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Merge 182c9fd into f917fb5
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zhut19 committed Apr 5, 2022
2 parents f917fb5 + 182c9fd commit 4795b7f
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Showing 2 changed files with 23 additions and 6 deletions.
15 changes: 13 additions & 2 deletions wfsim/core/afterpulse.py
Original file line number Diff line number Diff line change
Expand Up @@ -187,9 +187,20 @@ def photon_afterpulse(signal_pulse, resource, config):
# Assign each photon FRIST random uniform number rU0 from (0, 1] for timing
rU0 = 1 - np.random.rand(len(signal_pulse._photon_timings))

# delaytime_cdf is intentionally not normalized to 1 but the probability of the AP
prob_ap = delaytime_cdf[signal_pulse._photon_channels, -1]
if prob_ap.max() * config['pmt_ap_modifier'] > 0.5:
prob = prob_ap.max() * config['pmt_ap_modifier']
log.warning(f'PMT after pulse probability is {prob} larger than 0.5?')

# Scaling down (up) rU0 effectivly increase (decrease) the ap rate
rU0 /= config['pmt_ap_modifier']

# Double the probability for those photon emitting dpe
rU0[signal_pulse._photon_is_dpe] /= 2

# Select those photons with U <= max of cdf of specific channel
cdf_max = delaytime_cdf[signal_pulse._photon_channels, -1]
sel_photon_id = np.where(rU0 <= cdf_max * config['pmt_ap_modifier'])[0]
sel_photon_id = np.where(rU0 <= prob_ap)[0]
if len(sel_photon_id) == 0:
continue
sel_photon_channel = signal_pulse._photon_channels[sel_photon_id]
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14 changes: 10 additions & 4 deletions wfsim/core/pulse.py
Original file line number Diff line number Diff line change
Expand Up @@ -63,11 +63,19 @@ def __call__(self, *args):
self._raw_area = self._raw_area_bottom = 0
self._raw_area_trigger = self._raw_area_trigger_bottom = 0

# Assign DPE, and save it for compute after-pulses
p_dpe = self.config['p_double_pe_emision']
self._photon_is_dpe = np.random.binomial(n=1,
p=p_dpe,
size=len(self._photon_timings)).astype(np.bool_)

counts_start = 0 # Secondary loop index for assigning channel
for channel, counts in zip(*np.unique(self._photon_channels, return_counts=True)):

# Use 'counts' amount of photon for this channel
_channel_photon_timings = self._photon_timings[counts_start:counts_start+counts]
_channel_photon_is_dpe = self._photon_is_dpe[counts_start:counts_start+counts]

counts_start += counts
if channel in self.config['turned_off_pmts']:
continue
Expand All @@ -81,10 +89,8 @@ def __call__(self, *args):
* self.uniform_to_pe_arr(np.random.random(len(_channel_photon_timings)), channel)

# Add some double photoelectron emission by adding another sampled gain
n_double_pe = np.random.binomial(len(_channel_photon_timings),
p=self.config['p_double_pe_emision'])

_channel_photon_gains[:n_double_pe] += self.config['gains'][channel] \
n_double_pe = _channel_photon_is_dpe.sum()
_channel_photon_gains[_channel_photon_is_dpe] += self.config['gains'][channel] \
* self.uniform_to_pe_arr(np.random.random(n_double_pe), channel)

else:
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