def RLCSimulation(folderName, inputType, unit, approachName, houseNumber, randomFlag):
'''
This method used to construct yaml file and construct the RLC result based on random.
str, str, int, str, [int, int, ...] => file
'''
# read CSV input files
Result = ReadCSV(folderName, inputType)
requests = list(Result[0])
ideal_type_load = modify_ideal_load(Result[1][-1], unit)
# write load profile files
getLoadProfileFiles(folderName, unit)
# get house layout and zip_loads
houseLayout = yamlCalcMethods.getHouseLayout(houseNumber, requests)
S_ZipList = yamlCalcMethods.getSZipList(len(houseLayout))
lengthMvList = yamlCalcMethods.getLengthMvList(len(houseLayout))
# get the load, which not perform RLC approach
original_loads = getOriginalObservedLoad(Result, unit, approachName)
# get the relationship between request name, and its last minute number
requestNameMinMap = yamlCalcMethods.getRequestNameMinMap(requests) # get the requestNameMinMap
# write yaml file, and return RLC result
random_observed_loads = writeYamlFileAndReturnRandomProbabilities(Result, houseNumber, requests, unit, folderName, approachName, houseLayout, requestNameMinMap, S_ZipList, lengthMvList)
# write the csv file which save original and RLC loads
write_output(ideal_type_load, original_loads, random_observed_loads, folderName, inputType, randomFlag)
print 'FINISH Random Output'
def main():
last_time = time.time()
folderName = 'Experiment1_1' # set the input CSV file information
inputType = 'ideal_shiftable_load'
unit = 5
approachName = 'profile_load'
houseNumber = 1000
houseLayout = yamlCalcMethods.getHouseLayout(houseNumber)
writeYamlFile(folderName, inputType, unit, approachName, houseLayout, houseNumber)
print 'USED time: ',
print time.time() - last_time
def writeYamlFileWithLargeNumOfHouses(folderName, inputType, unit, approachName, houseNumber):
"""
This method used to create a yaml file with the large number of houses. In order to save code time, several
methods will import from 'yamlCalcMethods' and 'yamlWriteMethods'. Consider of the tiny different requirement,
it is better to write a new python to construct yaml file.
str, str, int, str, int, float => file
"""
print "START read request type file"
RequestTypeDict = CsvToLoad.readExperiment(folderName)
for RequestType in RequestTypeDict.values():
load_list = CsvToLoad.extractApplianceProfile(RequestType, unit)
CsvToLoad.generateLoadTxt(load_list, RequestType.request_name, folderName, unit)
print "START read requests file"
Result = ReadCSV(folderName, inputType) # read requests information from input csv file
requests = list(Result[0])
houseLayout = yamlCalcMethods.getHouseLayout(houseNumber, requests)
requestNameMinMap = yamlCalcMethods.getRequestNameMinMap(requests) # get the requestNameMinMap
ideal_shiftable_load = modify_ideal_load(Result[1][-1], unit) # get ideal shift-able load
signal_load = list(ideal_shiftable_load) # make ideal shift-able load equal to signal load
requests = updateProfile(requests, unit) # update profile
requests = getProbDistribution(requests, signal_load, unit, approachName) # update probabilities
fileCount = 0
totalRequestNumber = getTotalRequestNumber(requests)
restRequestNumber = int(totalRequestNumber)
while restRequestNumber != 0:
if restRequestNumber < houseNumber:
repeatNumber = restRequestNumber
else:
repeatNumber = houseNumber
fileName = "".join(("CSVdata/", folderName, "/resident/" "resident_", folderName, "_", str(fileCount), ".yaml"))
applianceMap = getApplianceMap(repeatNumber, requests, unit) # get the start time and request name dict
requests = setNewRequests(requests) # delete the request which quantity is zero
writeFile = open(fileName, "w")
yamlWriteMethods.writeConstParameters(writeFile)
yamlWriteMethods.writeHouseLayout(writeFile, houseLayout)
yamlWriteMethods.writeVariableList(writeFile, houseLayout)
yamlWriteMethods.writeConstSimulation(writeFile)
yamlWriteMethods.writeConstNetwork(writeFile)
yamlWriteMethods.writeConstHeartbeat(writeFile)
yamlWriteMethods.writeTimeSerialLoop(writeFile, applianceMap, folderName) # write load / time_series content
yamlWriteMethods.writeConstBus(writeFile)
yamlWriteMethods.writeConstGenericgen(writeFile)
yamlWriteMethods.writeConstLoop(writeFile)
applianceCount = 0
yamlWriteMethods.writeAllAppliance(houseLayout, writeFile, applianceMap, applianceCount, requestNameMinMap)
writeFile.close()
print "No.",
print fileCount,
print "yaml file had constructed"
fileCount = fileCount + 1
restRequestNumber = restRequestNumber - repeatNumber
print "CONSTRUCT ",
print fileCount,
print "yaml files"