encoding='GB18030') #读取原始数据库数据........................................................................................................................................................ dbManager = DBManager.DBManager() df_data = dbManager.get_data(sn=sn, start_time=start_time, end_time=end_time, data_groups=['bms']) df_bms = df_data['bms'] # df_bms.to_csv(r'D:\Platform\platform_python\data_analyze_platform\USER\01qixiang\99Result\\''BMS_'+sn+'.csv',encoding='GB18030') #读取结果数据库数据........................................................................................................................................................ host='rm-bp10j10qy42bzy0q77o.mysql.rds.aliyuncs.com' port=3306 db='qx_cas' user='qx_read' password='Qx@123456' mode=1 tablename1='cellstateestimation_soh' tablename2='cellstateestimation_uniform_socvoltdiff' tablename3='cellstateestimation_soc' DBRead=DBDownload.DBDownload(host, port, db, user, password,mode) with DBRead as DBRead: df_soh=DBRead.getdata('time_st','sn','soh', 'cellsoh', tablename=tablename1, sn=sn, timename='time_sp', st=start_time, sp=end_time) df_uniform=DBRead.getdata('time','sn','cellsoc_diff','cellmin_num','cellmax_num', tablename=tablename2, sn=sn, timename='time', st=start_time, sp=end_time) # df_soc=DBRead.getdata('time','sn','packsoc', tablename=tablename3, sn=sn) #电池诊断................................................................................................................................................................ #BatDiag=CBMSBatDiag.BatDiag(sn,celltype,df_bms, df_soh, df_uniform) #df_res=BatDiag.diag() #df_Diag_Ram_old=df_Diag_Ram df_Diag_Ram_Update=DataFrame(columns=['start_time', 'end_time', 'product_id', 'code', 'level', 'info','advice']) CellFltInfo=DataFrame(columns=['start_time', 'end_time', 'product_id', 'code', 'level', 'info','advice']) if not df_bms.empty: CellFltInfo=df_Diag_Ram[df_Diag_Ram['product_id']==sn] df_Diag_Ram_Update=SamplingSafty.main(sn,param,df_bms,CellFltInfo) if not df_Diag_Ram_Update.empty: sn_index=df_Diag_Ram[df_Diag_Ram['product_id']==sn].index df_Diag_Ram=df_Diag_Ram.drop(index=sn_index) df_Diag_Ram=df_Diag_Ram.append(df_Diag_Ram_Update) df_Diag_Ram.reset_index(inplace=True,drop=True) Diag_Ram_Dif=datacompy.Compare(df_Diag_Ram_Update,CellFltInfo,join_columns=['product_id','end_time','code']) Diag_Ram_Dif=Diag_Ram_Dif.df1_unq_rows if len(Diag_Ram_Dif)>0: Diag_Ram_Dif_New=Diag_Ram_Dif[Diag_Ram_Dif['end_time']==0] Diag_Ram_Dif_Finish=df_Diag_Ram[df_Diag_Ram['end_time']!=0] if len(Diag_Ram_Dif_New)>0: result=pd.read_csv(r'D:\Platform\platform_python\data_analyze_platform\USER\sxq\SaftyCenter_CODE_V1_1\result.csv',encoding='gbk') result=result.append(Diag_Ram_Dif_New) result.to_csv(r'D:\Platform\platform_python\data_analyze_platform\USER\sxq\SaftyCenter_CODE_V1_1\result.csv',index=False,encoding='GB18030') if len(Diag_Ram_Dif_Finish)>0: result=pd.read_csv(r'D:\Platform\platform_python\data_analyze_platform\USER\sxq\SaftyCenter_CODE_V1_1\result.csv',encoding='gbk') Diag_Ram_Dif_Finish=Diag_Ram_Dif_Finish.reset_index(drop=True) for i in range(0,len(Diag_Ram_Dif_Finish)): result.loc[result[result[result['product_id']==Diag_Ram_Dif_Finish.loc[i,'product_id']]['code']==Diag_Ram_Dif_Finish.loc[i,'code']].index,'end_time']=Diag_Ram_Dif_Finish.loc[i,'end_time'] result.to_csv(r'D:\Platform\platform_python\data_analyze_platform\USER\sxq\SaftyCenter_CODE_V1_1\result.csv',index=False,encoding='GB18030') end=time.time() print(end-start) # print(df_soh) #...................................电池包电芯安全诊断函数...................................................................................................................... def shortdiag_cal(): global SNnums global df_Diag_Ram start=time.time() end_time=datetime.datetime.now() start_time=end_time-datetime.timedelta(days=30) start_time=start_time.strftime('%Y-%m-%d %H:%M:%S') end_time=end_time.strftime('%Y-%m-%d %H:%M:%S') for sn in SNnums: if 'PK500' in sn: celltype=1 #6040三元电芯 elif 'PK502' in sn: celltype=2 #4840三元电芯 elif 'K504B' in sn: celltype=99 #60ah林磷酸铁锂电芯 elif 'MGMLXN750' in sn: celltype=3 #力信50ah三元电芯 elif 'MGMCLN750' or 'UD' in sn: celltype=4 #CATL 50ah三元电芯 else: print('SN：{}，未找到对应电池类型！！！'.format(sn)) continue # sys.exit() #读取结果数据库数据........................................................................................................................................................ host='rm-bp10j10qy42bzy0q77o.mysql.rds.aliyuncs.com' port=3306 db='qx_cas' user='qx_read' password='Qx@123456' mode=2 tablename1='cellstateestimation_intershort' DBRead=DBDownload.DBDownload(host, port, db, user, password, mode) #mode==1取数据库最后一行数据 with DBRead as DBRead: df_short=DBRead.getdata('time_sp','sn','short_current', tablename=tablename1, sn=sn, timename='time_sp', st=start_time, sp=end_time) #电池诊断................................................................................................................................................................ ShortDiag=CBMSBatDiag.ShortDiag(sn,celltype, df_short) df_res=ShortDiag.shortdiag() # df_res.to_csv(r'D:\Platform\platform_python\data_analyze_platform\USER\01qixiang\99Result\\'+'CBMS_diag_'+sn+'.csv',encoding='GB18030') print(df_res) end=time.time() print(end-start) # print(df_soh) #...............................................主函数....................................................................................................................... if __name__ == "__main__": excelpath=r'D:\Platform\platform_python\data_analyze_platform\USER\sxq\SaftyCenter_CODE_V1_1\sn-20210903.xlsx' SNdata_6060 = pd.read_excel(excelpath, sheet_name='科易6060') SNdata_6040 = pd.read_excel(excelpath, sheet_name='科易6040') SNdata_4840 = pd.read_excel(excelpath, sheet_name='科易4840') SNdata_L7255 = pd.read_excel(excelpath, sheet_name='格林美-力信7255') SNdata_C7255 = pd.read_excel(excelpath, sheet_name='格林美-CATL7255') SNdata_U7255 = pd.read_excel(excelpath, sheet_name='优旦7255') SNnums_6060=SNdata_6060['SN号'].tolist() SNnums_6040=SNdata_6040['SN号'].tolist() SNnums_4840=SNdata_4840['SN号'].tolist() SNnums_L7255=SNdata_L7255['SN号'].tolist() SNnums_C7255=SNdata_C7255['SN号'].tolist() SNnums_U7255=SNdata_U7255['SN号'].tolist() SNnums=SNnums_L7255 + SNnums_C7255 + SNnums_6040 + SNnums_4840 + SNnums_U7255+ SNnums_6060 #SNnums=['MGMCLN750N215I005','PK504B10100004341','PK504B00100004172','MGMLXN750N2189014'] #SNnums=['MGMLXN750N2189014'] mylog=log.Mylog('log_diag.txt','error') mylog.logcfg() #............................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................ result=pd.read_csv(r'D:\Platform\platform_python\data_analyze_platform\USER\sxq\SaftyCenter_CODE_V1_1\result.csv',encoding='gbk') df_Diag_Ram=result[result['end_time']==0] print('----------------输入--------') print(df_Diag_Ram) #定时任务....................................................................................................................................................................... scheduler = BlockingScheduler() scheduler.add_job(diag_cal, 'interval', seconds=120, id='diag_job') scheduler.add_job(shortdiag_cal, 'interval', days=7, id='shortdiag_job') try: scheduler.start() except Exception as e: scheduler.shutdown() print(repr(e)) mylog.logopt(e)