def upec(n_failures=100):
"""if we happen to have a stage one that kills the shunt bus then most bugs
go away. use this to get some data."""
clean_files()
clean = True
data = """
[upec] opf
# remove generator g33
# set all demand 0.7686144
# remove bus 6
"""
scenario = text_to_scenario(data)
psat = read_psat("rts2.m")
tmp_psat = scenario_to_psat(scenario, psat)
report = single_simulate(tmp_psat, scenario.simtype, scenario.title)
new_psat = report_to_psat(report, tmp_psat)
prob = read_probabilities("rts.net")
failure_batch = make_failures(prob, n_failures)
failure_batch.scenarios.insert(0, Scenario("basecase"))
batch_simulate(failure_batch, new_psat, 100, clean)
filename = scenario.title + ".bch2"
with open(filename, "w") as result_file:
failure_batch.csv_write(result_file)
def example1(n=100):
"""make `n` outages, simulate them, and save the resulting batch"""
psat = read_psat("rts.m")
prob = read_probabilities("rts.net")
batch = make_failures(prob, n)
batch_simulate(batch, psat, 30)
with open("rts.bch", "w") as result_file:
batch.write(result_file)
def simulate_cases(outage_batch, failure_batch, psat, summary_file,
mismatch_file):
clean_files()
print "[C] simulate %d unique states with %d unique contingencies" % (
len(outage_batch), len(failure_batch))
for n, scenario in enumerate(outage_batch):
try:
print "[C] simulating state", n + 1, "of", int(
math.ceil(len(outage_batch)))
report = simulate_scenario(psat, scenario, False)
scenario_psat = report_to_psat(report, psat)
clean_files()
mismatch_file.write(
as_csv("---- ---- ---- ---- ---- ----".split()) + "\n")
mismatch_file.write(
as_csv([scenario.title] + list(scenario_psat.get_stats())) +
"\n")
mismatch_file.write(
as_csv("---- ---- ---- ---- ---- ----".split()) + "\n")
print "[C] simulating state - prep done."
for x in failure_batch:
x.result = None
batch_simulate(failure_batch, scenario_psat, 100, True,
mismatch_file)
filename = scenario.title + ".txt"
with open(filename, "w") as result_file:
failure_batch.csv_write(result_file)
print "-" * 80
print "---- Outage Case %d Stats ----" % n
failure_batch.write_stats(sys.stdout)
summary_file.write("Outage Case %d Stats\n" % n)
summary_file.write("%s\n" % ("-" * 80))
failure_batch.write_stats(summary_file)
print "[C] simulating state", n + 1, "done"
except Exception as exce:
print "[E] Error Caught at main.simulate_cases (%s)" % scenario.title
print exce
raise
def simulate_cases(outage_batch, failure_batch, psat, summary_file, mismatch_file):
clean_files()
print "[C] simulate %d unique states with %d unique contingencies" % (
len(outage_batch),
len(failure_batch))
for n, scenario in enumerate(outage_batch):
try:
print "[C] simulating state", n + 1, "of", int(math.ceil(len(outage_batch)))
report = simulate_scenario(psat, scenario, False)
scenario_psat = report_to_psat(report, psat)
clean_files()
mismatch_file.write(as_csv("---- ---- ---- ---- ---- ----".split()) + "\n")
mismatch_file.write(as_csv([scenario.title] + list(scenario_psat.get_stats())) + "\n")
mismatch_file.write(as_csv("---- ---- ---- ---- ---- ----".split()) + "\n")
print "[C] simulating state - prep done."
for x in failure_batch:
x.result = None
batch_simulate(failure_batch, scenario_psat, 100, True, mismatch_file)
filename = scenario.title + ".txt"
with open(filename, "w") as result_file:
failure_batch.csv_write(result_file)
print "-" * 80
print "---- Outage Case %d Stats ----" % n
failure_batch.write_stats(sys.stdout)
summary_file.write("Outage Case %d Stats\n" % n)
summary_file.write("%s\n" % ("-"*80))
failure_batch.write_stats(summary_file)
print "[C] simulating state", n + 1, "done"
except Exception as exce:
print "[E] Error Caught at main.simulate_cases (%s)" % scenario.title
print exce
raise
def test007():
"""batch and single should gave same results"""
clean_files()
psat = read_psat("rts2.m")
# prob = read_probabilities("rts.net")
# batch = make_outages(prob, 2)
data = """
[batch0] opf
remove generator g1
remove generator g4
remove generator g31
set all demand 0.3987456
result pass
[batch1] opf
remove generator g22
remove generator g24
set all demand 0.6670332
result fail
"""
batch = SimulationBatch()
batch.read(StringIO(data))
batch_simulate(batch, psat, 10, False)
with open("rts.bch", "w") as result_file:
batch.write(result_file)
for n, scenario in enumerate(batch):
scenario.title = "single" + str(n)
report = simulate_scenario(psat, scenario, False)
scenario.result = report_in_limits(report)
with open("rts2.bch", "w") as result_file:
batch.write(result_file)
def generate_cases(n_outages=10, n_failures=1000, sim=True, full_sim=True):
timer_begin = time.clock()
timer_start = timer_begin
print "[G] start simulation with %d states and %d contingencies." % (n_outages, n_failures)
if full_sim:
Ensure(n_outages and n_failures and sim, "can only do full sim if we have everything")
clean_files()
batch_size = 100
psat = read_psat("rts.m")
prob = read_probabilities("rts.net")
# create the base cases by sampling for outages
# simulate these and print to a file.
# it should contain `n_outages` outages.
summary_file = open("summary.txt", "w")
mismatch_file = open("mismatch.txt", "w")
print "Base Stats: mis= %f gen= %f load= %f lim ( %f < X < %f )" % psat.get_stats()
mismatch_file.write(as_csv("title mismatch gen load min max".split()) + "\n")
mismatch_file.write(as_csv(["base"] + list(psat.get_stats())) + "\n")
try:
if n_outages:
outage_batch = make_outage_cases(prob, n_outages)
if sim: batch_simulate(outage_batch, psat, batch_size, True, mismatch_file)
with open("outage.txt", "w") as result_file:
outage_batch.csv_write(result_file)
print "-" * 80
print "---- Outage Stats ----"
outage_batch.write_stats(sys.stdout)
summary_file.write("%s\n" % ("-"*80))
summary_file.write("Outage Stats\n")
summary_file.write("%s\n" % ("-"*80))
outage_batch.write_stats(summary_file)
timer_end = time.clock()
timer_time = (timer_end - timer_start)
print "[G] outages created in %d seconds." % int(math.ceil(timer_time))
timer_start = time.clock()
# do the same for one hour changes to the system.
if n_failures:
failure_batch = make_failure_cases(prob, n_failures)
if sim: batch_simulate(failure_batch, psat, batch_size, True, mismatch_file)
with open("failure.txt", "w") as result_file:
failure_batch.csv_write(result_file)
print "-" * 80
print "---- Failure Stats ----"
failure_batch.write_stats(sys.stdout)
summary_file.write("Failure Stats\n")
summary_file.write("%s\n" % ("-"*80))
failure_batch.write_stats(summary_file)
timer_end = time.clock()
timer_time = (timer_end - timer_start)
print "[G] failures created in %d seconds." % int(math.ceil(timer_time))
timer_start = time.clock()
# simulate each of the changes to each base case
if full_sim:
simulate_cases(outage_batch, failure_batch, psat, summary_file, mismatch_file)
timer_end = time.clock()
timer_time = (timer_end - timer_start)
print "[G] full sim in %d seconds." % int(math.ceil(timer_time))
timer_start = time.clock()
finally:
timer_end = time.clock()
timer_time = (timer_end - timer_begin)
print "[G] total time %d seconds." % int(math.ceil(timer_time))
def generate_cases(n_outages=10, n_failures=1000, sim=True, full_sim=True):
timer_begin = time.clock()
timer_start = timer_begin
print "[G] start simulation with %d states and %d contingencies." % (
n_outages, n_failures)
if full_sim:
Ensure(n_outages and n_failures and sim,
"can only do full sim if we have everything")
clean_files()
batch_size = 100
psat = read_psat("rts.m")
prob = read_probabilities("rts.net")
# create the base cases by sampling for outages
# simulate these and print to a file.
# it should contain `n_outages` outages.
summary_file = open("summary.txt", "w")
mismatch_file = open("mismatch.txt", "w")
print "Base Stats: mis= %f gen= %f load= %f lim ( %f < X < %f )" % psat.get_stats(
)
mismatch_file.write(
as_csv("title mismatch gen load min max".split()) + "\n")
mismatch_file.write(as_csv(["base"] + list(psat.get_stats())) + "\n")
try:
if n_outages:
outage_batch = make_outage_cases(prob, n_outages)
if sim:
batch_simulate(outage_batch, psat, batch_size, True,
mismatch_file)
with open("outage.txt", "w") as result_file:
outage_batch.csv_write(result_file)
print "-" * 80
print "---- Outage Stats ----"
outage_batch.write_stats(sys.stdout)
summary_file.write("%s\n" % ("-" * 80))
summary_file.write("Outage Stats\n")
summary_file.write("%s\n" % ("-" * 80))
outage_batch.write_stats(summary_file)
timer_end = time.clock()
timer_time = (timer_end - timer_start)
print "[G] outages created in %d seconds." % int(
math.ceil(timer_time))
timer_start = time.clock()
# do the same for one hour changes to the system.
if n_failures:
failure_batch = make_failure_cases(prob, n_failures)
if sim:
batch_simulate(failure_batch, psat, batch_size, True,
mismatch_file)
with open("failure.txt", "w") as result_file:
failure_batch.csv_write(result_file)
print "-" * 80
print "---- Failure Stats ----"
failure_batch.write_stats(sys.stdout)
summary_file.write("Failure Stats\n")
summary_file.write("%s\n" % ("-" * 80))
failure_batch.write_stats(summary_file)
timer_end = time.clock()
timer_time = (timer_end - timer_start)
print "[G] failures created in %d seconds." % int(
math.ceil(timer_time))
timer_start = time.clock()
# simulate each of the changes to each base case
if full_sim:
simulate_cases(outage_batch, failure_batch, psat, summary_file,
mismatch_file)
timer_end = time.clock()
timer_time = (timer_end - timer_start)
print "[G] full sim in %d seconds." % int(math.ceil(timer_time))
timer_start = time.clock()
finally:
timer_end = time.clock()
timer_time = (timer_end - timer_begin)
print "[G] total time %d seconds." % int(math.ceil(timer_time))
